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Find every free simulator, printable student worksheet, classroom collection, and strategy guide on one crawl-friendly page. No account is required.

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Each short browser simulation turns pricing, staffing, capacity, quality, and cash-flow choices into measurable results.

Interactive Simulation Lab

Free Cash Flow (FCF) Margin & Cash Conversion Lab

Model free cash flow margins, cash conversion efficiency from net income, capital expenditure intensity, and Rule of 40 score with 5x5 sensitivity matrix analysis.

Corporate Finance • FCF Margin & Cash Conversion
Interactive Simulation Lab

Sloan Ratio Calculator & Earnings Quality Forensic Lab

Evaluate Richard Sloan's accrual anomaly, paper accounting profits versus operational cash generation, and balance sheet earnings reversal risk.

Corporate Finance • Forensic Accounting
Interactive Simulation Lab

Degree of Financial Leverage (DFL) Calculator & EPS Risk Lab

Model how fixed debt service and financing charges amplify earnings-per-share volatility, evaluate financial breakeven thresholds, and stress-test capital structure risk.

Corporate Finance • Capital Structure & Solvency
Interactive Simulation Lab

EV/FCF Multiple & Cash Valuation Lab

Model Enterprise Value to Free Cash Flow (EV/FCF) multiples, cash yield, capital structure debt bridges, and takeover target valuation.

Corporate Finance • Valuation Multiples
Interactive Simulation Lab

Degree of Total Leverage (DTL) Calculator & Combined Risk Lab

Synthesize operating leverage (DOL) and financial leverage (DFL) into an enterprise multiplier to model top-line sales to bottom-line EPS sensitivity.

Corporate Finance • Enterprise Risk Management
Interactive Simulation Lab

Defensive Interval Ratio (DIR) & Cash Runway Lab

Model Defensive Interval Ratio (DIR / DIP), daily cash burn rate, defensive quick asset reserves, and operational survival runway days without revenue.

Treasury Management • Liquidity & Solvency
Interactive Simulation Lab

Fixed Asset Turnover (FAT) & Capital Intensity Lab

Calculate Fixed Asset Turnover (FAT), Net PP&E utilization, capital intensity ratios, and capex expansion velocity across operating archetypes.

Corporate Finance • Plant Productivity & Capital Intensity
Interactive Simulation Lab

Cash Flow to Debt Ratio & Solvency Lab

Calculate Cash Flow to Debt Ratio (CFO / Total Debt), net debt payoff horizon, credit rating solvency, and debt coverage in a free business simulation lab.

Corporate Finance • Credit Underwriting & Solvency
Interactive Simulation Lab

Credit Spread & Default Probability Calculator

Calculate bond credit spreads (G-spread), risk-neutral implied default probability, cumulative default risk over maturity, and recovery risk premiums in an interactive fixed income lab.

Fixed Income • Credit Risk & Debt Modeling
Interactive Simulation Lab

Price-Volume-Mix (PVM) Calculator & Revenue Variance Lab

Deconstruct revenue and gross margin variances into Price, Volume, and Product Mix effects with interactive multi-product waterfall attribution.

Corporate Finance • FP&A & Revenue Variance
Interactive Simulation Lab

Dividend Payout Ratio Calculator & Safety Lab

Model dividend payout ratios, earnings coverage cushions, dividend cut risk thresholds, and capital retention velocity across dividend aristocrats and high-yield equities.

Corporate Finance • Dividend Policy & Solvency
Interactive Simulation Lab

Equity Multiplier Calculator & Financial Leverage Lab

Model financial leverage, assets-to-equity magnification, debt-to-equity bridge, and DuPont 3-step ROE expansion with dual 5x5 sensitivity matrices.

Corporate Finance • Capital Structure & DuPont ROE
Interactive Simulation Lab

Cash Return on Invested Capital (CROIC) Calculator & Cash Moat Lab

Calculate Free Cash Flow to Invested Capital, CROIC vs. ROIC cash conversion quality, and economic cash spread over WACC across industry capital structures.

Corporate Finance • Capital Allocation & Cash Moat
Interactive Simulation Lab

Effective Tax Rate & Corporate Tax Shield Lab

Model GAAP effective tax rate (ETR), cash taxes paid, deferred tax timing variance, debt interest tax shields, and pre-tax to net income waterfall.

Corporate Finance • Tax Strategy & Capital Structure
Interactive Simulation Lab

Net Debt to EBITDA & Leverage Covenant Lab

Model Net Debt to EBITDA multiple, gross vs. net debt leverage bridge, bank credit covenant clearance headroom, and de-leveraging payoff horizons.

Corporate Finance • Debt Capacity & Credit Covenants
Interactive Simulation Lab

FCF Conversion Ratio & Cash Quality Lab

Model Free Cash Flow conversion from Net Income and EBITDA, diagnose non-cash accrual drags, measure CapEx absorption, and benchmark earnings quality.

Corporate Finance • Cash Quality & Capital Allocation
Interactive Simulation Lab

Equity Ratio Calculator & Capital Structure Lab

Model stockholders' equity vs. total assets, calculate debt-to-assets absorption, evaluate the DuPont equity multiplier, and stress test balance sheet solvency.

Corporate Finance • Capital Structure & Solvency
Interactive Simulation Lab

Cash Conversion Efficiency Calculator & FCF Realization Lab

Model Cash Conversion Efficiency (CCE % = FCF ÷ Revenue), Operating Cash Flow realization, CapEx absorption, and working capital drag across operating business models.

Corporate Finance Treasury & Cash Flow Free Access
Interactive Simulation Lab

Retained Earnings Calculator & Self-Funded Growth Lab

Model Ending Retained Earnings = Beginning + Net Income - Dividends, plowback retention rates, and sustainable self-funded growth capacity across operating scenarios.

Corporate Finance Equity & Growth Free Access
Interactive Simulation Lab

Cost of Equity Calculator & Multi-Model Valuation Lab

Estimate Cost of Equity (Ke) using CAPM, Gordon Growth Model, and Bond Yield Plus Risk Premium methods with user-weighted triangulation and sensitivity matrices.

Corporate Finance Valuation & Hurdle Rates Free Access
Interactive Simulation Lab

NOPAT & Economic Profit (EVA) Lab

Calculate Net Operating Profit After Tax (NOPAT = EBIT × (1 - t)), Return on Invested Capital (ROIC), Capital Charges, and Economic Value Added (EVA).

Corporate Finance Valuation Free Access
Interactive Simulation Lab

Equity Risk Premium (ERP) Multi-Model Lab

Estimate the market hurdle spread across Historical Realized, Damodaran Implied Forward DCF, and Ibbotson-Chen Supply-Side macroeconomic models.

Corporate Finance Asset Valuation Free Access
Interactive Simulation Lab

Market Value Added (MVA) & Wealth Creation Lab

Model Market Value Added (MVA = Total Market Value - Invested Capital), single-period EVA, and discounted PV of future economic profits.

Corporate Finance Valuation & Economic Profit Free Access
Interactive Simulation Lab

Internal Growth Rate (IGR) & Zero-Debt Lab

Model the maximum self-funded growth rate achievable strictly through retained earnings with zero debt or equity dilution, External Financing Needed (EFN), and Higgins SGR contrast.

Corporate Finance Capital Structure & Growth Free Access
Interactive Simulation Lab

Residual Income Valuation (EBO Model) Lab

Estimate intrinsic equity value, equity capital charges, and justified P/B multiples using Clean Surplus Accounting and competitive persistence decay.

Corporate Finance Fundamental Valuation Free Access
Interactive Simulation Lab

Adjusted Present Value (APV) Valuation Lab

Model Myers (1974) Adjusted Present Value, unlevered DCF cash flows, interest tax shields with dynamic debt paydown, and financial distress costs.

Corporate Finance Valuation & LBO Free Access
Interactive Simulation Lab

Fuller-Hsia H-Model Dividend Discount Lab

Model Fuller-Hsia two-stage equity valuation, linear dividend growth fade, terminal value, market-implied cost of equity, and discrete DCF schedules.

Equity Valuation Dividend Discount & DCF Free Access
Interactive Simulation Lab

Asian Option Pricing Lab

Value arithmetic and geometric Asian options with Kemna-Vorst closed forms and Turnbull-Wakeman moment matching, quantifying volatility dampening.

Exotic Options Commodity Derivatives Quantitative Finance
Interactive Simulation Lab

Lookback Option Pricing Lab

Price floating and fixed strike lookback options using Goldman-Sosin-Gatto and Conze-Viswanathan analytical formulas with discrete monitoring adjustments.

Exotic Options Extrema Derivatives Quantitative Finance
Interactive Simulation Lab

Margrabe Exchange Option Lab

Value options to exchange one asset for another with William Margrabe's (1978) closed-form formula, combined spread volatility, and cross-asset Greeks.

Exotic Options Multi-Asset Derivatives Quantitative Finance
Interactive Simulation Lab

Compound Option Pricing Lab (Geske 1979)

Value options on options across Call-on-Call, Put-on-Call, Call-on-Put, and Put-on-Put with Robert Geske's (1979) model, critical boundary S*, and staged real options.

Compound Options Real Options Quantitative Finance
Interactive Simulation Lab

Chooser Option Pricing Lab (Rubinstein 1991)

Value simple and complex chooser options (as-you-like-it options) with Mark Rubinstein's (1991) model, critical hurdle S*, Greeks, and straddle discount analysis.

Chooser Options Exotic Options Quantitative Finance
Interactive Simulation Lab

Bermudan Option Pricing & Early Exercise Lab

Price Bermudan options with discrete early-exercise schedules using recombining binomial lattices, backward induction, early exercise boundaries, and American vs European decomposition.

Bermudan Options Optimal Stopping Quantitative Finance
Interactive Simulation Lab

Forward Start Option Pricing & Reset Lab (Rubinstein 1991)

Price forward start options with future strike determination date t1 and moneyness multiple alpha under Mark Rubinstein's (1991) model, normalized unit pricing, and cliquet structures.

Forward Start Options Cliquet Derivatives Quantitative Finance
Interactive Simulation Lab

Gap Option Pricing & Payoff Discontinuity Lab

Price European gap calls and puts with dual strikes (K1 trigger hurdle, K2 payoff strike). Model negative option values, jump discontinuities, and Delta/Gamma cliff risks.

Gap Options Dual Strikes Quantitative Finance
Interactive Simulation Lab

Rainbow Option Pricing & Multi-Asset Correlation Lab

Price multi-asset rainbow options on the maximum (Best-of) or minimum (Worst-of) of two risky assets using Johnson (1987) closed forms, bivariate normal CDFs, and correlation Greeks.

Rainbow Options Correlation Risk Multi-Asset
Interactive Simulation Lab

Basket Option Pricing & Portfolio Correlation Lab

Value multi-asset equity basket options. Model moment matching approximations, diversification discounts, cross-asset correlation dispersion, and Component Greeks.

Basket Options Dispersion Trading Quantitative Finance
Interactive Simulation Lab

Digital Option Pricing & Binary Greeks Lab

Value cash-or-nothing and asset-or-nothing binary options. Analyze extreme expiry pin risk, Dirac delta Greeks, and tight vanilla call spread static replication.

Binary Options Pin Risk Quantitative Finance
Interactive Simulation Lab

Quanto Option Pricing & FX Correlation Lab

Value cross-currency quanto derivatives with fixed guaranteed exchange rates. Model Girsanov quanto drift adjustments, equity-FX correlation risk, and cross-currency Greeks.

Quanto Options Correlation Risk Quantitative Finance
Interactive Simulation Lab

Power Option Pricing & Convexity Greeks Lab

Value non-linear power contracts with payoff exponents α. Model Itô volatility magnification, non-linear super-convexity, leverage explosions, and higher-order Greeks.

Power Options Super-Convexity Quantitative Finance
Interactive Simulation Lab

Cliquet Option Pricing & Ratchet Equity Lab

Value multi-period cliquet (ratchet) equity options. Model periodic strike resets, local return caps and floors, forward-start option series, and structured notes.

Cliquet Options Ratchet Notes Quantitative Finance
Interactive Simulation Lab

Variance Swap & Volatility Derivatives Lab

Value institutional variance swaps. Model Demeterfi et al. (1999) log-contract replication strips, fair variance strikes, vega notional conversions, and capped payoffs.

Variance Swaps Static Replication Quantitative Finance
Interactive Simulation Lab

Autocallable Structured Note & Phoenix Lab

Value autocallable notes and Phoenix reverse convertibles. Model periodic early redemption triggers, memory coupons, European/American knock-in barriers, and duration risk.

Autocallable Notes Structured Products Quantitative Finance
Interactive Simulation Lab

Credit Default Swap (CDS) Pricing & Hazard Rate Lab

Value single-name Credit Default Swaps, ISDA standard coupons (100/500 bps), upfront payment settlement, hazard rate bootstrapping, survival curves, and CS01/DV01 risk.

Credit Derivatives ISDA Standard Model Fixed Income
Interactive Simulation Lab

Credit Valuation Adjustment (CVA) & XVA Lab

Model OTC derivative counterparty credit risk, Expected Exposure profiles (EE, EPE, PFE 95th/99th), unilateral CVA, DVA, Bilateral BCVA, and ISDA CSA collateral netting.

Counterparty Risk CVA & XVA Basel III Capital
Interactive Simulation Lab

Forward Rate Agreement (FRA) Pricing & Hedging Lab

Value money market Forward Rate Agreements (FRAs), no-arbitrage forward rate curves, in-advance discounted settlement payoffs, and borrower/lender hedging strategies.

Money Markets Interest Rate Hedging No-Arbitrage Forwards
Interactive Simulation Lab

Interest Rate Cap, Floor & Collar Pricing Lab

Value interest rate caps, floors, and zero-cost collars using Black-76, model caplet amortization strips, cap-floor parity, and Vega/Theta risk management.

Fixed Income Options Black-76 Engine Debt Hedging
Interactive Simulation Lab

European Swaption Pricing Lab (Black-76 & Bachelier)

Price interest rate payer and receiver swaptions across Expiry × Tenor structures, model swap annuities (PVBP), and compare Black-76 vs Bachelier normal models.

Interest Rate Swaps Black-76 & Bachelier Annuity PVBP
Interactive Simulation Lab

Constant Maturity Swap (CMS) & Convexity Adjustment Lab

Model Constant Maturity Swaps (CMS), calculate numeraire-change convexity adjustments, price CMS caps and floors, and structure curve spread options.

CMS Derivatives Convexity Adjustment Spread Options
Interactive Simulation Lab

Bermudan Swaption Pricing Lab (Hull-White Tree)

Price callable and Bermudan interest rate swaptions using a 1-factor Hull-White trinomial tree, model early exercise boundaries, and calculate flexibility premiums.

Interest Rate Derivatives Hull-White Tree Early Exercise
Interactive Simulation Lab

Corporate Debt Restructuring & Debt-to-Equity Swap Lab

Model distressed corporate debt recapitalizations, creditor haircuts, debt-to-equity swaps (DES), existing shareholder dilution, and post-restructuring solvency covenants.

Corporate Distress Debt Restructuring Leverage Multiples
Interactive Simulation Lab

Convertible Bond Pricing & Greeks Lab

Value hybrid convertible bonds, conversion parity, straight debt investment floors, bifurcation option premiums, conversion premiums, and arbitrage delta hedging.

Hybrid Securities Convertible Bonds Delta Hedging
Interactive Simulation Lab

Bond Convexity & Price Volatility Lab

Calculate analytical bond convexity, modified duration, dollar convexity, and compare first-order linear duration vs. second-order Taylor series approximations under rate shocks.

Fixed Income Bond Convexity Taylor Series
Interactive Simulation Lab

Barbell vs. Bullet Bond Strategy Lab

Construct duration-matched barbell and bullet fixed income portfolios, analyze the barbell convexity premium, model yield giveup drag, and simulate returns across curve shifts.

Fixed Income Barbell vs Bullet Yield Curve
Interactive Simulation Lab

Key Rate Duration Lab

Quantify key rate duration (KRD) vectors across benchmark tenors (2Y, 5Y, 10Y, 30Y), model non-parallel yield curve reshaping, and evaluate multi-bond portfolio shaping risk.

Fixed Income Key Rate Duration Curve Risk
Interactive Simulation Lab

Spot vs. Forward Rate Curve Lab

Bootstrap zero-coupon spot yield curves from coupon-bearing par bonds, extract implied forward rates (1y1y, 2y3y, 5y5y), and model term premium dynamics.

Fixed Income Forward Rates Bootstrapping
Interactive Simulation Lab

Nelson-Siegel & Svensson Curve Lab

Calibrate Nelson-Siegel and Svensson parametric yield curves, decompose Level, Slope, and Curvature factors, and derive instantaneous forward curves.

Term Structure Nelson-Siegel Yield Curve
Interactive Simulation Lab

Z-Spread, OAS & ASW Spread Lab

Decompose bond credit risk by discounting cash flows over the spot curve. Compute Z-spread, Option-Adjusted Spread (OAS), and Par-Par Asset Swap Spread (ASW).

Credit Spreads Z-Spread & OAS Fixed Income
Interactive Simulation Lab

Box Spread Arbitrage Lab

Model 4-legged options box spreads, calculate implied borrowing/lending rates, theoretical bounds, American early exercise risk, and slippage frictions.

Options Arbitrage Box Spread Synthetic Loan
Interactive Simulation Lab

Iron Condor & Credit Spread Lab

Model 4-legged delta-neutral Iron Condors, evaluate Probability of Profit (POP), credit collection, max risk, and portfolio Greeks across time.

Options Income Iron Condor Credit Spread
Interactive Simulation Lab

Butterfly Spread Strategy & Greeks Lab

Model 3-strike options butterfly structures (1-2-1), Black-Scholes Greeks, asymmetric broken-wing variations, pin risk, and time-decay acceleration.

Options Trading Butterfly Spread Volatility & Greeks
Interactive Simulation Lab

Straddle & Strangle Strategy Lab

Model pure volatility options plays, binary event expected moves, post-earnings IV crush, gamma-theta trade-offs, and dual breakeven boundaries.

Pure Volatility Straddle & Strangle IV Crush & Greeks
Interactive Simulation Lab

Calendar & Time Decay Options Lab

Model horizontal time spreads, differential theta acceleration, implied volatility term structure skew, and front-month expiration mark-to-market payoffs.

Time Spreads Theta Decay Term Structure Skew
Interactive Simulation Lab

Ratio Spread & Volume Backspread Lab

Model 1:2 Call/Put front ratio spreads, 2:1 volatility backspreads, asymmetric tail risk, naked strike breakevens, and Black-Scholes Greeks.

Ratio Spreads Asymmetric Risk Backspreads
Interactive Simulation Lab

Condor Spread Strategy Lab

Model 4-strike Long & Short Condor spreads, flat profit plateau (K2 to K3), dual breakevens, defined risk limits, and Black-Scholes Greeks.

Condor Spreads Profit Plateau Options Strategy
Interactive Simulation Lab

Seagull Spread Strategy Lab

Model 3-strike Bull & Bear Seagull spreads, zero-cost FX corridors, asymmetric tail risk, breakevens, and Black-Scholes Greeks.

Seagull Spreads Zero-Cost Hedging Tail Risk
Interactive Simulation Lab

Collar Strategy Lab

Model Protective Collar options strategies, zero-cost hedging corridors, floor protection, capped upside, net Greeks, and Black-Scholes pricing.

Equity Collars Floor & Cap Risk Reversal
Interactive Simulation Lab

Strip & Strap Options Lab

Model asymmetric 2:1 Strip (bearish) and Strap (bullish) options strategies, directional volatility tilt, dual breakevens, and Black-Scholes Greeks.

Strip & Strap Asymmetric Volatility Directional Greeks
Interactive Simulation Lab

Iron Butterfly Strategy Lab

Model 4-leg Iron Butterfly credit structures: short ATM straddle core, long OTM wings, peak profit apex, defined risk bounds, and Black-Scholes Greeks.

Iron Butterfly Credit Income Apex Payoff
Interactive Simulation Lab

Christmas Tree Spread Lab

Model asymmetric 3-strike option ladders (+1 K1, -1 K2, -1 K3): low net debit entry, directional bias with defined risk, peak profit, and Black-Scholes Greeks.

Christmas Tree Asymmetric Ladder Options Greeks
Interactive Simulation Lab

Risk Reversal Strategy Lab

Model directional synthetic options setups and FX 25-delta volatility skew: call vs put parity, zero-cost corridors, and Black-Scholes Greeks.

Risk Reversal Volatility Skew Synthetic Long
Interactive Simulation Lab

Jelly Roll Strategy Lab

Master 4-legged calendar synthetic loans, put-call parity theoretical pricing, implied financing rates, and American early assignment risk.

Jelly Roll Synthetic Financing Put-Call Parity
Interactive Simulation Lab

Dispersion Trading Strategy Lab

Model index vs basket volatility relative value, implied correlation calculation, vega-neutral hedging, and correlation risk premium (CRP).

Dispersion Trading Implied Correlation Volatility Arbitrage
Interactive Simulation Lab

Synthetic Futures Strategy Lab

Master Put-Call Parity synthetic replication (+C/-P), cost of carry forward pricing, margin efficiency, and zero-vega linear delta tracking.

Synthetic Futures Put-Call Parity Forward Basis
Interactive Simulation Lab

Breeden-Litzenberger Density Lab

Extract model-free risk-neutral probability density functions (RND) using second partial derivative curvature and butterfly option replication.

Risk-Neutral Density Volatility Smile Model-Free
Interactive Simulation Lab

Vanna-Volga Pricing & Hedging Lab

Price FX and equity options using the Vanna-Volga method. Compute smile adjustments, Vega, Vanna, and Volga hedges with 25-delta risk reversals.

Vanna-Volga 2nd-Order Greeks FX Smile
Interactive Simulation Lab

Implied Volatility Surface & SVI Lab

Model institutional 3D volatility surfaces and Gatheral SVI calibration. Analyze strike skews, term structure contango/backwardation, and calendar no-arbitrage bounds.

3D Vol Surface SVI Calibration Term Structure
Interactive Simulation Lab

Volatility Cone & Realized Vol Lab

Analyze institutional volatility cones, multi-horizon realized volatility percentiles, estimator efficiencies (Parkinson, Garman-Klass, Yang-Zhang), and Volatility Risk Premium (VRP).

Volatility Cones Realized Volatility VRP & Estimators
Interactive Simulation Lab

Spread Option Pricing Lab

Price two-asset European spread options with non-zero strikes using Kirk's (1995) approximation. Model crack spreads, spark spreads, cross-asset Greeks, and correlation sensitivities.

Kirk Approximation Commodity Spreads Cross-Asset Greeks
Interactive Simulation Lab

Dupire Local Volatility Lab

Extract Bruno Dupire's (1994) local volatility surface from Black-Scholes implied variance smiles. Analyze the factor-of-two slope rule, calendar monotonicity, and butterfly convexity.

Local Volatility Continuous Diffusion 2x Slope Rule
Interactive Simulation Lab

CBOE VIX Index Lab

Calculate the official CBOE Volatility Index (VIX) from discrete options chains. Explore log-contract replication with 1/K² weights, zero-bid truncation, and 30-day roll interpolation.

VIX Index Log Contract Zero-Bid Rule
Interactive Simulation Lab

Volatility Swap Lab

Price pure volatility swaps and model Jensen's inequality convexity drag. Analyze Brockhaus-Long analytical Taylor expansions, linear vs. convex variance payoffs, and mark-to-market trajectories.

Volatility Swap Convexity Drag Jensen's Gap
Interactive Simulation Lab

Correlation Swap Lab

Price correlation swaps, evaluate Sebastien Bossu implied correlation replication from index vs basket variance, model the Correlation Risk Premium (CRP), and track mark-to-market curves.

Correlation Swap Risk Premium Relative Value
Interactive Simulation Lab

Corridor Variance Swap Lab

Price conditional corridor variance swaps and downside semi-variance swaps. Model Peter Carr & Roger Lee bounded replication strips, strike discounts, and barrier pin risk.

Corridor Variance Semi-Variance Barrier Strips
Interactive Simulation Lab

Forward Volatility (FVA) Lab

Price Forward Volatility Agreements (FVA) and forward starting variance swaps. Model calendar variance replication, forward convexity drag, and term structure roll-down carry.

Forward Volatility FVA Pricing Roll-Down Carry
Interactive Simulation Lab

VIX Futures & Options Lab

Price VIX futures and options. Model mean reversion, term structure roll yield, Black-76 option Greeks, positive volatility skew, and ETP drag.

VIX Futures Roll Yield Carry Black-76 & VVIX
Interactive Simulation Lab

CPPI Portfolio Insurance Lab

Simulate Constant Proportion Portfolio Insurance (CPPI). Model dynamic floor protection, cushion leverage, cash-lock risk, and gap crash events.

Portfolio Insurance Floor & Cushion Cash-Lock Risk
Interactive Simulation Lab

OBPI Portfolio Insurance Lab

Price Option-Based Portfolio Insurance (OBPI). Model protective puts, 90/10 capital protected notes, participation rates, and theta decay.

Portfolio Insurance Protective Put Structured Notes
Interactive Simulation Lab

TIPP Portfolio Insurance Lab

Model Time-Invariant Portfolio Protection (TIPP). Simulate ratcheted trailing floors, high-water marks, cash-lock risk, and CPPI comparisons.

Portfolio Insurance Ratcheted Floor High-Water Mark
Interactive Simulation Lab

Risk Parity & ERC Lab

Model Risk Parity and Equal Risk Contribution (ERC) portfolios. Compare 60/40 asset allocations, risk budgets, leverage, and macro regimes.

Portfolio Construction Risk Budgeting All Weather
Interactive Simulation Lab

Hierarchical Risk Parity Lab

Model Hierarchical Risk Parity (HRP) portfolios. Compare López de Prado tree clustering, recursive bisection, Markowitz CLA, and risk budgets.

Machine Learning Portfolio Allocation Risk Parity
Interactive Simulation Lab

Maximum Diversification Lab

Model the Most Diversified Portfolio (MDP) and Diversification Ratio (DR). Compare Choueifaty equi-correlation, risk parity, HRP, and Markowitz CLA.

Portfolio Construction Diversification Ratio Quantitative Asset Allocation
Interactive Simulation Lab

Resampled Efficient Frontier Lab

Model Michaud's Resampled Efficient Frontier. Compare Monte Carlo parameter uncertainty, classical Markowitz CLA, and robust asset allocations.

Portfolio Optimization Monte Carlo Robust Asset Allocation
Interactive Simulation Lab

Ledoit-Wolf Covariance Shrinkage Lab

Model Ledoit-Wolf optimal covariance shrinkage, Random Matrix Theory, and Marcenko-Pastur bounds. Stabilize Markowitz portfolios under sample noise.

Covariance Shrinkage Random Matrix Theory Ledoit-Wolf (2004)
Interactive Simulation Lab

Kelly Criterion Portfolio Lab

Model continuous multi-asset Kelly optimization, fractional Kelly leverage, logarithmic capital growth, and drawdown risk.

Kelly Criterion Capital Growth Thorp (1969)
Interactive Simulation Lab

Fundamental Law of Active Management Lab

Model Grinold & Kahn Information Ratio, transfer coefficient, breadth compression, and active alpha forecasting.

Active Management Information Ratio Grinold & Kahn
Interactive Simulation Lab

Brinson Portfolio Attribution Lab

Model Brinson-Hood-Beebower (BHB) and Brinson-Fachler (BF) portfolio attribution, sector allocation, selection, and interaction effects.

Brinson Attribution Performance Evaluation Active Alpha
Interactive Simulation Lab

Barra Factor Risk & Tracking Error Lab

Model Barra multi-factor risk, active tracking error, systematic factor exposures, specific risk, and Euler risk contributions.

Barra Model Factor Risk Tracking Error
Interactive Simulation Lab

Almgren-Chriss Optimal Execution Lab

Model Almgren-Chriss optimal liquidation, permanent and temporary market impact, trading urgency, and execution frontiers.

Almgren-Chriss Market Impact Optimal Execution
Interactive Simulation Lab

Sharpe Style Analysis (RBSA) Lab

Model William Sharpe returns-based style analysis, effective asset allocation, R² style fit, active alpha, and rolling style drift.

Sharpe RBSA Style Drift Asset Allocation
Interactive Simulation Lab

Copula & Tail Dependence Portfolio Lab

Model Gaussian, Student-t, Clayton, and Gumbel copulas, lower and upper tail dependence, joint default risk, and systemic crash contagion.

Copula Models Tail Dependence Systemic Risk
Interactive Simulation Lab

CVaR & Expected Shortfall Optimization Lab

Model Rockafellar-Uryasev CVaR portfolio optimization, Euler component tail risk decomposition, and Basel FRTB Expected Shortfall.

Rockafellar CVaR Expected Shortfall Euler Risk
Interactive Simulation Lab

GARCH(1,1) Volatility Forecasting Lab

Model Bollerslev GARCH(1,1) and GJR-GARCH volatility clustering, shock persistence, half-life, news impact curves, and term structure forecasts.

GARCH(1,1) Volatility Clustering GJR-GARCH
Interactive Simulation Lab

Variance Gamma (VG) Option Pricing Lab

Model Madan-Carr-Chang pure jump Lévy dynamics, stochastic operational time subordination, leptokurtic return densities, and Fourier option pricing.

Variance Gamma Lévy Processes Subordination
Interactive Simulation Lab

Kou Jump-Diffusion Option Pricing Lab

Model Steven Kou (2002) double exponential jump-diffusion dynamics, asymmetric upward/downward jump decays, memoryless overshoot property, and Fourier option pricing.

Kou Jump-Diffusion Double Exponential Fourier Inversion
Interactive Simulation Lab

Bates Model Option Pricing Lab

Model David Bates (1996) stochastic volatility with jumps, combining Heston CIR variance diffusion and Merton Poisson jumps to resolve short-tenor skews.

Bates Model Stochastic Volatility Jump-Diffusion
Interactive Simulation Lab

CEV Model Option Pricing Lab

Model John Cox (1975) Constant Elasticity of Variance local volatility diffusion, non-central chi-square option pricing, default risk, and leverage skews.

CEV Model Local Volatility Leverage Skew
Interactive Simulation Lab

Merton Portfolio Choice & Consumption Lab

Model Robert C. Merton's (1971) continuous-time portfolio choice, optimal risky share rule, and dynamic lifetime consumption under CRRA utility.

Merton Problem Portfolio Choice Optimal Consumption
Interactive Simulation Lab

Carr-Madan Option Replication Lab

Model Peter Carr & Dilip Madan's (2001) static spanning theorem, replicate arbitrary European payoffs, and synthesize model-free VIX variance strips.

Static Replication Model-Free Volatility Variance Swap
Interactive Simulation Lab

Kyle's Lambda & Market Microstructure Lab

Model Pete Kyle (1985) price impact, Glosten-Milgrom adverse selection spreads, Roll effective spread, and Bayesian order flow price discovery.

Microstructure Price Impact Order Flow
Interactive Simulation Lab

Pairs Trading & Statistical Arbitrage Lab

Model Marco Avellaneda and Jeong-Hyun Lee (2010) Ornstein-Uhlenbeck spread dynamics, s-scores, and market-neutral backtest returns.

Statistical Arbitrage Pairs Trading Cointegration
Interactive Simulation Lab

VPIN & Order Flow Toxicity Lab

Model David Easley, Marcos López de Prado, and Maureen O'Hara (2012) Volume-Synchronized Probability of Toxicity (VPIN), bulk volume classification, and flash crash liquidity risks.

Microstructure Order Flow Toxicity High-Frequency Trading
Interactive Simulation Lab

Avellaneda-Stoikov Market Making Lab

Model Marco Avellaneda and Sasha Stoikov (2008) high-frequency market making, reservation price skewing, optimal bid-ask spreads, and inventory penalty dynamics.

Market Making Inventory Risk High-Frequency Trading
Interactive Simulation Lab

Hasbrouck Information Share Lab

Model Joel Hasbrouck (1995) Information Share and Gonzalo-Granger Component Share price discovery across fragmented equity, futures, and crypto markets.

Price Discovery Market Microstructure VECM & Econometrics
Interactive Simulation Lab

Huang-Stoll Spread Decomposition Lab

Decompose the quoted bid-ask spread into adverse selection, inventory risk, and order processing components using the Huang-Stoll (1997) structural model.

Spread Decomposition Market Microstructure Adverse Selection
Interactive Simulation Lab

Yang-Zhang Range Volatility Lab

Estimate historical volatility with 8x to 14x greater statistical efficiency using Dennis Yang and Qiang Zhang's (2000) jump- and drift-adjusted OHLC model.

Range Volatility Quantitative Risk Statistical Efficiency
Interactive Simulation Lab

MRR Spread Decomposition Lab

Deconstruct security price changes into adverse selection trade surprises, transitory order processing friction, and public news shocks using the Madhavan-Richardson-Roompack (1997) model.

Market Microstructure Spread Decomposition Trade Surprises
Interactive Simulation Lab

Bipower Variation & Jump Test Lab

Disentangle continuous price volatility from discrete jumps using Barndorff-Nielsen & Shephard (2004, 2006) Realized Bipower Variation and BNS jump tests.

High-Frequency Econometrics Bipower Variation Jump Detection
Interactive Simulation Lab

Order Flow Imbalance (OFI) Lab

Quantify limit order book dynamics and high-frequency price impact using Rama Cont, Kukanov, and Stoikov's (2014) Order Flow Imbalance (OFI) model.

Market Microstructure Order Flow Imbalance Price Impact
Interactive Simulation Lab

Gatheral Transient Impact Lab

Model transient market impact, order book resiliency decay, and absence of price manipulation using Jim Gatheral's (2010) optimal execution framework.

Algorithmic Execution Transient Impact No-Dynamic-Arbitrage
Interactive Simulation Lab

Roll (1984) Effective Spread Lab

Estimate effective bid-ask spreads and microstructure noise from transaction price serial covariance using Richard Roll's (1984) classic model.

Market Microstructure Effective Spread Serial Covariance
Interactive Simulation Lab

Corwin-Schultz (2012) High-Low Spread Lab

Estimate bid-ask spreads and liquidity from daily high and low prices using Angelo Corwin and Paul Schultz's (2012) high-low range microstructure model.

Market Microstructure High-Low Estimator Liquidity
Interactive Simulation Lab

Glosten-Milgrom (1985) Microstructure Lab

Simulate sequential trade arrival, Bayesian quote updating, information asymmetry, and bid-ask spread decay using the classic Glosten-Milgrom (1985) model.

Market Microstructure Sequential Trade Bayesian Updating
Interactive Simulation Lab

EKOP PIN (1996) Probability of Informed Trading Lab

Estimate the Probability of Informed Trading (PIN) from daily buy and sell order imbalances using the classic Easley, Kiefer, O'Hara, and Paperman (1996) model.

Market Microstructure Information Asymmetry Maximum Likelihood
Interactive Simulation Lab

Hasbrouck (1991) Trade VAR & Price Impact Lab

Measure the permanent and transitory price impact of trades and private information variance using Joel Hasbrouck's (1991) Vector Autoregression (VAR) model.

Market Microstructure Price Impact Vector Autoregression
Interactive Simulation Lab

Kyle-Obizhaeva (2016) Microstructure Invariance Lab

Model Pete Kyle and Anna Obizhaeva's (2016) Market Microstructure Invariance laws: invariant bet rates, trade sizes, transaction costs, and price impact scaling.

Market Microstructure Invariance Principle Market Impact
Interactive Simulation Lab

Engle-Russell (1998) ACD Duration Model Lab

Model Robert Engle and Jeffrey Russell's (1998) Autoregressive Conditional Duration (ACD) point process, trade arrival timing, hazard rates, and instantaneous volatility.

Market Microstructure Point Processes Financial Econometrics
Interactive Simulation Lab

Ho-Stoll (1981) Market Making Lab

Model Thomas Ho and Hans Stoll's (1981) optimal dealer pricing: inventory risk, asymmetric bid-ask quote shading, and reservation price dynamics.

Market Microstructure Dealer Inventory Market Making
Interactive Simulation Lab

Hawkes (1971) High-Frequency Process Lab

Model Alan Hawkes' (1971) self-exciting point processes: high-frequency trade clustering, branching ratios, endogenous cascades, and flash crashes.

Market Microstructure Self-Exciting Processes Point Processes
Interactive Simulation Lab

Bouchaud Propagator Market Impact Lab

Model Bouchaud's (2004) market impact propagator: long-memory order flow, power-law kernel decay, apparent vs bare impact, and critical diffusivity.

Econophysics Market Impact Transient Propagator
Interactive Simulation Lab

Cartea-Jaimungal (2014) Market Making Lab

Model Cartea and Jaimungal's (2014) optimal market making with alpha signals, Ornstein-Uhlenbeck drift, inventory risk, and adverse selection.

Market Making Alpha Signals Stochastic Control
Interactive Simulation Lab

Rough Volatility & Bergomi Lab

Model Gatheral's (2018) Rough Volatility: fractional Brownian motion, Hurst parameter H < 0.5, power-law ATM skew explosion, and Rough Bergomi.

Rough Volatility Fractional Brownian Motion Derivatives
Interactive Simulation Lab

Guéant-Tapia-Manziadi (2012) Market Making Lab

Model Guéant, Tapia, and Manziadi's (2012) closed-form market making: matrix exponential HJB solution, inventory bounds, and optimal spreads.

Market Making HJB Linearization Stochastic Control
Interactive Simulation Lab

Cont-Stoikov (2010) Order Book Lab

Model Cont, Stoikov, and Talreja's (2010) limit order book dynamics: Markovian queue depletion, order imbalance, and price move probabilities.

Limit Order Book Markov Chains Market Microstructure
Interactive Simulation Lab

Gatheral SVI Volatility Lab

Calibrate Gatheral's (2004) SVI volatility smile, analyze butterfly arbitrage conditions, evaluate Roger Lee wing bounds, and inspect implied density.

Volatility Smile No-Arbitrage Quantitative Finance
Interactive Simulation Lab

Cont-de Larrard (2013) Order Book Lab

Model Cont and de Larrard's (2013) Markovian limit order book diffusion limit, harmonic price move probabilities, duration tails, and micro-volatility.

Limit Order Book Diffusion Limits Market Microstructure
Interactive Simulation Lab

Carr-Madan (1999) FFT Option Pricing Lab

Price options across full strike surfaces simultaneously in O(N log N) using Carr-Madan (1999) Fast Fourier Transform inversion of risk-neutral characteristic functions.

Fast Fourier Transform Characteristic Functions Quantitative Derivatives
Interactive Simulation Lab

Fang-Oosterlee (2008) COS Option Pricing Lab

Price European options with exponential spectral convergence and closed-form Greeks using Fang and Oosterlee's (2008) Fourier-Cosine series expansion method.

Fourier-Cosine Series Spectral Convergence Quantitative Derivatives
Interactive Simulation Lab

Longstaff-Schwartz (2001) LSM Option Pricing Lab

Value American options by simulation using the Longstaff-Schwartz (2001) Least Squares Monte Carlo (LSM) method with backward induction, dynamic exercise boundaries, and OLS regression.

Least Squares Monte Carlo American Options Optimal Stopping
Interactive Simulation Lab

Brace-Gatarek-Musiela (BGM / LMM) Market Model Lab

Simulate high-dimensional forward interest rate term structures using the Brace-Gatarek-Musiela (1997) LIBOR Market Model, Rebonato humped volatilities, predictor-corrector drift stepping, and swaptions.

LIBOR Market Model Interest Rate Derivatives Swaptions & Caps
Interactive Simulation Lab

Leland (1994) Corporate Debt & Endogenous Default Lab

Model continuous-time corporate debt valuation, smooth-pasting endogenous bankruptcy barriers, debt tax shield trade-offs, and Leland-Toft (1996) credit spread term structures.

Structural Credit Risk Corporate Debt Endogenous Default
Interactive Simulation Lab

Duffie-Singleton (1999) Credit Risk & Defaultable Bond Lab

Value defaultable corporate bonds, credit spread term structures, and hazard rates using Darrell Duffie and Kenneth Singleton's (1999) Recovery of Market Value framework.

Reduced-Form Credit Defaultable Bonds Hazard Rate
Interactive Simulation Lab

Jarrow-Lando-Turnbull (1997) Credit Rating Migration Lab

Model Markov chain credit rating migrations, absorbing default states, physical vs risk-neutral transition matrices, and CreditMetrics CreditVaR.

Credit Migration Markov Chains CreditVaR
Interactive Simulation Lab

Vasicek (2002) Credit Portfolio & Basel Capital Lab

Simulate asymptotic single risk factor (ASRF) credit loss distributions, 99.9% VaR, Expected Shortfall, and Basel II/III IRB regulatory capital.

Credit Portfolio Basel IRB Capital ASRF Model
Interactive Simulation Lab

David X. Li (2000) Gaussian Copula CDO Tranche Pricing Lab

Price synthetic CDO tranches, compute breakeven credit spreads, and model default correlation smiles with Li's Gaussian copula.

CDO Tranches Gaussian Copula Correlation Smile
Interactive Simulation Lab

CreditMetrics (1997, J.P. Morgan) Portfolio CreditVaR Lab

Simulate multi-obligor credit portfolio risk, rating migrations, asset correlation, and CreditVaR using J.P. Morgan's CreditMetrics.

CreditMetrics Rating Migration CreditVaR
Interactive Simulation Lab

CreditRisk+ (1997, CSFP) Actuarial Credit Portfolio Lab

Model Poisson mixture default processes, Gamma-distributed systematic factor clustering, and exact loss distributions via Panjer recursion.

CreditRisk+ Panjer Recursion Actuarial CreditVaR
Interactive Simulation Lab

KMV Credit Portfolio Model & Expected Default Frequency (EDF™) Lab

Simulate Merton structural asset inversion, empirical Expected Default Frequency (EDF), and multi-obligor portfolio CreditVaR using the Kealhofer-McQuown-Vasicek framework.

KMV Model Distance to Default Empirical EDF
Interactive Simulation Lab

CreditPortfolioView (McKinsey / Wilson) Macro Credit Lab

Simulate multi-factor macroeconomic logit default models, credit cycle indices, stress-tested migration matrices, and portfolio CreditVaR.

CreditPortfolioView Macro Credit Cycle CCAR Stress Testing
Interactive Simulation Lab

Heath-Jarrow-Morton (1992) Forward Rate Lab

Simulate no-arbitrage instantaneous forward rate curves, multi-factor volatility structures, Monte Carlo martingale tests, and swaption pricing under HJM (1992).

HJM Framework Forward Rates No-Arbitrage Drift
Interactive Simulation Lab

Black-Karasinski (1991) Lognormal Model Lab

Construct calibrated lognormal short-rate trinomial trees via Arrow-Debreu forward induction, price callable bonds, and analyze negative convexity.

Black-Karasinski Trinomial Tree Negative Convexity
Interactive Simulation Lab

Two-Factor Hull-White (G2++) Model Lab

Simulate two-additive-factor Gaussian short rates, analyze yield curve twisting and slope dynamics, and price European swaptions via 1D quadrature.

Two-Factor Hull-White G2++ Curve Twist Swaption
Interactive Simulation Lab

CIR++ Model Lab

Calibrate market yield curves via deterministic shifts, verify Feller positivity conditions, and price European swaptions analytically via Jamshidian decomposition.

CIR++ Square-Root Jamshidian Swaption
Interactive Simulation Lab

Cheyette Model Lab

Simulate Oren Cheyette's separable volatility framework reducing Heath-Jarrow-Morton forward rates to a 2D Markovian state space (x, y), with exact zero-coupon bond pricing and Jamshidian swaptions.

Cheyette Markovian HJM Swaption Term Structure
Interactive Simulation Lab

Multi-Curve & Basis Swap Lab

Model the post-2008 multi-curve framework: OIS/SOFR collateral discounting, distinct forward rate projections, breakeven tenor basis swaps (3M vs 6M), and single-curve mispricing.

Multi-Curve OIS / SOFR Basis Swap Dual-Curve
Interactive Simulation Lab

Cross-Currency Basis Swap Lab

Model cross-currency basis swaps (XCS), Covered Interest Rate Parity (CIP) deviations, Vladimir Piterbarg foreign collateral discounting, and USD funding premia.

Cross-Currency CIP Violation Piterbarg CSA FX Forwards
Interactive Simulation Lab

MBS Prepayment & Convexity Lab

Model Agency MBS pass-through cash flows, Richard-Roll & PSA prepayment S-curves, SMM/CPR conversions, negative convexity, and Option-Adjusted Spread (OAS).

Agency MBS Prepayment S-Curve Negative Convexity OAS
Interactive Simulation Lab

CMO Tranche Waterfall & Structuring Lab

Model CMO tranche waterfalls, sequential pay structures, PAC collar bands, companion tranches, Z-accruals, and IO/PO mortgage strips.

CMO Securitization PAC Collar Z-Tranche IO/PO Strips
Interactive Simulation Lab

CLO Tranche Waterfall & Coverage Test Lab

Model CLO tranche waterfalls, Overcollateralization (OC) and IC tests, cash diversion triggers, sequential debt paydowns, and equity tranche IRR.

CLO Securitization OC & IC Tests Cash Diversion Leveraged Loans
Interactive Simulation Lab

Credit Card ABS & Excess Spread Lab

Model Credit Card Asset-Backed Securities (ABS) revolving master trusts, excess spread covenants, Early Amortization triggers, and MPR paydown velocity.

Credit Card ABS Excess Spread Early Amortization Revolving Trust
Interactive Simulation Lab

CMBS Conduit & Defeasance Lab

Model Commercial Mortgage-Backed Securities (CMBS) conduit pools, Debt Yield, Defeasance, Appraisal Reduction Amounts (ARA), and tranche waterfalls.

CMBS Conduit Debt Yield & DSCR Defeasance ARA Shortfalls
Interactive Simulation Lab

Auto Loan ABS & CNL Waterfall Lab

Model Auto Loan Asset-Backed Securities (ABS), Absolute Prepayment Speed (ABS), Cumulative Net Loss (CNL) curves, and tranche waterfalls.

Auto Loan ABS CNL Curves ABS Speed Turbo Paydown
Interactive Simulation Lab

Equipment Lease ABS & Residual Value Lab

Model Equipment Lease Asset-Backed Securities (ABS), Fair Market Value (FMV) residuals, DRV haircuts, turn-back risk, and tranche waterfalls.

Equipment ABS Residual Value DRV Haircuts Turbo Paydown
Interactive Simulation Lab

WBS Franchise Royalty Securitization Lab

Model Whole Business Securitization (WBS), franchise royalty waterfalls, DSCR cash trapping, rapid amortization triggers, and post-ARD step-up interest.

Whole Business Securitization Franchise Royalties DSCR Triggers Cash Trapping
Interactive Simulation Lab

SLABS & Student Loan Waterfall Lab

Model Student Loan Asset-Backed Securities (SLABS), FFELP government guarantees, SAP subsidies, parity ratios, cohort default curves, and turbo waterfalls.

Student Loan ABS FFELP vs Private Parity Covenants Turbo Amortization
Interactive Simulation Lab

Cat Bond & ILS Pricing Lab

Model Catastrophe Bonds (Cat Bonds) & Insurance-Linked Securities (ILS), exceedance probability curves, attachment/exhaustion points, and risk multiples.

Catastrophe Bonds Insurance-Linked Securities Attachment & Exhaustion Spread Multiples
Interactive Simulation Lab

Solar ABS & Renewable Securitization Lab

Model Solar Asset-Backed Securities (Solar ABS), PPA/solar loan waterfalls, PV module degradation, inverter replacement capex, and DSCR covenants.

Solar ABS PV Degradation Inverter Reserves DSCR Turbo Sweep
Interactive Simulation Lab

Aircraft Lease ABS & EETC Lab

Model Aircraft Lease ABS & EETC securitizations, half-life valuations, engine shop visit reserves, remarketing downtime, and Section 1110 cash flow waterfalls.

Aviation ABS EETC § 1110 Engine Shop Visits LTV Waterfall
Interactive Simulation Lab

Data Center ABS & Digital Infrastructure Lab

Model Data Center ABS, hyperscale NNN leases, MW power capacity, PUE efficiency, liquid cooling AI retrofits, and Debt Yield / DSCR cash trap waterfalls.

Data Center ABS PUE Efficiency AI Liquid Cooling Debt Yield
Interactive Simulation Lab

Infrastructure Project Finance & Debt Sizing Lab

Model infrastructure project finance, CFADS cash flows, sculptured debt sizing, DSCR, LLCR, PLCR coverage covenants, and equity distribution waterfalls.

Project Finance Debt Sculpturing CFADS & DSCR LLCR & PLCR
Interactive Simulation Lab

Container Shipping ABS & Marine Asset Lab

Model container shipping ABS, TEU/CEU fleet leases, per diem rates, depot storage costs, shipping line defaults, and LTV turbo amortization waterfalls.

Container ABS CEU Fleet Valuation Off-Hire Depots Turbo Sweeps
Interactive Simulation Lab

Cell Tower ABS & Wireless Infrastructure Lab

Model cell tower ABS, macro site tenancy ratios, 5G amendment capex, carrier consolidation churn, ground lease rent, and Debt Yield cash trap waterfalls.

Cell Tower ABS Colocation Tenancy Ground Leases Debt Yield
Interactive Simulation Lab

Music Royalty ABS & Catalog Lab

Model music royalty ABS, Net Publisher Share (NPS), streaming and sync cash flows, catalog hit decay curves, and ARD turbo debt amortization waterfalls.

Music Royalty ABS Catalog Valuation NPS Cash Flows Hit Decay Curves
Interactive Simulation Lab

Fiber Network ABS & Digital Infrastructure Lab

Model FTTH broadband securitization, Homes Passed vs Connected S-curves, monthly ARPU, churn, drop capex, ARD debt refinancing, and cash sweep waterfalls.

Fiber ABS FTTH Economics Penetration S-Curve Debt Yield & DSCR
Interactive Simulation Lab

Trade Receivables ABS & ABCP Conduit Lab

Model corporate accounts receivable securitization, ABCP conduits, cross-aging ineligibility, 4-pillar reserves, dynamic borrowing bases, and wind-down cash sweeps.

Trade Receivables ABCP Conduits Borrowing Base Cross-Aging Haircut
Interactive Simulation Lab

C-PACE Financing & Green Building Securitization Lab

Model Commercial Property Assessed Clean Energy (C-PACE) special tax assessments, super-senior tax lien priority, non-acceleration covenants, ASHRAE energy SIR metrics, and Green ABS waterfalls.

C-PACE Clean Energy Green Securitization Super-Senior Tax Lien Savings-to-Investment (SIR)
Interactive Simulation Lab

Subscription Credit Facility & Fund Finance Lab

Model private equity and credit fund capital call facilities, Tier 1/2/3 LP borrowing bases, exclusion event haircuts, clean-down compliance, and fund IRR elevation.

Fund Finance Subscription Facility Borrowing Base IRR Elevation
Interactive Simulation Lab

NAV Financing & PE Fund Facility Lab

Model private equity NAV facilities, portfolio borrowing bases, single-asset concentration caps, LTV covenants, PIK interest compounding, and DPI acceleration.

NAV Financing Fund-Level Leverage LTV Covenants DPI Acceleration
Interactive Simulation Lab

Synthetic Risk Transfer & Capital Relief Lab

Model bank synthetic risk transfer (SRT/CRT) tranches, Basel III/IV RWA density reduction, mezzanine spreads, and CET1 capital releases.

Synthetic Risk Transfer Basel III/IV Capital Relief Credit Risk
Interactive Simulation Lab

Collateralized Fund Obligation (CFO) Lab

Model private equity LP interest securitizations, rated senior/mezzanine note waterfalls, capital call liquidity reserves, and LTV cash trap triggers.

Collateralized Fund Obligation Private Equity Securitization Structured Finance
Interactive Simulation Lab

CRE CLO & Transitional Bridge Loan Lab

Model commercial real estate CLOs, floating-rate bridge loans, As-Is vs As-Stabilized valuations, OC/IC coverage tests, and curative cash sweeps.

Commercial Real Estate CRE CLO Securitization Structured Finance
Interactive Simulation Lab

Direct Lending & Unitranche Debt Lab

Model private credit direct lending, Agreement Among Lenders (AAL) First-Out / Last-Out bifurcations, leverage covenants, and ECF sweeps.

Direct Lending Private Credit Unitranche Leveraged Finance
Interactive Simulation Lab

Asset-Based Lending (ABL) & Borrowing Base Lab

Model commercial ABL revolving credit lines, accounts receivable and inventory borrowing bases, NOLV advance rates, springing FCCR covenants, and cash dominion triggers.

Asset-Based Lending Borrowing Base Working Capital Credit Facilities
Interactive Simulation Lab

DIP Financing & Chapter 11 Waterfall Lab

Model post-petition credit facilities under Bankruptcy Code §364, priming superpriority liens, pre-petition debt roll-ups, 13-week cash budget variance covenants, and emergence recovery waterfalls.

DIP Financing Chapter 11 Restructuring Distressed Debt
Interactive Simulation Lab

Mezzanine Debt & Subordinated Financing Lab

Model junior debt capital structures, cash coupons, PIK compounding margins, equity penny warrants, intercreditor standstill provisions, and private equity sponsor return enhancement.

Mezzanine Debt Private Credit Subordinated Debt Leveraged Finance
Interactive Simulation Lab

HoldCo PIK Notes & Structural Subordination Lab

Model Holding Company debt vs OpCo senior debt, structural subordination, dividend blocker baskets, cash flow upstreaming waterfalls, and PIK compounding accretion.

HoldCo PIK Notes Private Credit Structural Subordination Leveraged Buyout
Interactive Simulation Lab

ARR Debt & SaaS Growth Credit Lab

Model recurring revenue debt facilities, SaaS growth credit underwriting, Debt-to-ARR covenants, EBITDA flip transitions, liquidity runway, and founder dilution preservation.

ARR Debt Venture Debt SaaS Credit Growth Capital
Interactive Simulation Lab

Second Lien Debt & Intercreditor Lab

Model junior secured debt, silent intercreditor agreements, 90–180 day standstill remedies, DIP priming consent waivers, Section 363 sales, and Chapter 11 fulcrum recovery waterfalls.

Second Lien Intercreditor Junior Debt Restructuring
Interactive Simulation Lab

Preferred Equity & Structured Capital Lab

Model hybrid structured capital, cumulative PIK dividends, liquidation preference multiples, conversion parity, redemption drag rights, and waterfall returns.

Preferred Equity Structured Capital PIK Dividends Private Equity
Interactive Simulation Lab

Distressed Debt & Loan-to-Own Lab

Model secondary distressed debt purchases, fulcrum debt-for-equity swaps, Bankruptcy Code §1126(c) plan voting, rights offerings, and post-emergence turnaround returns.

Distressed Debt Loan-to-Own Chapter 11 Restructuring
Interactive Simulation Lab

Liability Management & Uptier Priming Lab

Model creditor priming transactions, Serta-style non-pro-rata uptier exchanges, J.Crew drop-downs, double-dip claims, and recovery waterfalls.

Liability Management Uptier Priming Distressed Debt Restructuring
Interactive Simulation Lab

Dividend Recapitalization & Sponsor Liquidity Lab

Model debt-funded dividend recaps, DPI acceleration, credit agreement negative covenants, FCCR solvency tests, and sponsor IRR vs MOIC returns.

Private Equity Dividend Recap Leveraged Finance Solvency Testing
Interactive Simulation Lab

Continuation Fund & GP-Led Secondary Lab

Model GP-led secondary continuation funds, LP cash-out vs rollover elections, tiered carry waterfalls, follow-on dry powder, and secondary buyer IRR vs MOIC.

Private Equity Secondaries GP-Led Restructuring Fund Economics
Interactive Simulation Lab

Private Equity Co-Investment & Fee Break Lab

Model PE co-investments, blended fee breaks, 0/0 vs 1/10 sidecars, gross-to-net IRR drag, syndication sizing, and LP fee savings alpha.

Private Equity Co-Investment Fee Disintermediation Fund Economics
Interactive Simulation Lab

GP Stakes & Fee-Related Earnings (FRE) Lab

Model GP stake investments, fee-related earnings (FRE), carry multiples, SOTP manager valuation, cash yields, and 10-year LP returns.

GP Stakes FRE Valuation Asset Management Private Equity
Interactive Simulation Lab

Infrastructure Concession & P3 Availability Lab

Model infrastructure P3 concessions, availability payments vs toll demand risk, sculpted debt sizing, lifecycle reserves, and equity IRR.

Infrastructure P3 / PPP Project Finance Concessions
Interactive Simulation Lab

Private Equity LP Secondary Portfolio Pricing Lab

Model private equity LP secondary portfolio pricing, NAV discounts, deferred payments, unfunded commitments, and buyer net IRR.

Private Equity Secondaries LP Portfolio Valuation
Interactive Simulation Lab

Renewable Energy Tax Equity & Partnership Flip Lab

Model clean energy tax equity partnership flips, Section 48 ITC vs Section 45 PTC, MACRS depreciation, 704(b) capital accounts, and sponsor IRR.

Tax Equity Clean Energy Project Finance ITC / PTC
Interactive Simulation Lab

Clean Energy Tax Credit Transferability & IRA Section 6418 Lab

Model IRA Section 6418 tax credit transfers, corporate buyer cash yields, developer net proceeds, recapture insurance, and hybrid T-flips.

Section 6418 Tax Credits Clean Energy Treasury ROI
Interactive Simulation Lab

Battery Storage (BESS) Revenue & Merchant Tolling Lab

Model utility-scale battery storage economics, energy arbitrage, ancillary services, cell degradation, augmentation capex, and tolling IRR.

BESS Storage Clean Energy Energy Arbitrage Tolling Contract
Interactive Simulation Lab

Convertible Bond Arbitrage & Delta Hedging Lab

Model hedge fund convertible arbitrage, straight debt floor, Black-Scholes delta hedging, gamma scalping, stock borrow fees, and repo carry waterfalls.

Convertible Arbitrage Delta Hedging Gamma Scalping Carry Waterfall
Interactive Simulation Lab

Contingent Convertible (CoCo / AT1) Bond Lab

Model Basel III Additional Tier 1 bank capital, distance-to-trigger, PONV write-down risk, coupon discretion, and non-call extension risk.

CoCo Bonds AT1 Capital Basel III Extension Risk
Interactive Simulation Lab

Spark Spread & Power Dispatch Lab

Model natural gas power plant heat rates, clean spark spreads, carbon emissions costs, turbine start-up wear, and real options dispatch economics.

Spark Spread Power Markets Real Options Project Finance
Interactive Simulation Lab

3:2:1 Crack Spread & Oil Refinery Margin Lab

Model petroleum refining margins, 3:2:1 crack spreads, crude throughput, Nelson Complexity Index, RINs compliance costs, and refinery EBITDA.

Crack Spread Oil Refining RINs Compliance Commodity Trading
Interactive Simulation Lab

Dark Spread & Coal-to-Gas Switching Lab

Model coal plant clean dark spreads, fuel switching economics, carbon allowance prices, merit-order dispatch, and transition securitization debt sizing.

Dark Spread Coal-to-Gas Carbon Allowances Power Markets
Interactive Simulation Lab

LNG Netback & Cargo Arbitrage Lab

Model international LNG netback prices, Henry Hub FOB costs, European TTF vs Asian JKM arbitrage, shipping freight, canal tolls, and liquefaction project debt.

LNG Netback Cargo Arbitrage Commodity Trading Energy Logistics
Interactive Simulation Lab

Green Hydrogen LCOH & Electrolyzer Lab

Model green hydrogen LCOH, PEM vs alkaline electrolyzer capex, electricity consumption, Section 45V tax credits, and H2 compression costs.

Green Hydrogen Electrolyzer Capex Clean Energy Finance Section 45V
Interactive Simulation Lab

Carbon Capture & Section 45Q Lab

Model carbon capture & storage (CCUS) levelized costs, Section 45Q tax credits, CO2 transport pipelines, saline injection, and project debt.

Carbon Capture Section 45Q Saline Storage Clean Infrastructure
Interactive Simulation Lab

Sustainable Aviation Fuel (SAF) Lab

Model SAF levelized production costs, HEFA vs PtL pathways, IRA Section 45Z credits, EU ReFuelEU mandates, and airline green premiums.

Aviation Decarb Section 45Z ReFuelEU Clean Infrastructure
Interactive Simulation Lab

Renewable Natural Gas (RNG) Lab

Model renewable natural gas (RNG) project finance, dairy digester economics, EPA D3 RINs, California LCFS credits, and senior debt sizing.

Biomethane EPA D3 RINs CA LCFS Clean Infrastructure
Interactive Simulation Lab

Clean Ammonia & E-Fuels Lab

Model clean green and blue ammonia project finance, Haber-Bosch synthesis, IRA 45V/45Q credits, EU CBAM carbon pricing, and senior debt sizing.

Clean Ammonia Haber-Bosch IRA 45V / 45Q EU CBAM & Marine
Interactive Simulation Lab

Virtual Power Plant (VPP) Lab

Model Virtual Power Plant (VPP) economics, DER aggregation, FERC 2222 capacity markets, customer rev share, and battery degradation.

Virtual Power Plant FERC Order 2222 Battery Storage Demand Response
Interactive Simulation Lab

Utility Solar PPA & Debt Sculpting Lab

Model utility-scale solar PPA contracts, P50/P90 generation, panel degradation, debt service sculpting, and sponsor equity IRR returns.

Utility Solar Debt Sculpting Project Finance Section 48 ITC
Interactive Simulation Lab

Wind Farm Project Finance & PTC Lab

Model utility-scale wind farm project finance, P50/P90 wind resource yields, Section 45 PTC, PPA basis risk, and sculpted debt service.

Utility Wind Section 45 PTC Debt Sculpting P50/P90 Yields
Interactive Simulation Lab

Geothermal Project Finance Lab

Model geothermal power project finance, binary ORC vs flash steam, exploration drilling risk, Section 48 ITC, and sculpted debt.

Geothermal Energy Binary ORC Debt Sculpting Drilling Risk
Interactive Simulation Lab

Data Center Power & Microgrid Lab

Model hyperscale AI data center power microgrids, natural gas RICE engines, BESS storage, take-or-pay ESAs, PUE, and sculpted senior debt.

Data Center Power BTM Microgrid RICE Engines Debt Sculpting
Interactive Simulation Lab

Offshore Wind Project Finance Lab

Model offshore wind project finance, fixed monopile vs floating foundations, OREC CfD contracts, subsea HVDC export, and ECA senior debt.

Offshore Wind Floating Turbines OREC / CfD ECA Debt Sizing
Interactive Simulation Lab

SMR Nuclear Project Finance & LCOE Lab

Model Small Modular Reactor (SMR) nuclear project finance, FOAK vs NOAK capex, compounding IDC, DOE Title 17 debt, 24/7 data center PPAs, and fuel cycle LCOE.

SMR Nuclear Advanced Nuclear DOE Title 17 24/7 Firm PPA
Interactive Simulation Lab

Pumped Storage Hydro Finance & LDES Lab

Model pumped storage hydropower (PSH) project finance, hydraulic head physics, round-trip efficiency, multi-stream arbitrage, and long-tenor sculpted debt.

Pumped Hydro LDES Project Finance Energy Storage
Interactive Simulation Lab

EV Charging Hub Finance & CaaS Lab

Model EV fleet charging mega-hubs, demand charge shaving, BTM battery storage, Charging-as-a-Service (CaaS) contracts, and LCOC project finance.

EV Fleet Charging BTM Storage Demand Charges CaaS Financing
Interactive Simulation Lab

HVDC Transmission Project Finance & LCOT Lab

Model HVDC transmission project finance, VSC vs LCC converter physics, line losses, wheeling tolls, LMP congestion spreads, and LCOT debt sculpting.

HVDC Transmission Grid Infrastructure VSC-MMC vs LCC LCOT Debt Sculpting
Interactive Simulation Lab

Direct Air Capture (DAC) & CDR Project Finance Lab

Model Direct Air Capture (DAC) economics, solid sorbent vs liquid solvent physics, net carbon removal, Section 45Q, CDR offtake, and LCODAC debt sculpting.

Direct Air Capture Carbon Removal (CDR) Section 45Q LCODAC Debt Sculpting
Interactive Simulation Lab

Compressed Air Energy Storage (CAES) Finance Lab

Model Compressed Air Energy Storage (CAES) and A-CAES project finance, cavern thermodynamics, round-trip efficiency, capacity tolls, and LCOS debt sculpting.

Compressed Air Storage A-CAES & TES Enthalpy Cavern Geomechanics LCOS Debt Sculpting
Interactive Simulation Lab

Green Steel & Hydrogen DRI-EAF Finance Lab

Model Green Steel project finance, hydrogen DRI shaft furnace thermodynamics, EAF power, EU CBAM carbon tariffs, green premiums, and sculpted debt.

Green Steel Decarbonization Hydrogen DRI-EAF EU CBAM & Carbon Border Tariffs ECA Debt Sculpting
Interactive Simulation Lab

Battery Gigafactory & Cell Manufacturing Finance Lab

Model EV battery gigafactory project finance, cell chemistry economics, scrap yield curves, Section 45X tax credits, and DOE ATVM debt sculpting.

Battery Gigafactory IRA Section 45X PTC Cell Chemistry (NMC/LFP) DOE ATVM Senior Debt
Interactive Simulation Lab

Green Methanol & E-Fuel Project Finance Lab

Model green methanol project finance, e-fuel catalytic synthesis, FuelEU Maritime compliance, Section 45V PTC, and sculpted senior debt.

Green E-Methanol FuelEU Maritime IRA §45V Clean H₂ Non-Recourse Debt
Interactive Simulation Lab

Green Cement & Low-Carbon Clinker Finance Lab

Model green cement project finance, LC3 clinker substitution, kiln calcination emissions, CCUS retrofits, EU CBAM, and sculpted senior debt.

Green Cement LC3 Clinker Blend Kiln CCUS Retrofit EU CBAM Protection
Interactive Simulation Lab

Green Aluminum & Low-Carbon Smelting Lab

Model green aluminum project finance, Hall-Héroult smelting, inert anodes, renewable PPAs, scrap remelting, EU CBAM, and senior debt.

Green Aluminum Inert Anodes Renewable PPA EU CBAM
Interactive Simulation Lab

Direct Lithium Extraction (DLE) Finance Lab

Model Direct Lithium Extraction (DLE) project finance, geothermal brine flow, resin adsorption, IRA Section 30D/45X, and senior debt.

Direct Lithium Extraction Geothermal Brine Critical Minerals IRA Section 30D/45X
Interactive Simulation Lab

EV Battery Recycling & Black Mass Finance Lab

Model EV battery recycling project finance, black mass hydrometallurgy, sulfate refining, IRA Section 30D/45X, and sculpted debt.

Battery Recycling Black Mass Hydrometallurgy IRA Section 30D/45X
Interactive Simulation Lab

Rare Earth Refining & Magnet Metal Finance Lab

Model rare earth elements (REE) separation project finance, solvent extraction, magnet-grade NdPr oxides, IRA Section 45X, and senior debt.

Rare Earth Elements Solvent Extraction Magnet Oxides (NdPr) IRA Section 45X
Interactive Simulation Lab

Sodium-Ion Battery Gigafactory Finance Lab

Model sodium-ion battery (SIB) cell manufacturing economics, hard carbon anode, dual aluminum foils, IRA §45X, and sculpted senior debt.

Sodium-Ion (SIB) Dual Aluminum Foils Zero-Volt Safety IRA Section 45X
Interactive Simulation Lab

VRFB Long-Duration Energy Storage Finance Lab

Model vanadium redox flow battery (VRFB) project finance, decoupled MW/MWh scaling, electrolyte leasing, Section 48 ITC, and 25-year LCOS.

Flow Batteries (VRFB) Long-Duration (LDES) Electrolyte Leasing IRA Section 48 ITC
Interactive Simulation Lab

Synthetic Graphite & Battery Anode Finance Lab

Model synthetic graphite manufacturing economics, Acheson vs Castner graphitization, needle coke yield, silicon-carbon blending, and IRA §45X.

Battery Anodes (AAM) Synthetic Graphite IRA Section 45X Silicon-Carbon Blend
Interactive Simulation Lab

Solid-State Battery Gigafactory Finance Lab

Model solid-state battery (SSB) cell manufacturing, sulfide vs oxide electrolytes, lithium metal anode, dry electrode coating, and IRA §45X.

Solid-State Battery (SSB) Lithium Metal Anode Dry Electrode (DBE) IRA Section 45X
Interactive Simulation Lab

Battery Cathode Active Material (CAM) Finance Lab

Model battery Cathode Active Material (CAM) & pCAM synthesis finance, NMC 811 vs LFP, roller hearth kilns, FEOC rules, and IRA §45X production credits.

Cathode Active Material pCAM Precursor NMC 811 & LFP Roller Hearth Kiln IRA Section 45X
Interactive Simulation Lab

Nickel Sulfate & HPAL Refining Finance Lab

Model High-Pressure Acid Leach (HPAL), laterite ore slurry, MHP intermediate, solvent extraction, battery-grade nickel sulfate, and IRA §45X credits.

Nickel Sulfate HPAL Autoclave MHP Intermediate Cobalt By-Product Dry Stacking
Interactive Simulation Lab

Lithium Hydroxide & Refining Finance Lab

Model spodumene calcination, acid roasting, PLS purification, battery-grade LiOH and Li2CO3 crystallization, project debt, and IRA §45X credits.

Lithium Hydroxide Spodumene Calcination Acid Roasting IRA §45X / §30D Project Finance
Interactive Simulation Lab

HPMSM & Manganese Sulfate Finance Lab

Model pyrolusite reductive leaching, PLS deep purification, battery-grade HPMSM crystallization, IRA §45X credits, and senior project debt.

Manganese Sulfate HPMSM Reductive Leaching Deep Purification IRA §45X / §30D
Interactive Simulation Lab

LFP & LMFP Cathode Finance Lab

Model LFP and LMFP cathode synthesis, iron phosphate precursors, carbothermal reduction, carbon coating, IRA §45X credits, and project debt.

LFP Cathode LMFP Synthesis Iron Phosphate Carbothermal Sintering IRA §45X / §30D
Interactive Simulation Lab

Cobalt Sulfate & Refining Finance Lab

Model cobalt hydroxide reductive leaching, Cyanex 272 solvent extraction, battery-grade CoSO4 crystallization, IRA §45X, and debt sizing.

Cobalt Refining CoSO4·7H2O Cyanex 272 SX MVR Crystallization IRA §45X / §30D
Interactive Simulation Lab

Battery Electrolyte & LiPF6 Finance Lab

Model LiPF6 synthesis, anhydrous solvent blending, dry room operations, IRA §45X credits, senior debt sizing, and electrolyte project IRR.

LiPF6 Salt Battery Electrolyte Carbonate Solvents SEI Additives (VC/FEC) IRA §45X / §30D
Interactive Simulation Lab

Battery Separator & CCS Finance Lab

Model wet-process BOP-PE extrusion, ceramic boehmite coating, solvent recovery, IRA §45X, debt sizing, and separator project IRR.

BOP-PE Film Ceramic Coating (CCS) Boehmite Alumina DCM Solvent Recovery IRA §45X / §30D
Interactive Simulation Lab

Battery Copper Foil Finance Lab

Model electrodeposited ED battery copper foil, 4.5μm-8μm lines, power intensity, IRA §45X, debt sizing, and foil project IRR.

ED Copper Foil Titanium Drums 4.5μm–8μm Gauges Power Intensity IRA §45X / §30D
Interactive Simulation Lab

Silicon Anode Material Finance Lab

Model silicon-carbon composite battery anodes, silane CVD, volumetric expansion, IRA §45X, debt sizing, and anode project IRR.

Si/C Anodes Silane CVD Porous Carbon 750 mAh/g Capacity IRA §45X / §30D
Interactive Simulation Lab

Battery Aluminum Foil Finance Lab

Model battery-grade aluminum cathode foil, carbon coating, rolling yields, IRA §45X, debt sizing, and foil project IRR.

Aluminum Foil Cathode Current Collector Carbon-Coated C-Al Cold Rolling (10–15μm) IRA §45X / §30D
Interactive Simulation Lab

Battery CNT Slurry Finance Lab

Model multi-walled & single-walled carbon nanotube (CNT) slurry synthesis, fluidized bed CVD, bead milling, IRA §45X, and project IRR.

Carbon Nanotubes Conductive Slurry MWCNT / SWCNT Bead Milling IRA §45X / §30D
Interactive Simulation Lab

Hard Carbon Anode Finance Lab

Model sodium-ion hard carbon anodes, biomass pyrolysis, interlayer d002 spacing, ICE, IRA §45X credits, and project debt IRR.

Hard Carbon Sodium-Ion Battery Biomass Pyrolysis Pitch CVD Coating IRA §45X / §30D
Interactive Simulation Lab

Sodium-Ion Cathode Material Finance Lab

Model Prussian White and layered oxide sodium-ion cathode synthesis, precursor yields, dehydration, IRA §45X, and debt IRR.

Prussian White Layered Oxide Sodium-Ion Battery Cathode Active Material IRA §45X / §30D
Interactive Simulation Lab

Sodium-Ion Battery Electrolyte Finance Lab

Model sodium-ion battery electrolytes, NaPF6 & NaFSI salts, PC/EC solvents, sub-zero kinetics, IRA §45X, and debt IRR.

Sodium Electrolyte NaPF6 / NaFSI Sodium-Ion Battery Low-Temp Kinetics IRA §45X / §30D
Interactive Simulation Lab

Iron-Air Battery Project Finance Lab

Model 100-hour iron-air long-duration energy storage (LDES), capex, capacity payments, IRA §48 ITC, and equity IRR.

Iron-Air Battery 100-Hour LDES Resource Adequacy IRA §48 ITC Project Finance
Interactive Simulation Lab

Electrolyzer Gigafactory Finance Lab

Model PEM & alkaline electrolyzer gigafactory manufacturing, stack capex, IRA §45X credits, and project debt IRR.

Water Electrolyzer PEM & Alkaline CCM / Catalyst IRA §45X Gigafactory
Interactive Simulation Lab

Thermal Energy Storage Finance Lab

Model industrial heat batteries, refractory thermal storage, steam LCOH, IRA §48 ITC, and project debt IRR.

Thermal Storage Heat Battery Industrial Steam IRA §48 ITC Decarbonization
Interactive Simulation Lab

Flywheel Energy Storage Finance Lab

Model flywheel energy storage, synthetic grid inertia, fast frequency response (FFR), PJM RegD mileage, and project debt IRR.

Flywheel Storage Grid Inertia PJM RegD Fast Frequency Zero Degradation
Interactive Simulation Lab

Subsea Interconnector Finance Lab

Model subsea HVDC interconnector cables, cap-and-floor regulation, power spread arbitrage, marine capex, and project debt IRR.

Subsea HVDC Cap-and-Floor Marine Cable Zonal Arbitrage Transmission
Interactive Simulation Lab

Solid Oxide Fuel Cell Finance Lab

Model solid oxide fuel cell (SOFC) microgrids, 24/7 data center power, hydrogen blending, IRA §48 ITC, and project debt IRR.

Fuel Cells Clean Microgrids Data Centers IRA §48 ITC Combined Heat & Power
Interactive Simulation Lab

Synchronous Condenser Finance Lab

Model synchronous condenser project finance, grid inertia, short-circuit MVA, reactive MVAr support, stability contracts, and debt IRR.

Grid Stability Rotational Inertia Short-Circuit MVA Reactive Power Transmission
Interactive Simulation Lab

Margin of Safety & Break-Even Cushion Lab

Measure break-even units and sales, margin of safety in dollars and percent, and operating leverage with live sensitivity matrices.

Cost-Volume-Profit Break-Even Operating Leverage
Interactive Simulation Lab

NPV & Profitability Index Investment Lab

Evaluate projects with net present value, profitability index, IRR, payback and discounted payback plus live sensitivity matrices.

Capital Budgeting NPV IRR
Interactive Simulation Lab

ROI & Annualized Return Lab

Calculate total ROI, annualized return, net gain and years to double after fees and income, with live sensitivity matrices.

Investment Returns ROI Annualized Return
Interactive Simulation Lab

EOQ & Order Quantity Optimizer Lab

Find the economic order quantity, order frequency, reorder point and cost savings versus your current order size with live sensitivity matrices.

Inventory EOQ Reorder Point
Interactive Simulation Lab

Loan Amortization & Extra Payment Lab

Build an amortization schedule, see total interest, and measure payoff time and savings from extra payments with live sensitivity matrices.

Debt Financing Amortization Extra Payments
Interactive Simulation Lab

Dynamic Line Rating & Advanced Conductor Finance Lab

Model Dynamic Line Rating (DLR) IoT telemetry, HTLS advanced conductors, IEEE 738 convective cooling, wholesale LMP congestion rent relief, and non-recourse senior debt underwriting.

Grid Modernization Dynamic Line Rating Transmission Finance
Interactive Simulation Lab

Liquid Air Energy Storage (LAES) Finance Lab

Model utility-scale Liquid Air Energy Storage (LAES), Claude refrigeration cycles, Cold Thermal Storage (CTES), supercritical regasification, Levelized Cost of Storage (LCOS), IRA Section 48 ITC, and senior debt underwriting.

Long-Duration Storage Cryogenic Energy LCOS Finance
Interactive Simulation Lab

Superconducting Fault Current Limiter (SFCL) Finance Lab

Model 2G HTS YBCO resistive superconducting fault current limiters, sub-cycle quench physics, avoided substation switchgear rebuild CapEx, utility rate base ROE, and cryocooler OpEx.

Substation Resilience 2G HTS Superconductors Avoided CapEx
Interactive Simulation Lab

Grid-Forming Inverter & Synthetic Inertia Lab

Model utility-scale Grid-Forming (GFM) BESS plants, Virtual Synchronous Machines (VSM), sub-50ms synthetic inertia response, weak grid SCR enhancement, and avoided curtailment finance.

Grid-Forming Inverters Synthetic Inertia Weak-Grid Stability
Interactive Simulation Lab

Solid-State Transformer (SST) Finance Lab

Model high-frequency Silicon Carbide Solid-State Transformers (SST), MVDC microgrid distribution, direct DC bus coupling for EV depots and data centers, and 20-year TCO.

Solid-State Transformers MVDC Microgrids TCO Modeling
Interactive Simulation Lab

Superconducting Cable (HTS) Finance Lab

Model 2G HTS YBCO power transmission cables, pressurized liquid nitrogen cryostats, avoided urban open-trench CapEx, and multi-gigawatt grid interconnections.

Superconducting Cables 2G HTS YBCO Avoided Civil CapEx
Interactive Simulation Lab

Advanced Geothermal (EGS/AGS) Finance Lab

Model next-generation deep directional drilling (3–6 km), Enhanced Geothermal Systems (EGS), closed-loop AGS radiators, binary ORC thermodynamics, and 24/7 firm clean baseload PPAs.

Advanced Geothermal 24/7 Clean Baseload Section 45Y PTC
Interactive Simulation Lab

Islanded Microgrid & BTM Power Finance Lab

Model behind-the-meter islanded generation, sub-20ms dynamic BESS step-load balancing for AI GPU training clusters, N+2 reliability, avoided queue delay value, and 20-year ESA project finance.

Islanded Microgrid Hyperscale AI Power Project Finance
Interactive Simulation Lab

Barrier Option Pricing Lab

Value European knock-in and knock-out barrier options, analyze barrier pin risk, discontinuous Greeks, and in-out parity with closed-form formulas.

Exotic Options Derivatives Quantitative Finance
Interactive Simulation Lab

Advanced Conductor & Reconductoring Finance Lab

Model High-Temperature Low-Sag (HTLS) advanced conductor reconductoring (ACCC / ACCR), 2x ampacity scaling on existing rights-of-way, IEEE 738 thermal sag, transmission loss savings, and FERC rate base finance.

Advanced Conductor Grid Enhancing Tech FERC Order 1920
Interactive Simulation Lab

Black-76 Futures Option Lab

Value options on futures contracts, commodity forwards, interest rate caplets, and swaptions using Fischer Black's (1976) forward pricing framework.

Futures & Commodities Derivatives Quantitative Finance
Interactive Simulation Lab

Modular Power Flow Control (m-PFC) Finance Lab

Model Static Synchronous Series Compensation (SSSC) and modular SmartValves, push-pull impedance balancing, transmission bottleneck relief, and FERC Order 1920 rate base finance.

Power Flow Control Grid Enhancing Tech FERC Order 1920
Interactive Simulation Lab

Bjerksund-Stensland Option Lab

Model American option early exercise boundaries, analytical trigger points, and early exercise premiums with the Bjerksund-Stensland (1993) closed-form approximation.

American Options Derivatives Quantitative Finance
Interactive Simulation Lab

Liquid Immersion Cooling & AI Data Center Lab

Model high-density liquid immersion cooling for AI GPU clusters (Nvidia GB200 NVL72), PUE reduction from 1.38 to 1.04, 23+ MW compute power shifting, water elimination (WUE), and 10-year TCO returns.

Immersion Cooling AI Data Center Thermal Engineering
Interactive Simulation Lab

Micro-Modular Nuclear Reactor (MMR) Project Finance Lab

Model factory-assembled microreactors (1–20 MWe), alkali metal heat pipe thermodynamics, meltdown-proof TRISO HALEU fuel, Wright's Law cost deflation, and 24/7 AI data center firm baseload PPAs.

Microreactor Nuclear Energy AI Clean Baseload
Interactive Simulation Lab

Data Center Waste Heat & District Heating Lab

Model AI data center waste heat export, liquid cooling thermal capture, industrial heat pump COP economics, district heating PPAs, and 20-year project finance.

Waste Heat District Heating AI Data Center
Interactive Simulation Lab

Megawatt Charging System (MCS) Fleet Depot Lab

Model Class 8 electric truck megawatt charging (1.25–3.75 MW MCS), BTM battery storage peak shaving, utility demand charge avoidance, and diesel TCO parity.

Megawatt Charging Fleet Electrification BESS Peak Shaving
Interactive Simulation Lab

BESS Degradation & Augmentation Finance Lab

Model utility-scale battery calendar and cycling capacity fade, upfront oversizing versus periodic augmentation CapEx, capacity contract penalties, and 20-year project finance.

BESS Degradation Augmentation CapEx Energy Storage
Interactive Simulation Lab

Biochar CDR & Pyrolysis Finance Lab

Model biomass pyrolysis thermodynamics, Puro.earth CORC carbon removal credits ($140–$220/t), physical biochar co-product monetization, and 10-year project finance.

Biochar CDR Pyrolysis Carbon Removal
Interactive Simulation Lab

RICE Peaker & Fast-Start Engine Lab

Model reciprocating internal combustion engine (RICE) fast-start peaker project finance, flat heat rates, clean spark spreads, capacity payments ($8–$18/kW-mo), and BTM data center bridge power.

RICE Peaker Fast-Start Generation Capacity Market
Interactive Simulation Lab

EU CBAM Carbon Tax & Compliance Strategy Lab

Model European Union Carbon Border Adjustment Mechanism (CBAM) liabilities, Scope 1 and Scope 2 embedded emissions, EU ETS benchmarks, origin carbon tax credits, and export EBITDA margin erosion.

EU CBAM Carbon Border Tax Trade Finance
Interactive Simulation Lab

Supercapacitor & Hybrid Storage Finance Lab

Model electrostatic double-layer supercapacitors (EDLC), sub-10ms Fast Frequency Response (FFR), synthetic inertia, paired BESS degradation shielding, and 15-year project debt underwriting.

Supercapacitor EDLC Fast Frequency (FFR) Synthetic Inertia
Interactive Simulation Lab

Transmission Topology Optimization (TTO) Lab

Model FERC Order 1920 transmission switching and bus-bar splitting algorithms, Security-Constrained Economic Dispatch (SCED), N-1 contingency headroom, and wholesale LMP congestion rent relief.

FERC Order 1920 Topology Optimization Grid-Enhancing Tech
Interactive Simulation Lab

High-Temperature Heat Pump (HTHP) & Industrial Steam Lab

Model industrial steam electrification (100°C–180°C), temperature lift Carnot COP, low-GWP refrigerants (HFOs, MVR water steam), spark spread fuel tariffs, Scope 1 carbon taxes, and IRA Section 48 ITC project finance.

Industrial Electrification High-Temp Heat Pump Process Steam
Interactive Simulation Lab

Dynamic Voltage Restorer (DVR) & Semiconductor Power Quality Lab

Model Dynamic Voltage Restorer (DVR) power systems, medium-voltage series injection, SEMI F47 compliance curves, avoided semiconductor wafer scrap, and 10-year project finance economics.

Power Quality Semiconductor Fab SEMI F47
Interactive Simulation Lab

STATCOM & Dynamic Reactive Power Compensation Lab

Model Static Synchronous Compensator (STATCOM) transmission systems, Modular Multilevel Converters (MMC), dynamic reactive power (±MVAR) voltage regulation, IEEE 2800 compliance, and 20-year project finance.

FACTS STATCOM Grid Stability
Interactive Simulation Lab

SOEC Electrolysis & Co-Electrolysis Lab

Model solid oxide electrolyzer (SOEC) thermodynamics, high-temperature steam electrolysis, CO2 co-electrolysis into synthetic jet fuel syngas, stack lifetime, and 20-year LCOH.

Hydrogen SOEC e-SAF Syngas Clean Tech
Interactive Simulation Lab

Allam Cycle sCO2 Zero-Emission Power Lab

Model the Allam-Fetvedt sCO2 power cycle, oxy-combustion thermodynamics, 100% inherent carbon capture without amine scrubbing, ASU parasitic loads, and 45Q credit LCOE.

sCO2 Clean Power Carbon Capture Section 45Q
Interactive Simulation Lab

Phase Shifting Transformer (PST) Lab

Model Phase Shifting Transformers (PST), quadrature booster voltage injection, transmission loop flow control, congestion rent relief, and 30-year BCR.

Grid Control Transformers Power Flow Congestion
Interactive Simulation Lab

SynRM Motor IE5 Efficiency & TCO Lab

Model Synchronous Reluctance Motors (SynRM), IE5 ultra-premium efficiency, VFD partial load curves, zero rotor losses, 15-year TCO, and payback.

Industrial Motors IE5 SynRM Energy Efficiency TCO
Interactive Simulation Lab

Direct-to-Chip Liquid Cooling & AI Rack Lab

Model direct-to-chip liquid cooling for AI GPU racks, microchannel thermal resistance, PUE drop to 1.08, zero water WUE, and 10-year data center TCO.

AI Hardware Liquid Cooling Data Center PUE TCO
Interactive Simulation Lab

Organic Rankine Cycle (ORC) Waste Heat Lab

Model Organic Rankine Cycle (ORC) waste heat recovery, working fluid thermodynamics, radial turbine expansion, net power, LCOE, and 20-year project finance.

Waste Heat Recovery ORC Thermodynamics Clean Power LCOE
Interactive Simulation Lab

Class 8 Truck TCO & Fleet Decarbonization Lab

Model Class 8 heavy-duty truck TCO across Diesel, Battery Electric (BEV), and Fuel Cell (FCEV), including payload penalty, fuel costs, and IRA 45W.

Fleet Decarbonization Class 8 TCO BEV vs FCEV Clean Transport
Interactive Simulation Lab

Barone-Adesi Whaley American Option Lab

Model American option early exercise premiums, optimal exercise boundaries, and cost of carry dynamics with the Barone-Adesi & Whaley (1987) quadratic approximation.

American Options Derivatives Quantitative Finance
Interactive Simulation Lab

Garman-Kohlhagen FX Option Lab

Simulate the Garman-Kohlhagen (1983) FX option pricing model, covered interest parity, dual interest rate Greeks, and forward delta surfaces in an interactive lab.

Foreign Exchange Derivatives Quantitative Finance
Interactive Simulation Lab

Merton Jump-Diffusion Lab

Simulate Robert Merton's (1976) jump-diffusion model, compound Poisson jump arrivals, lognormal jump sizes, and volatility smile in an interactive lab.

Derivatives Quantitative Finance Jump Diffusion
Interactive Simulation Lab

SABR Stochastic Volatility Model Lab

Model SABR stochastic volatility, Hagan asymptotic Black implied volatility smile, backbone dynamics, and CEV elasticity in an interactive quantitative lab.

Derivatives Quantitative Finance Volatility Smile
Interactive Simulation Lab

Heston Stochastic Volatility Lab

Simulate the Heston (1993) stochastic volatility model. Solve options via Fourier inversion, generate the Black-Scholes implied volatility smile/skew, and verify CIR variance dynamics.

Derivatives Quantitative Finance Stochastic Volatility
Interactive Simulation Lab

BDT Interest Rate Lattice Lab

Simulate the Black-Derman-Toy (BDT 1990) lognormal short-rate binomial lattice. Calibrate to the spot yield curve, price callable bonds, and analyze embedded options and negative convexity.

Fixed Income Quantitative Finance Binomial Lattice
Interactive Simulation Lab

Hull-White Interest Rate Model Lab

Simulate the Hull-White (1990) one-factor short-rate model. Calibrate time-dependent drift theta(t) to fit the market yield curve with zero error, price bond options, and analyze trinomial trees.

Fixed Income Quantitative Finance Extended Vasicek
Interactive Simulation Lab

CIR Interest Rate Model Lab

Simulate the Cox-Ingersoll-Ross (CIR 1985) square-root diffusion short-rate model. Check Feller condition non-negativity, derive analytical zero-coupon bonds, and evaluate term structure curves.

Fixed Income Quantitative Finance Square-Root Diffusion
Interactive Simulation Lab

Vasicek Short-Rate Model Lab

Simulate Oldrich Vasicek's (1977) Ornstein-Uhlenbeck stochastic interest rate model. Compute analytical zero-coupon bond prices, term structure curves, mean-reversion speed, and convexity drag.

Fixed Income Quantitative Finance Term Structure
Interactive Simulation Lab

Ohlson Clean Surplus Lab

Value equity using James Ohlson's (1995) Clean Surplus Model and Linear Information Dynamics (LID). Model abnormal earnings persistence (ω), non-accounting signals (v_t), and book value convergence.

Valuation Clean Surplus Empirical Accounting
Interactive Simulation Lab

Bond Portfolio Immunization Lab

Model institutional asset-liability management (ALM) under Redington conditions. Calculate barbell duration matching, convexity surplus, and Fong-Vasicek M² risk across yield shifts.

Fixed Income Asset-Liability Management ALM
Interactive Simulation Lab

Walter's Model of Dividend Policy Lab

Determine optimal dividend payout ratios and share valuation using Walter's Model. Compare growth (r > ke), normal (r = ke), and declining (r < ke) corporate regimes.

Corporate Finance & Valuation Free Simulator
Interactive Simulation Lab

Cox-Ross-Rubinstein Binomial Option Pricing Lab

Price American and European options using the Cox-Ross-Rubinstein (1979) binomial lattice model. Visualize recombining trees, backward induction, early exercise, and delta hedging.

Derivatives & Quantitative Finance Free Simulator
Interactive Simulation Lab

Treynor-Black Active Portfolio Management Lab

Integrate micro security analysis with macro index tracking. Model security appraisal ratios, unsystematic risk penalties, optimal active allocation, and Sharpe ratio expansion.

Portfolio Management & Asset Allocation Free Simulator
Interactive Simulation Lab

Modified Jones Model & Discretionary Accruals Lab

Decompose total accruals into non-discretionary and discretionary components using the Dechow et al. (1995) econometric model to detect earnings manipulation and channel stuffing.

Forensic Accounting & Quality of Earnings Free Simulator
Interactive Simulation Lab

Black-Litterman Portfolio Optimization Lab

Model Bayesian portfolio optimization, reverse optimization equilibrium returns, subjective investor views, confidence scaling, and active asset allocation tilts.

Portfolio Management Asset Allocation & Quant Free Access
Interactive Simulation Lab

Debt Capacity & Maximum Debt Sizing Lab

Model maximum enterprise borrowing capacity, leverage bottlenecks, interest coverage constraints, and debt sizing covenants.

Corporate Finance Debt Capital Markets Free Access
Interactive Simulation Lab

Fama-French 3-Factor & 5-Factor Asset Pricing Lab

Model multi-factor expected returns, size (SMB) and value (HML) premia, profitability (RMW), investment (CMA), and multi-factor alpha.

Corporate Finance Factor Investing Free Access
Interactive Simulation Lab

Merton Structural Credit Model & Distance to Default Lab

Model Merton (1974) option-theoretic credit risk, implied asset volatility, Distance to Default (DD), Expected Default Frequency (EDF), and credit spreads.

Corporate Finance Quantitative Credit Risk Free Access
Interactive Simulation Lab

Ohlson O-Score Bankruptcy Probability Lab

Model 2-year logistic bankruptcy probability, 9-factor econometric distress terms, leverage pressure, and insolvency default thresholds.

Corporate Finance Credit Risk & Solvency Free Access
Interactive Simulation Lab

Zmijewski X-Score Distress Lab

Model financial distress and default probability using Zmijewski probit analysis, ROA profitability, leverage, and current liquidity ratios.

Corporate Finance Credit Risk & Solvency Free Access
Interactive Simulation Lab

Earnings Yield & Equity Risk Premium Lab

Calculate Earnings Yield (E/P), the inverse P/E ratio, Fed Model equity risk premium spread over 10-year Treasuries, and inflation-adjusted real yields.

Corporate Finance Valuation & Risk Premiums Free Access
Interactive Simulation Lab

Dividend Coverage Ratio & FCF Safety Lab

Model Dividend Coverage Ratio (DCR = EPS ÷ DPS), Free Cash Flow coverage multiples, cash safety buffer headroom, and dividend cut risk.

Corporate Finance Dividends & Cash Safety Free Access
Interactive Simulation Lab

Working Capital Funding Gap Calculator & Credit Line Lab

Model the dollar gap between operating assets (AR + Inventory) and spontaneous vendor financing (AP), determine revolving credit line needs, and stress-test growth liquidity requirements.

Corporate Finance Treasury & Credit Facilities Free Access
Interactive Simulation Lab

Working Capital Turnover Calculator & Capital Velocity Lab

Model Working Capital Turnover (Revenue ÷ NWC), Days Working Capital (DWC), capital support capacity, and overtrading liquidity risk across operating scenarios.

Corporate Finance • Treasury & Operating Velocity
Interactive Simulation Lab

Cash Ratio & Liquidity Coverage Lab

Calculate Cash Ratio, pure liquidity runway, instant debt coverage, and cash buffer surplus in an interactive corporate treasury simulation lab.

Corporate Finance • Treasury & Liquidity
Interactive Simulation Lab

Cost of Debt & After-Tax Interest Shield Lab

Calculate pre-tax and after-tax cost of debt, multi-tranche blended borrowing rates, credit rating spreads, and Section 163(j) corporate interest tax shields.

Corporate Finance • Capital Structure & Debt Valuation
Interactive Simulation Lab

Tobin's Q & Asset Replacement Valuation Lab

Calculate Tobin's Q ratio, Chung-Pruitt approximation, physical asset reproduction costs, franchise moat spreads, and corporate takeover incentives.

Corporate Finance • Asset Replacement & Valuation

Print a student worksheet

Use a worksheet to record a starting strategy, compare results, and reflect on the next decision.

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Long-Duration Energy Storage (LDES)
Iron Flow Battery (IFB) Long-Duration Storage Lab

Model all-iron redox flow chemistry, Fe2+/Fe3+ kinetics, iron plating, catalytic hydrogen rebalancing, and 25-year LDES LCOS.

Pumped Thermal Energy Storage
Carnot Battery & PTES Lab

Model Carnot battery and pumped thermal energy storage (PTES) thermodynamics, round-trip efficiency, molten salt tanks, grid arbitrage, and 30-year LCOS.

Zinc-Bromine Flow Battery
Zinc-Bromine Flow Battery Lab

Model zinc-bromine flow battery (ZBFB) electrochemistry, Zn plating, polybromide complexing, 100% DoD, and 20-year LCOS.

High-Temp Molten Battery
Sodium-Sulfur Battery Lab

Model high-temperature sodium-sulfur (NaS) molten electrochemistry, beta-alumina solid electrolyte, 6-8h LDES, and 20-year LCOS.

Lithium-Sulfur Battery
Lithium-Sulfur Battery Lab

Model lithium-sulfur (Li-S) conversion chemistry, polysulfide shuttle effect, lean E/S ratio, 450 Wh/kg cell density, and aviation pack economics.

Molten Salt Battery
ZEBRA Battery Lab

Model sodium-nickel chloride (ZEBRA) molten salt electrochemistry, BASE solid electrolyte, fail-safe cell bypass, zero HVAC, and 15-year LCOS.

Metal-Air Battery
Aluminum-Air Battery Lab

Model aluminum-air (Al-Air) fuel cell electrochemistry, 8,100 Wh/kg theoretical energy, parasitic hydrogen corrosion, hydrargillite recycling, and LCOE.

Long-Duration Storage
Nickel-Hydrogen Battery Lab

Model nickel-hydrogen (Ni-H2) battery electrochemistry, 30,000-cycle lifespan, hermetic pressure-vessel gas dynamics, zero HVAC, and 30-year utility LCOS.

Hydrogen Logistics
LOHC Hydrogen Transport Lab

Model liquid organic hydrogen carrier (LOHC) logistics, DBT hydrogenation and dehydrogenation kinetics, heat integration, zero boil-off, and delivered LCOH.

Cryogenic Logistics
Liquid Hydrogen Liquefaction Lab

Model cryogenic liquid hydrogen (LH2) liquefaction, Claude cycles, ortho-to-para conversion, boil-off gas rates, bunkering logistics, and delivered LCOLH.

AEM Electrolysis
AEM Water Electrolysis Lab

Model anion exchange membrane (AEM) water electrolysis, PGM-free catalysts, 35-bar differential pressure, membrane degradation, and 20-year net LCOH.

Maritime Decarbonization
Green Maritime Shipping Lab

Model green maritime shipping decarbonization, dual-fuel methanol and ammonia, FuelEU penalties, EU ETS carbon costs, WAPS rotor sails, and fleet TCO.

Clean Aviation
eVTOL Air Taxi & UAM Fleet Lab

Model eVTOL air taxi fleet economics, vertiport MCS charging, battery Wh/kg, CASM seat-mile costs, pilot-to-autonomous transition, and 10-year pro-forma.

Underground Hydrogen
Underground Hydrogen Storage Lab

Model underground hydrogen storage in depleted gas fields and aquifers, cushion gas dynamics, Darcy porous flow, microbial loss, and 30-year LCOS economics.

Clean Aviation
Hydrogen Regional Aircraft Lab

Model hydrogen fuel cell regional aircraft retrofits, LH2 vs 700-bar tanks, fuel cell stack kW/kg, cooling drag, CASM economics, and 15-year airline TCO.

Floating Solar
Floating Solar PV & Mooring Lab

Model floating solar (FPV) hydrodynamics, evaporative water cooling gains, bifacial albedo, catenary mooring tension, water savings, and 25-year LCOE.

Perovskite Solar
Perovskite Tandem Solar Fab Lab

Model perovskite-silicon tandem solar cells, dual-junction bandgaps, current matching, fab CapEx, degradation, and 25-year LCOE economics.

District Heating
4GDH District Heating & Storage Lab

Model 4th Generation District Heating (4GDH) networks, low-temp 55°C hydraulics, waste heat, heat pumps, PTES storage, and 30-year LCOH economics.

Gen IV Nuclear
HTGR Nuclear & TRISO Cogen Lab

Model High-Temperature Gas-Cooled Reactors (HTGR), TRISO meltdown-proof fuel, passive decay cooling, industrial steam cogeneration, and 40-year LCOE.

Marine Energy
Wave Energy Converter Lab

Model ocean wave energy converters (WEC), Airy linear wave hydrodynamics, capture width ratio, PTO damping efficiency, mooring tension, and 25-year LCOE.

Nuclear Waste
Deep Borehole Disposal Lab

Model deep borehole nuclear waste disposal (DBD), crystalline basement geology, salinity stratification, radionuclide diffusion, and levelized cost ($/kgHM).

Ocean Thermal
OTEC Power & Desalination Lab

Model Ocean Thermal Energy Conversion (OTEC), thermodynamic Rankine cycles, cold water pipe friction hydraulics, desalination cogen, and 30-year LCOE.

Marine Energy
Tidal Stream Turbine Lab

Model tidal stream turbine arrays, hydrokinetic power density (v^3), Betz limit, subsea gravity base foundations, wake deficits, and 25-year LCOE.

Energy Storage
Zinc-Air LDES Battery Lab

Model Zinc-Air Long-Duration Energy Storage (LDES), alkaline electrochemistry, ORR/OER overpotentials, duration decoupling, and 20-year LCOS vs Li-ion.

Energy Storage
Liquid Metal Battery Lab

Model Liquid Metal Batteries (LMB), three-layer density stratification (Ca-Sb), self-sustaining thermal balance, zero-fade 20-year life, and grid LCOS.

Advanced Nuclear
Lead-Cooled Fast Reactor Lab

Model Gen IV Lead-Cooled Fast Reactors (LFR), liquid lead thermohydraulics (1,749°C boiling point), passive RVACS natural circulation, actinide burning, and 40-year LCOE.

Nuclear Fusion
Fusion Power Plant Lab

Model magnetic confinement D-T fusion, HTS magnetic field scaling (B^4 power density), Lawson criterion, tritium breeding ratio (TBR), and 30-year net LCOE.

Advanced Nuclear
Sodium Fast Reactor Lab

Model Gen IV Sodium-Cooled Fast Reactors (SFR), liquid sodium thermohydraulics (883°C boiling), EM pumps, molten salt energy storage (Natrium), and 40-year LCOE.

Hydrogen Storage
Metal Hydride Storage Lab

Model solid-state metal hydride hydrogen storage, Van 't Hoff thermodynamics, absorption heat duty, volumetric density (100 kg/m3), and 20-year net LCOH.

Advanced Geothermal
Supercritical Geothermal Lab

Model supercritical geothermal EGS reservoirs (>374°C, >22 MPa), thermosiphon buoyancy, 10x enthalpy density, deep drilling, and 30-year baseload LCOE.

Solar Thermochemical
Solar Thermochemical Hydrogen Lab

Model solar thermochemical water and CO2 splitting (1500°C ceria redox), 20% solar-to-fuel efficiency, syngas, SAF e-fuels, and 20-year clean hydrogen LCOH.

Ocean Energy Storage
Subsea Hydrostatic Storage Lab

Model deep ocean hydrostatic energy storage (50 to 200 bar), hollow concrete spheres, reversible pump-turbines, 80% RTE, and 30-year offshore wind LCOS.

Direct Energy Conversion
MHD Energy Conversion Lab

Model magnetohydrodynamic (MHD) direct power conversion, Faraday induction without rotating blades, 6+ Tesla magnets, 60% combined cycle, and 30-year LCOE.

Thermal Batteries
Thermophotovoltaic Storage Lab

Model thermophotovoltaic (TPV) thermal batteries (2000°C carbon), 45% cell efficiency, sub-bandgap photon reflection, zero-carbon heat, and 30-year LCOS.

Bidirectional Fuel Cells
Reversible Solid Oxide Cell Lab

Model reversible solid oxide cells (rSOC), bidirectional SOEC electrolysis and SOFC power, 75% RTE with thermal storage, and 20-year clean energy LCOS.

Clean Hydrogen
Electrified SMR Hydrogen Lab

Model electrified steam methane reforming (e-SMR), direct Joule heating, zero combustion flue gas, 99% CO2 capture, and 20-year clean hydrogen LCOH.

Clean Steel
Iron Electrowinning Lab

Model low-temperature aqueous iron electrowinning (60°C to 110°C), low-grade ore reduction, pure O2 byproduct, zero coal, and 20-year green steel LCOI.

Clean Cement
Electrochemical Cement Lab

Model ambient-temperature electrochemical cement, zero-carbon lime extraction, green H2 co-product, zero fossil kilns, and 20-year clean cement LCOC.

e-Fuels & Chemicals
CO2 Electrolysis Lab

Model low-temperature electrochemical CO2 reduction (e-CO2R), gas diffusion electrodes, tunable syngas ratios, green H2 co-products, and levelized cost of CO.

Critical Minerals
Copper Bioleaching Lab (SX-EW)

Model catalytic chalcopyrite heap bioleaching, thermophilic microbial oxidation, solvent extraction, electrowinning, C1 cash costs, and mine economics.

Clean Petrochemicals
Electrified Steam Cracking Lab

Model electrified steam cracking (e-cracking), direct Joule coil heating, COT kinetics, fuel gas credits, and levelized cost of ethylene.

Industrial Electrification
Electrified Lime & Calcination Lab

Model electrified lime calcination, indirect resistive e-calciners, direct pure CO2 separation, and levelized cost of lime (LCOL).

Biomanufacturing
Precision Fermentation & Bioreactor Lab

Model precision fermentation bioprocess scale-up, bioreactor kinetics, downstream processing (DSP), and levelized cost of protein (LCOP).

Water Technology
Seawater Reverse Osmosis Lab

Model seawater reverse osmosis (SWRO) desalination, isobaric energy recovery devices (ERD), SEC, and levelized cost of water (LCOW).

ZLD & Industrial Water
Electrodialysis Reversal Lab

Model electrodialysis reversal (EDR) ion transport, polarity reversal descaling, ZLD brine concentration, and levelized water cost.

Critical Minerals
Seawater Magnesium Extraction Lab

Model seawater magnesium extraction, alkaline precipitation, molten salt electrolysis, and levelized cost of clean magnesium.

Solar PV & Clean Materials
Solar Polysilicon Refining Lab

Model solar-grade polysilicon refining, fluidized bed reactor silane pyrolysis vs Siemens process, energy intensity, IRA 45X, and levelized cost.

Critical Minerals
Titanium Extraction Lab

Model electrochemical titanium extraction, FFC Cambridge molten salt deoxygenation vs Kroll process, aerospace alloys, and levelized cost.

Semiconductors & Critical Minerals
Gallium Semiconductor Refining Lab

Model high-purity gallium refining, Bayer liquor extraction, 7N zone refining for GaN semiconductors, supply security, and levelized cost.

Space Solar & Critical Optics
Germanium Refining Lab

Model high-purity germanium refining, chlorination to GeCl4, hydrogen reduction, zone refining for space solar and IR optics, and levelized cost.

Critical Minerals & Superalloys
Niobium & Tantalum Refining Lab

Model niobium and tantalum refining, coltan MIBK solvent extraction, superalloy Ferroniobium, capacitor-grade powder, and levelized cost.

Defense Materials & Solar Glass
Antimony Smelting & Refining Lab

Model stibnite roasting, alkaline sulfide electrowinning, vacuum distillation, solar glass antimonate, defense alloys, and levelized cost.

Space Optics & Nuclear Alloys
Beryllium Refining Lab

Model bertrandite leaching, BeF2 magnesium reduction, HIP powder metallurgy, space telescope optics, CuBe alloys, and levelized cost.

Jet Turbines & Superalloys
Rhenium Extraction Lab

Model molybdenite flue gas scrubbing, ion exchange APR, hydrogen reduction, single-crystal turbine blades, scrap recycling, and levelized cost.

Clean Energy & Aerospace Alloys
Scandium Extraction Lab

Model HPAL nickel laterite scandium extraction, ion exchange, Sc2O3 calcination, Al-Sc master alloys, SOFC electrolytes, and levelized cost.

Solar PV & Semiconductor Materials
Tellurium Refining Lab

Model copper anode slimes tellurium recovery, TeO2 precipitation, 5N/6N zone refining, CdTe solar thin films, and levelized cost.

Solar PV & Semiconductor Materials
Indium Refining Lab

Model zinc residue sulfuric leaching, D2EHPA solvent extraction, indium electrorefining, 5N/6N vacuum refining, and ITO sputter targets.

Defense & Refractory Hardmetals
Tungsten Refining Lab

Model scheelite autoclave leaching, APT crystallization, hydrogen reduction to tungsten metal powder, and cemented WC carbide tools.

Nuclear Cladding & Control Metallurgy
Zirconium & Hafnium Separation Lab

Model zircon sand caustic fusion, MIBK thiocyanate Zr/Hf separation, Kroll reduction, nuclear Zircaloy cladding, and control rods.

Quantum Alkali & Offshore HPHT
Cesium & Rubidium Lab

Model pollucite acid digestion, cesium alum crystallization, high-density cesium formate brine, atomic clocks, and perovskite solar.

Strategic Fluorine Chemistry
Fluorspar Refining & HF Lab

Model acid-grade fluorspar flotation, rotary kiln HF synthesis, electronic grade HF etching, LiPF6 battery electrolytes, and PVDF binders.

Long-Duration Flow Battery & Aerospace
Vanadium Extraction Lab

Model VTM ore salt roasting, V2O5 calcination, vanadium redox flow battery (VRFB) electrolyte, aerospace Ti-6Al-4V alloys, and project LCOS.

Ballistic Armor & Nuclear Shielding
Boron Refining Lab

Model colemanite digestion, boric acid calcination, boron carbide (B4C) armor, B-10 nuclear shielding, hBN thermal materials, and project finance.

Peltier Thermoelectrics & Fusible Alloys
Bismuth Refining Lab

Model Betterton-Kroll bismuth separation from lead bullion, 5N/6N refining, Bi2Te3 thermoelectric Peltier coolers, low-melt alloys, and project economics.

Battery Anode & Spheroidization
Natural Graphite & Battery Anode Lab

Model natural flake graphite flotation, mechanical spheroidization, chemical purification (99.95% Cg), pitch coating (CSPG), and EV anode economics.

PEM Hydrogen & 6E Precious Metals
PGM Refining & PEM Catalyst Lab

Model PGM flotation, matte smelting, HCl-Cl2 leaching, Pt/Pd/Rh/Ir solvent extraction, PEM electrolyzer iridium OER catalysts, and 20-year finance.

EUV Lithography & Semiconductor Solder
Tin Refining & EUV Lithography Lab

Model cassiterite gravity concentration, TSL carbothermic smelting, vacuum distillation, SAC305 low-alpha solder, 6N EUV tin, and 20-year finance.

Superalloys & Stainless Passivation
Chromium Refining & Superalloy Lab

Model chromite pellet pre-reduction, submerged arc ferrochrome smelting, soda-ash roasting, 99.9% vacuum-grade Cr superalloy metal, and 20-yr DCF.

Sapphire Wafers & Ceramic Separators
High-Purity Alumina (4N/5N HPA) Lab

Model HCl kaolin leaching, AlCl3·6H2O crystallization, 4N/5N HPA calcination, ceramic EV battery separators, sapphire wafers, and 20-year finance.

Refractory Alloys & 2D Semiconductors
Molybdenum Refining & 2D MoS2 Lab

Model Cu-Mo flotation, 630°C MoS2 roasting, Re2O7 flue scrubbing, silicothermic FeMo, ADM H2 reduction, 2D MoS2 wafers, and 20-year finance.

CZ Crucibles & Semiconductor Quartz
High-Purity Quartz (4N8/5N HPQ) & Crucible Lab

Model alaskite flotation, 1,000°C quench decrepitation, Cl2/HCl roasting, HF/HCl acid leaching, 4N8/5N CZ silicon crucibles, and 20-year finance.

RLE Hydrometallurgy & Indium SX
Zinc Refining, RLE Electrowinning & Indium Lab

Model 930°C sphalerite roasting, hot-acid ferrite leaching, jarosite iron removal, SHG zinc electrowinning, In/Ge recovery, and 20-year finance.

Precious Metals & TOPCon Solar PV
Silver Refining, Moebius Cell & TOPCon PV Lab

Model Parkes cupellation, Doré anode Moebius AgNO3 electrorefining, Wohlwill gold mud recovery, 4N TOPCon solar PV silver paste, and 20-year finance.

Gold Hydrometallurgy & 5N Bonding Wire
Gold Refining, CIL Cyanidation & Wohlwill Lab

Model gold CIL/CIP cyanidation, Zadra elution, Miller Cl2 chlorination, Wohlwill HAuCl4 electrorefining to 4N/5N bonding wire, and 20-year finance.

KIVCET Smelting & Betts 4N5 Lead
Lead Refining, KIVCET Smelting & Betts Lab

Model galena KIVCET/QSL direct smelting, Betts H2SiF6 electrorefining, Parkes-Betterton Ag/Bi recovery, 4N5 BESS lead, and 20-year DCF finance.

Nuclear Fuel Cycle, UF6 & HALEU SWU
Uranium Refining, UF6 Conversion & HALEU Lab

Model uranium ISR/acid leaching, Alamine 336 SX to U3O8 yellowcake, UF6 fluorination, centrifuge SWU enrichment to LEU and HALEU, and 20-year finance.

LFP Battery PPA, WPA & Uranium SX
Phosphate Rock, Purified PPA & LFP Battery Lab

Model fluorapatite wet-process H3PO4 digestion, TBP/MIBK solvent extraction to battery-grade PPA for LFP cathodes, D2EHPA uranium SX, and 20-year finance.

Selenium 6N, SO2 Precipitation & CIGS PV
Selenium Refining, SO2 Precipitation & CIGS PV Lab

Model copper anode slime roasting, H2SeO3 SO2 reductive precipitation, 6N vacuum distillation for CIGS solar PV and CVD ZnSe optics, and 20-year finance.

Cadmium 6N/7N, CdTe PV & CZT
Cadmium Refining, 6N/7N CdTe Solar PV & CZT Lab

Model zinc RLE Cu-Cd cementation cake leaching, Al-cathode electrowinning, 6N/7N vacuum distillation for CdTe solar PV and CZT detectors, and DCF finance.

Strontium/Barium, BaTiO3 MLCC & Ferrite
Strontium & Barium Refining, BaTiO3 MLCC & Ferrite Lab

Model celestite and barite black-ash reduction, SrCO3/BaCO3 carbonation, 4N5 BaTiO3 MLCC dielectrics, Al-Sr EV alloys, SrFe12O19 magnets, and DCF finance.

SiC PVT, 200mm 4H-SiC & EV Inverters
Silicon Carbide (SiC) PVT Growth & 200mm Wafer Lab

Model Acheson SiC synthesis, 6N halogen purification, 2,300 C PVT boule growth, diamond wire or laser slicing of 200mm 4H-SiC EV wafers, and DCF finance.

Bromine, Iodine, Brine & Caliche
Bromine & Iodine Refining, Brine & Caliche Lab

Model bromide brine chlorination and steam blow-out, caliche iodate leaching to I2, flame-retardant and Zn-Br battery demand, and 20-year DCF finance.

Neon, Krypton, Xenon & Air Separation
Neon, Krypton & Xenon Rare Gas Recovery Lab

Model cryogenic ASU off-gas recovery of neon, krypton and xenon for chip lasers, ion thrusters and lighting, with sensitivity analysis and 20-year DCF finance.

Helium, NRU, LNG & Cryogenics
Helium Recovery from Natural Gas & LNG Lab

Model nitrogen rejection crude helium, PSA Grade-A upgrading, liquefaction, ISO container logistics, MRI and fab demand, and 20-year helium project DCF.

AlN Ceramics, AMB & Power Modules
Aluminum Nitride (AlN) Substrate & AMB Module Lab

Model AlN powder carbothermal nitridation, Y2O3 sintering, tape casting, AMB copper bonding for EV power modules, sensitivity analysis and 20-year DCF finance.

InP Wafers, PICs & Datacom Lasers
Indium Phosphide (InP) Wafer & PIC Lab

Model high-pressure VGF single crystal InP growth, 100mm/150mm epi wafering, 800G/1.6T datacenter optical transceiver lasers, and 20-year DCF fab economics.

GaN-on-SiC RF & Power Epitaxy
GaN-on-SiC RF & Power Epitaxy Lab

Model multi-wafer MOCVD epitaxial growth of GaN/AlGaN 2DEG heterostructures on semi-insulating 4H-SiC for 5G massive MIMO, radar, and 20-year DCF fab economics.

Silicon Photonics & CPO Foundry
Silicon Photonics (SiPh) & CPO Foundry Lab

Model 300mm SOI Silicon Photonics CMOS fab economics, Mach-Zehnder modulators, Ge photodetectors, 800G/1.6T CPO engines, and 20-year DCF finance.

Tantalum & Polymer SMD Metallurgy
Tantalum Capacitor & Polymer SMD Lab

Model capacitor-grade tantalum powder sintering, amorphous Ta2O5 anodization, conductive polymer PEDOT SMD packaging, and 20-year DCF finance.

Gallium Oxide & UWBG Wafers
Gallium Oxide (Ga2O3) Wafer & UWBG Lab

Model beta-Ga2O3 melt crystal growth, EFG iridium crucibles, HVPE n-type drift epitaxy, 10kV+ UWBG power devices, and 20-year fab DCF.

CVD Diamond & Thermal Substrates
CVD Diamond Wafer & Thermal Substrate Lab

Model Microwave Plasma CVD diamond wafer synthesis, >2000 W/mK heat spreaders, laser slicing, optical windows, and 20-year fab DCF finance.

Sapphire Crystals & Wafers
Synthetic Sapphire Wafer & Substrate Lab

Model Kyropoulos 2050°C sapphire crystal growth, 5N HPA charge, multi-wire diamond sawing, CMP wafering, and 20-year fab DCF finance.

Advanced Ceramics & Packaging
Silicon Nitride (Si3N4) Substrate & AMB Lab

Model Gas Pressure Sintering (GPS), Active Metal Brazing (AMB) with thick copper foils, 800V EV SiC power modules, and 20-year DCF finance.

Photonic Wafers & LNOI
Thin-Film Lithium Niobate (TFLN) Lab

Model Smart-Cut LNOI wafer bonding, sub-1V electro-optic Pockels modulators, 800G/1.6T AI transceivers, and 20-year DCF finance.

Compound Semiconductors
Gallium Arsenide (GaAs) Wafer & VCSEL Lab

Model VGF/LEC crystal growth, boric oxide liquid encapsulation, 850nm AI VCSELs, 5G RF modules, and 20-year DCF finance.

Piezoelectric Wafers & POI
Lithium Tantalate (LiTaO3) Wafer Lab

Model 1,650°C CZ growth in Iridium crucibles, POI bonded wafers, 5G smartphone RF SAW filters, and 20-year DCF finance.

Piezoelectric Thin Films & RFFE
AlScN RF Filter Lab

Model reactive co-sputtering, Sc doping physics, BAW/FBAR acoustic resonators, 5G/6G & Wi-Fi 7 filters, and 20-year DCF finance.

III-V Infrared & Quantum
GaSb Wafer & T2SL Infrared Lab

Model 712°C VGF crystal growth, broken-gap InAs/GaSb Type-II superlattices, MWIR/LWIR defense sensors, and 20-year DCF cleanroom finance.

Thermal Ceramics & RF Power
BeO Ceramic Substrate Lab

Model 2,000°C BeO sintering, 280+ W/mK thermal conductivity, Mo-Mn metallization, RF power tubes, and 20-year DCF cleanroom fab economics.

Engineered Silicon Wafers
RF-SOI & FD-SOI Wafer Lab

Model Smart Cut layer transfer, trap-rich HR-Si, 300mm RF-SOI wafer bonding, 5G RFFE switches, and 20-year DCF cleanroom fab economics.

Space Semiconductor Wafers
Germanium (Ge) Substrate Lab

Model CZ crystal growth, 6° off-cut, space solar triple-junction epitaxy, dislocation suppression, and 20-year wafer fab DCF economics.

Radiation Detection Semiconductors
CZT Radiation Detector Lab

Model THM crystal growth, Te inclusion dissolution, photon-counting spectral CT, gamma spectroscopy, and 20-year CZT fab DCF economics.

Solid-State Thermoelectrics
Bi₂Te₃ Thermoelectric Cooler Lab

Model SPS nanostructured Bi2Te3, Peltier cooling delta-T, AI optical transceiver micro-TECs, and 20-year DCF cleanroom fab economics.

Medical Scintillator Crystals
LYSO:Ce Scintillator Crystal Lab

Model Czochralski LYSO crystal growth at 2,150°C, 511 keV scintillation, TOF-PET cancer imaging, and 20-year cleanroom fab economics.

Microwave Ferrites & Circulators
YIG Ferrite & RF Circulator Lab

Model LPE crystal growth, Polder tensor gyromagnetic resonance, Faraday rotation, and 5G Massive MIMO circulator DCF economics.

MWIR Infrared & Quantum Materials
Indium Antimonide (InSb) Wafer Lab

Model Czochralski crystal growth, MWIR 3–5.5 µm focal plane array detectivity, 77K cryogenic mobility, and 20-year cleanroom fab economics.

Non-Linear Optical Crystals
BBO & LBO Crystal Lab

Model Top-Seeded Solution Growth, SHG/THG harmonic conversion, zero walk-off NCPM, and 20-year optical fab economics.

Extreme-Temp Piezoelectrics
Langasite (LGS) Crystal Lab

Model Czochralski crystal growth from Ir crucibles, 1,000°C turbine SAW telemetry, zero phase transitions, and 20-year fab economics.

Bulk Wide Bandgap Substrates
Bulk GaN Substrate Lab

Model supercritical ammonothermal and HVPE bulk GaN crystal growth, vertical power FinFETs (1.2kV–10kV), and 20-year fab economics.

Mid-Infrared NLO Crystals
ZGP Mid-IR Crystal Lab

Model ZnGeP₂ VGF growth, e-beam point defect reduction, 3–12 µm mid-IR OPO laser conversion, and DIRCM defense economics.

Bulk UWBG Nitride Crystals
Bulk AlN Substrate Lab

Model PVT sublimation growth at 2,200°C, 265nm UVC LED internal quantum efficiency, 15 MV/cm vertical power devices, and cleanroom fab economics.

Solid-State Laser Crystals
Nd:YAG & Yb:YAG Laser Crystal Lab

Model Czochralski growth in iridium crucibles at 1,970°C, 4-level vs quasi-3-level laser kinetics, thermal lensing, and 20-year fab DCF economics.

Ultrafast Laser Crystals
Ti:Sapphire Ultrafast Laser Lab

Model Ti:Al₂O₃ crystal growth, H₂ reducing anneals, Figure of Merit (FOM), Kerr-lens mode-locking, and femtosecond pulse generation.

Non-Linear Optical Crystals
KTP Non-Linear Crystal Lab

Model hydrothermal autoclave growth, Type-II 532 nm frequency doubling, grey-tracking mitigation, and PPKTP quantum optics.

Acousto-Optic Crystals
Tellurium Dioxide (TeO₂) Crystal Lab

Model paratellurite Czochralski growth in platinum, slow shear acoustic deflection (v_s = 616 m/s), and neutral atom optical tweezers.

Inorganic Scintillator Crystals
BGO Scintillator Crystal Lab

Model Bi₄Ge₃O₁₂ Bridgman crystal growth, GeO₂ feedstocks, high-Z gamma stopping, and PET detector arrays.

Radiation Detection Crystals
LaBr₃:Ce Scintillator Crystal Lab

Model Lanthanum Bromide Bridgman growth at 783°C, sub-3% FWHM gamma resolution, and drybox hermetic canning.

Dual Gamma-Neutron Scintillators
CLYC Dual Gamma-Neutron Scintillator Lab

Model Cs₂LiYCl₆:Ce elpasolite crystal growth at 640°C, ⁶Li thermal neutron capture, and pulse shape discrimination.

High-Brightness Garnet Crystals
GAGG:Ce Scintillator Crystal Lab

Model Gd₃Al₂Ga₃O₁₂ Czochralski growth in iridium at 1850°C, 57k ph/MeV light yield, and SiPM 520 nm matching.

High-Energy Physics Calorimeter Crystals
PWO Scintillator Crystal Lab

Model Lead Tungstate (PbWO₄) Czochralski growth at 1123°C in platinum, X₀ = 0.89 cm, and sub-10 ns decay.

Birefringent & Laser Host Crystals
YVO₄ Birefringent & Laser Crystal Lab

Model YVO₄ / Nd:YVO₄ Czochralski growth at 1810°C in iridium, Δn = +0.208 birefringence, and DPSS laser gain.

Ultrafast Timing & VUV Crystals
BaF₂ Scintillator & VUV Crystal Lab

Model BaF₂ Bridgman growth, 800 ps core-valence luminescence, Y³⁺ slow component quenching, and Mu2e calorimeters.

Electro-Optic & Pockels Cells
RTP Electro-Optic Crystal & Pockels Cell Lab

Model RbTiOPO₄ (RTP) TSSG growth, matched-pair thermal compensation, 200 kHz Q-switching, and 20-year fab DCF economics.

Mid-IR & LWIR Non-Linear Optics
AgGaSe₂ & AgGaS₂ Mid-IR Crystal Lab

Model chalcopyrite Bridgman growth, 18 µm LWIR transparency, anomalous thermal expansion, and DIRCM OPOs.

Magneto-Optics & Laser Protection
TGG Magneto-Optic Crystal & Faraday Isolator Lab

Model Tb₃Ga₅O₁₂ Czochralski growth in iridium, Verdet constant, non-reciprocal Faraday rotation, and cleanroom fab economics.

Non-Linear Borates & Harmonics
BiBO Non-Linear Crystal & Blue Laser Lab

Model BiB₃O₆ TSSG flux growth, giant d_eff = 3.7 pm/V, non-hygroscopic stability, and blue 473 nm / green 532 nm SHG.

Fluoride Laser Crystals
YLF Laser Crystal & Thermal Lens Lab

Model LiYF₄ Czochralski growth at 845°C, negative dn/dT thermal lensing cancellation, 480 µs energy storage, and 1047/1053 nm lasers.

Non-Linear Optical Crystals
KTA Non-Linear Crystal & Mid-IR OPO Lab

Model KTiOAsO₄ crystal TSSG growth, zero walk-off NCPM OPOs, 5.3 µm mid-IR transmission, and 20-year cleanroom fab economics.

Tunable Solid-State Lasers
Alexandrite Laser Crystal & Vibronic Gain Lab

Model Cr³⁺:BeAl₂O₄ Czochralski growth at 1,870°C, thermally activated 755 nm vibronic gain, medical dermatology lasers, and 20-year fab economics.

Deep-UV Borate Crystals
CLBO Deep-UV Non-Linear Crystal Lab

Model CsLiB₆O₁₀ TSSG crystal growth at 848°C, low 32 mrad walk-off, 266 nm/213 nm DUV generation, and 150°C dry-oven anti-hydration cells.

Mid-IR Chalcogenide Lasers
Cr:ZnSe & Fe:ZnSe Mid-IR Laser Crystal Lab

Model Cr²⁺:ZnSe (2.4 µm) & Fe²⁺:ZnSe (4.2 µm) thermal diffusion, CVD host synthesis, ultra-broad vibronic gain, DIRCM defense lasers, and 20-year fab economics.

Birefringent Polarizing Optics
Calcite & α-BBO Polarizing Prism Lab

Model Calcite (CaCO₃) & α-BBO crystal cleavage, Glan-Taylor laser polarizers, Wollaston beam splitters, 100,000:1 extinction ratio, and optical fab economics.

Far-Infrared Optics & ATR
KRS-5 Far-Infrared Crystal & FTIR ATR Lab

Model Thallium Bromoiodide (TlBr-TlI) Bridgman crystal growth, 0.6–40 µm transmission, FTIR multi-bounce ATR evanescent waves, diamond turning, and closed-loop toxic fab economics.

Laser Optics & Fusion Crystals
KDP & DKDP Laser Crystal & Pockels Cell Lab

Model rapid solution growth, 40 cm NIF laser harmonic conversion (1ω-2ω-3ω), electro-optic Pockels cells, diamond flycutting, and 20-year cleanroom fab economics.

Semiconductor Lithography Optics
CaF₂ & MgF₂ Excimer Optics & Lithography Crystal Lab

Model vacuum Bridgman RAP crystal growth of 400 mm ingots, 193 nm ArF immersion lithography lenses, VUV polarizers, MRF sub-nanometer figuring, and 20-year fab economics.

Terahertz Electro-Optics
ZnTe & GaP Terahertz Crystal & THz-TDS Lab

Model Zinc Telluride & Gallium Phosphide crystal growth, 800 nm velocity-matched optical rectification, electro-optic sampling, and 20-year fab economics.

Radiation Imaging & Micro-CT
LuAG:Ce Scintillator Crystal & Micro-CT Lab

Model LuAG:Ce & LuAG:Pr Czochralski growth at 2,010°C, 0.8 µm X-ray micro-CT imaging screens, high-density radiation stopping, and 20-year fab economics.

Polarized Lasers & Fast Scintillators
YAP Laser & Fast Scintillator Crystal Lab

Model YAP (YAlO₃) Czochralski growth at 1,870°C, naturally polarized Nd:YAP & Er:YAP lasers, 27 ns fast YAP:Ce scintillators, and 20-year fab economics.

Flat-Panel Radiography
CsI:Tl Scintillator & Flat-Panel Detector Lab

Model CsI:Tl columnar evaporation, 54,000 ph/MeV scintillation, medical X-ray flat-panel MTF/DQE, and 20-year cleanroom fab economics.

Gamma Spectroscopy & RIID
SrI₂:Eu Scintillator & Gamma Spectrometer Lab

Model SrI₂:Eu Bridgman crystal growth at 538°C, 2.7% energy resolution, 100k ph/MeV scintillation, RIID isotope ID, and 20-year fab economics.

Cargo Security & CT
CdWO₄ Scintillator & Cargo Inspection Lab

Model CdWO₄ Czochralski growth at 1,325°C, 7.90 g/cm³ density, ultra-low afterglow, dual-energy X-ray security scanning, and 20-year fab economics.

Dual Gamma-Neutron Detection
CLLBC Scintillator & Dual-Mode Detection Lab

Model CLLBC (Cs2LiLaBr6:Ce) Bridgman crystal growth at 625°C, 6Li thermal neutron capture, pulse shape discrimination, and 20-year fab economics.

Dark Matter & NDT
ZnWO₄ Scintillator & Dark Matter Bolometer Lab

Model ZnWO4 (Zinc Tungstate) Czochralski growth at 1,200°C, cryogenic phonon-light dark matter detection, and 20-year cleanroom fab economics.

Fast TOF-PET & Space
CeBr₃ Scintillator & Gamma Spectrometer Lab

Model CeBr3 (Cerium Bromide) Bridgman crystal growth at 722°C, zero self-activity, 17 ns fast decay, sub-4% resolution, and 20-year fab economics.

Light Dark Matter & CRESST
CaWO₄ Scintillator & Light Dark Matter Lab

Model CaWO4 (Calcium Tungstate) Czochralski growth at 1,575°C, sub-100 eV cryogenic phonon-light bolometers, and 20-year cleanroom fab economics.

Harsh Logging & High-Count PET
GSO Scintillator & High-Flux Gamma Lab

Model GSO (Gd2SiO5:Ce) Czochralski growth at 1,900°C, 200°C high-temp borehole gamma logging, radiation hardness, and 20-year cleanroom fab economics.

Dosimetry & Radiation Protection
LiF TLD Dosimeter & Radiation Protection Lab

Model LiF TLD-100 and TLD-100H crystal glow curves, tissue-equivalence, albedo neutron dosimetry, annealing physics, and 20-year dosimetry service economics.

Perovskite & Surgical Oncology
YAP:Ce Scintillator & Medical Probe Lab

Model YAP:Ce (YAlO3:Ce) Czochralski growth at 1,875°C, 25 ns ultrafast scintillation, intraoperative surgical probes, SEM detectors, and 20-year fab economics.

TOF-PET & Fast Scintillation
LPS:Ce Scintillator & TOF-PET Crystal Lab

Model LPS:Ce (Lu2Si2O7:Ce) Czochralski growth at 1,900°C, single-trap 28 ns fast scintillation, sub-100 ps TOF-PET imaging, and 20-year cleanroom fab economics.

Dual Gamma-Neutron & Halide Elpasolite
CLLC Scintillator & Gamma-Neutron Lab

Model CLLC (Cs2LiLaCl6:Ce) elpasolite Bridgman growth at 650°C, fast neutron spectroscopy, pulse shape discrimination FOM > 3.0, and 20-year fab economics.

Zero-Background Beta & Quantum Memory
YSO:Ce Scintillator & Quantum Memory Lab

Model YSO (Y2SiO5:Ce) Czochralski growth at 2,070°C, zero-background beta detection, quantum optical memory coherence, and 20-year fab economics.

Hofstadter Benchmark & SPECT Imaging
NaI:Tl Scintillator & Gamma Camera Lab

Model NaI(Tl) Kyropoulos crystal growth at 661°C, 38k ph/MeV light yield, SPECT Anger cameras, hermetic packaging, and 20-year foundry economics.

High-Density Thermal Neutron & Bonner Spheres
LiI:Eu Scintillator & Thermal Neutron Lab

Model LiI(Eu) crystal growth at 446°C, 6Li thermal neutron capture at 4.2 MeVee, Bonner sphere spectrometry, and 20-year cleanroom foundry economics.

Clinical TOF-PET & Pure Orthosilicate
LSO:Ce Scintillator & Clinical PET Lab

Model pure LSO (Lu2SiO5:Ce,Ca) Czochralski growth at 2,150°C, zero Y-segregation, 32 ns fast decay, TOF-PET arrays, and 20-year fab economics.

SEM Electron Optics & Garnet Scintillator
YAG:Ce Scintillator & SEM Electron Detector Lab

Model YAG:Ce (Y3Al5O12:Ce) Czochralski growth at 1,970°C, 550 nm emission, SEM BSE 4-quadrant detectors, Everhart-Thornley optics, and 20-year fab economics.

77K Cryogenic Semiconductor & 1.8 keV FWHM
HPGe Radiation Detector & Cryogenic Gamma Lab

Model High-Purity Germanium (HPGe) 77K cryogenic gamma spectrometry, 1.8 keV resolution, coaxial detector fab, Stirling cryocooling, and 20-year fab economics.

Peltier Silicon SDD & 125 eV XRF/EDS
Silicon Drift Detector & XRF Spectrometry Lab

Model Silicon Drift Detector (SDD) sideward depletion, 125 eV FWHM resolution, Peltier cooling, handheld XRF & SEM-EDS, and 20-year cleanroom fab economics.

Alpha Bragg Stopping & Radon Lucas Cells
ZnS:Ag Scintillator & Alpha Detection Lab

Model ZnS:Ag phosphor scintillation, 5 MeV alpha Bragg peak stopping, zero-gamma background, radon Lucas cells, and 20-year cleanroom probe fab economics.

Solid-State SPAD & PET/MRI Immunity
Silicon Photomultiplier & Solid-State Lab

Model Silicon Photomultiplier (SiPM) Geiger-mode SPAD microcells, 10^6 gain, sub-100 ps timing, PET/MRI immunity, and 20-year cleanroom wafer fab economics.

Continuous Dynode & Sub-25 ps Timing
Microchannel Plate MCP Detector Lab

Model Microchannel Plate (MCP) electron multiplication, chevron ion feedback suppression, sub-25 ps timing jitter, ALD coatings, and 20-year fab economics.

5.47 eV Wide Bandgap & Fusion Neutrons
CVD Diamond Radiation Detector Lab

Model CVD diamond radiation detectors, 5.47 eV bandgap, 10^16 hadron tolerance, sub-ns timing, 14 MeV fusion neutron spectroscopy, and 20-year fab economics.

He-3 Replacement & Border RPMs
Boron-10 Straw Neutron Detector Lab

Model Boron-10 Coated Straw (BCS) neutron detectors, He-3 replacement physics, 10B(n,alpha) capture, gamma rejection, and 20-year portal fab economics.

MPGD Micro-Holes & Sub-50 µm Tracking
Gas Electron Multiplier GEM Detector Lab

Model Gas Electron Multiplier (GEM) detectors, triple-GEM avalanche gain, sub-50 um tracking, ion backflow suppression, and 20-year cleanroom fab economics.

500°C Nuclear Reactor & 3.26 eV Bandgap
Silicon Carbide SiC Radiation Detector Lab

Model 4H-SiC radiation detectors, 500°C in-core nuclear reactor flux, 3.26 eV bandgap, 15 keV alpha resolution, and 20-year wafer fab economics.

Cryogenic Quantum & Sub-2 eV X-ray
Transition Edge Sensor TES Detector Lab

Model Transition Edge Sensor (TES) microcalorimeters, sub-2 eV X-ray resolution, electrothermal feedback, SQUID readout, and 20-year fab economics.

Superconducting Nanowire & QKD
SNSPD Quantum Single-Photon Detector Lab

Model superconducting nanowire single-photon detectors (SNSPDs), 98% efficiency at 1550 nm, sub-15 ps jitter, 0.8K cryogenics, and 20-year fab economics.

Kinetic Inductance & FDM MUX
MKID Quantum Kinetic Inductance Detector Lab

Model Microwave Kinetic Inductance Detectors (MKIDs), Mattis-Bardeen Cooper pair breaking, 10,000-pixel RF multiplexing, and 20-year quantum fab economics.

SERF Magnetometry & Brain MEG
OPM Quantum Magnetometer Sensor Lab

Model Optically Pumped Magnetometers (OPMs), SERF atomic vapor cell physics, sub-femtotesla brain MEG imaging, and 20-year MEMS quantum foundry economics.

Cold Atom Gravimetry & QINS
Cold Atom Quantum Gravimeter Lab

Model cold atom gravimeters, Raman light-pulse atom interferometry, microGal gravity sensing, GPS-denied navigation, and 20-year quantum fab economics.

NV Diamond & Widefield ODMR
NV Diamond Quantum Magnetometer Lab

Model Nitrogen-Vacancy (NV) diamond quantum magnetometers, ODMR physics, picotesla sensitivity, nanoscale NMR, and 20-year quantum foundry economics.

Rydberg EIT & Quantum RF
Rydberg Atom Quantum Electrometer Lab

Model Rydberg atom quantum electrometers, Autler-Townes optical splitting, SI-traceable RF electric field detection, and 20-year quantum foundry economics.

Optical Lattice & Geodesy
Optical Lattice Atomic Clock Lab

Model Strontium optical lattice clocks, magic wavelength trapping, sub-10^-18 fractional uncertainty, centimeter relativistic geodesy, and 20-year quantum foundry economics.

Optical Frequency Comb & DCS
Optical Frequency Comb & Dual-Comb Lab

Model optical frequency combs, f-to-2f self-referencing, dual-comb spectroscopy, Kerr microcombs, and 20-year photonics foundry economics.

Quantum Squeezing & SQL Evasion
Quantum Squeezed Light Lab

Model non-classical squeezed vacuum states, OPO parametric down-conversion, sub-shot-noise SQL evasion, and 20-year quantum foundry economics.

Trapped-Ion & Quantum Simulation
Trapped-Ion Quantum Computer Lab

Model linear Paul traps, 1D Coulomb crystals of Yb-171 ions, Molmer-Sorensen entangling gates, 99.9% fidelity, and 20-year quantum hardware economics.

Superconducting Qubit & cQED
Superconducting Qubit & Transmon Lab

Model Josephson tunnel junctions, transmon charge noise suppression, cQED dispersive readout, T1/T2 decoherence, and 20-year quantum processor foundry economics.

Quantum Photonics & Single Photons
Quantum Dot Single-Photon Source Lab

Model self-assembled InAs quantum dots, DBR micropillars, Purcell factor, g(2)(0) antibunching, Hong-Ou-Mandel visibility, and 20-year photonics foundry economics.

Quantum Detection & SNSPD
Superconducting Nanowire Detector Lab

Model superconducting nanowire single-photon detectors (SNSPDs), hotspot formation, sub-15 ps jitter, SDE > 98%, and 20-year quantum sensor foundry economics.

Space Quantum Communications
Satellite Quantum Key Distribution Lab

Model space-to-ground decoy-state BB84 QKD, free-space diffraction, adaptive optics turbulence correction, QBER security, and 20-year quantum network economics.

Quantum Memory & Repeaters
Quantum Memory & Repeater Lab

Model optical quantum memories, EIT spin-wave storage, DLCZ entanglement swapping, quantum repeater key rates, and 20-year quantum network foundry economics.

Neutral Atom & Rydberg QPU
Neutral-Atom Quantum Computer Lab

Model 2D optical tweezer arrays, dynamic AOD sorting, Rydberg blockade CZ gates, coherence times, and 20-year quantum computing foundry DCF.

Silicon Spin Qubits & CMOS
Silicon Spin Qubit Processor Lab

Model gate-defined quantum dots in 28Si/SiGe, Overhauser noise suppression, exchange J gates, 1-Kelvin hot qubits, and 20-year CMOS quantum foundry economics.

Photonic Quantum & CV Optics
Photonic Quantum Computer Lab

Model continuous-variable cluster states, Si3N4 interferometer meshes, homodyne MBQC, Gaussian Boson Sampling, and 20-year optical QPU foundry economics.

Topological Superconductivity & MZMs
Topological Quantum Computer Lab

Model hybrid InAs/Al nanowires, Rashba spin-orbit coupling, Majorana zero mode braiding, non-Abelian statistics, and 20-year topological QPU economics.

Optomechanics & Inertial Sensing
Cavity Optomechanics & Sensor Lab

Model radiation pressure dynamical backaction, resolved-sideband ground-state cooling, OMIT, quantum accelerometry, and 20-year sensor foundry economics.

Matter Waves & Gravimetry
Atom Interferometry & Gravimeter Lab

Model light-pulse Raman beam splitters, quadratic T-squared phase accumulation, dual-cloud gravity gradiometry, and 20-year quantum sensor foundry economics.

Microwave-to-Optical Transduction
Quantum Transducer Lab

Model electro-optomechanical microwave-to-optical conversion, added thermal noise, and 20-year quantum network foundry economics.

Mid-IR Lasers & Photonics
Quantum Cascade Laser & Sensor Lab

Model unipolar intersubband transitions, LO-phonon depopulation, mid-IR trace gas detection, and 20-year semiconductor foundry economics.

Superconducting Quantum Sensors
SQUID Magnetometer & Sensor Lab

Model DC SQUID Josephson junction interferometry, flux quantization, femtotesla MEG sensors, and 20-year superconducting foundry economics.

High-NA EUV Semiconductor
High-NA EUV Scanner Lab

Model 13.5 nm LPP sources, 0.55 High-NA anamorphic optics, Mo/Si Bragg reflections, stochastic defects, and 20-year fab economics.

Semiconductor Nanofabrication
Atomic Layer Deposition Lab

Model self-limiting ALD surface chemisorption, thermal windows, high-k dielectric growth, 3D trench conformality, and 20-year equipment foundry economics.

Semiconductor Nanofabrication
Atomic Layer Etching Lab

Model self-limiting ALE surface modification, low-energy ion desorption threshold windows, cryogenic sidewall etch suppression, and 20-year equipment foundry DCF.

Semiconductor Packaging
Direct Cu-Cu Hybrid Bonding Lab

Model sub-micron pad pitch direct Cu-Cu hybrid bonding, CMP dishing kinetics, dielectric fusion, and 20-year packaging foundry DCF.

Sub-2nm Logic Architecture
Backside Power Delivery Lab

Model backside power delivery networks (BSPDN), extreme wafer thinning, nano-TSV IR drop reduction, cell scaling, and 20-year foundry fab DCF.

Semiconductor In-Line Metrology
CD-SAXS Metrology Lab

Model CD-SAXS X-ray scattering, 3D nanosheet profile reconstruction, high-aspect-ratio memory hole metrology, and 20-year equipment foundry DCF.

Sub-1nm CMOS Logic
Complementary FET (CFET) Lab

Model Complementary FET (CFET) 3D stacked nMOS/pMOS channels, vertical N2P isolation, 3T standard cell scaling, and 20-year foundry fab DCF.

Cryogenic Semiconductor Physics
Cryo-CMOS & Quantum Controller Lab

Model Cryo-CMOS subthreshold swing steepening, 4K carrier freeze-out, qubit drive fidelity, cryostat thermal budgets, and 20-year ASIC foundry DCF.

EUV Photolithography
EUV Pellicle & Photomask Stress Lab

Model EUV pellicle 13.5nm transmission, thermal radiation equilibrium at 600W source power, mechanical stress, and 20-year pellicle foundry DCF.

Spintronics Nanofabrication
STT & SOT-MRAM Spintronics Lab

Model STT-MRAM and SOT-MRAM magnetic tunnel junctions, TMR ratio, spin-torque switching, thermal stability, and 20-year embedded memory foundry DCF.

Ferroelectric Memory
FeFET & Ferroelectric Memory Lab

Model FeFET and HZO ferroelectric transistors, orthorhombic phase polarization, memory window, endurance, and 20-year neuromorphic foundry DCF.

EUV Lithography Physics
EUV Stochastic Defect & Shot-Noise Lab

Model EUV 13.5nm photon shot-noise, stochastic defect cliffs, metal oxide vs CAR resist blur, line-edge roughness, and 20-year lithography DCF.

BEOL Interconnect Physics
Low-k Dielectric & Porous OSG Lab

Model porous organosilicate glass low-k dielectrics, mechanical CMP modulus, plasma damage repair, interconnect RC delay, and 20-year fab DCF.

Chalcogenide Nanomaterials
Phase Change Memory & OTS Lab

Model Phase Change Memory and Ovonic Threshold Switches, GST phase transitions, RESET quench kinetics, 3D XPoint scaling, and 20-year foundry DCF.

Oxide Semiconductors
BEOL IGZO Oxide Semiconductor Lab

Model BEOL IGZO thin-film transistors, oxygen vacancies, subthreshold swing, 2T0C DRAM retention, off-current, and 20-year monolithic 3D foundry DCF.

Nanotribology & Planarization
CMP Planarization & Slurry Lab

Model CMP Prestonian removal rates, colloidal slurry chemistry, pad conditioning, copper dishing, oxide erosion, and 20-year fab CoO DCF.

Charged Particle Optics
Helium Ion Microscopy & GFIS Lab

Model Gas Field Ion Source physics, sub-nanometer probe sizes, secondary electron yield, helium bubble swelling, and 20-year metrology DCF.

Secondary Ion Mass Spec
Dynamic SIMS & Dopant Profiling Lab

Model Dynamic SIMS dopant depth profiling, Cs/O2 primary ion beam kinetics, matrix effect ionization, and 20-year metrology tool DCF.

Surface Spectroscopy
XPS Surface Analysis Lab

Model XPS binding energy chemical shifts, angle-resolved ARXPS depth profiling, inelastic mean free path, and 20-year fab metrology DCF.

Thin Film Metrology
Spectroscopic Ellipsometry Lab

Model spectroscopic ellipsometry, psi and delta angles, complex refractive index dispersion, Mueller matrix polarimetry, and fab metrology DCF.

Grazing X-Ray
XRR Thin Film Lab

Model X-ray reflectivity (XRR), critical angle total external reflection, Kiessig fringes, film density, interface roughness, and fab DCF.

Epitaxial Metrology
HRXRD Epitaxial Strain Lab

Model High-Resolution X-Ray Diffraction (HRXRD), reciprocal space mapping (RSM), epitaxial strain relaxation, and fab DCF.

Surface Fluorescence
TXRF Wafer Metrology Lab

Model Total Reflection X-Ray Fluorescence (TXRF), trace metal surface contamination, standing waves, and fab DCF.

Nanoscale Work Function
KPFM Surface Potential Lab

Model Kelvin Probe Force Microscopy (KPFM), contact potential difference, nanoscale work function, and fab DCF.

Dopant Metrology
SIMS Depth Profiling Lab

Model Secondary Ion Mass Spectrometry (SIMS) depth profiling, dopant concentration, knock-on mixing, junction depth, and fab metrology DCF.

Optical Strain Metrology
Raman Spectroscopy Lab

Model Raman spectroscopy, phonon strain tensors, Stokes and Anti-Stokes shifts, 2D materials, and fab metrology DCF.

Atomic Nanometrology
STEM HAADF & EELS Lab

Model STEM HAADF Z-contrast imaging, EELS elemental spectroscopy, atomic column resolution, GAA nanosheets, and fab DCF.

Opaque Film Metrology
Picosecond Laser Ultrasonics Lab

Model picosecond laser ultrasonics (PULSE), opto-acoustic strain waves, acoustic impedance boundaries, and fab CMP metrology DCF.

Optical Metrology
TRPL & Photoluminescence Lab

Model steady-state PL spectra, ABC recombination kinetics, IQE efficiency droop, carrier lifetimes, and fab tool DCF.

3D Atomic Metrology
Atom Probe Tomography Lab

Model field evaporation, 3D atomic needle tip reconstruction, ToF mass spectrometry, proxigrams, and LEAP tool DCF.

Defect Spectroscopy
DLTS Defect Spectroscopy Lab

Model deep-level trap emission kinetics, rate-window boxcar deconvolution, Arrhenius signatures, and power fab DCF.

Hyperspectral Nanometrology
Cathodoluminescence Lab

Model electron-beam excitation, sub-50nm hyperspectral emission, dislocation dark spots, and fab tool DCF.

Carrier Transport Metrology
EBIC Semiconductor Lab

Model electron-beam induced current (EBIC), minority carrier diffusion lengths, junction collection, and defect contrast.

Active Carrier Metrology
SSRM Carrier Profiling Lab

Model spreading resistance, 2D active carrier profiling, nanocontact phase transitions, and fab DCF.

Capacitance Carrier Metrology
SCM Carrier Profiling Lab

Model scanning capacitance microscopy (SCM), dC/dV carrier profiling, MOS depletion, and fab tool DCF.

Thermal Laser FA
OBIRCH Fault Isolation Lab

Model through-silicon infrared laser stimulation, thermal resistance changes (OBIRCH/TIVA), and FA DCF.

Thermal Packaging FA
Lock-In Thermography Lab

Model lock-in thermography (LIT), thermal diffusion waves, 3D stacked IC depth deconvolution, and FA DCF.

Photon Emission FA
Photon Emission Microscopy Lab

Model photon emission microscopy (PEM / EMMI), hot-carrier emission, backside InGaAs imaging, and FA DCF.

RF Nanometrology
Scanning Microwave Microscopy Lab

Model AFM-VNA complex impedance Z(ω), nanoscale dielectric permittivity (k), and fab DCF.

Acoustic Packaging NDT
Scanning Acoustic Microscopy Lab

Model scanning acoustic microscopy (C-SAM), ultrasonic impedance mismatch, A-Scan waveforms, and packaging DCF.

Electrical Nanometrology
Conductive AFM (C-AFM) Lab

Model nanoscale quantum tunneling, Simmons & Fowler-Nordheim field emission, gate oxide pinholes, and ReRAM memristor filaments.

Transistor Failure Analysis
Atomic Force Probing Lab

Model multi-probe nanocontact mechanics, transistor IV curves, subthreshold swing, contact voids, and FA DCF.

Ferroelectric Nanometrology
Piezoresponse Force Microscopy Lab

Model converse piezoelectric d33, DART contact resonance, ferroelectric domain switching, and fab DCF.

3D Packaging Metrology
Sub-Micron X-Ray Micro-CT Lab

Model sub-micron X-ray micro-CT, cone-beam magnification, TSV void segmentation, and fab DCF.

Nanomachining & Circuit Edit
Dual-Beam FIB-SEM Lab

Model Dual-Beam FIB-SEM nanomachining, gas-assisted etching (GAE), circuit edit trace cuts, and FA fab DCF.

Microstructural Crystallography
EBSD Crystallography Lab

Model Kikuchi electron diffraction bands, CSL twin boundaries, GND dislocation density, and electromigration MTTF.

Surface Chemical Metrology
Auger Electron Spectroscopy Lab

Model Auger electron spectroscopy (AES), KLL/LMM transitions, sub-nanometer IMFP escape depth, and surface FA DCF.

Surface Chemical Imaging
ToF-SIMS Surface Chemical Lab

Model Time-of-Flight SIMS, reflectron mass resolution, static SIMS limit, and cluster ion yield enhancement.

Thin-Film Epitaxy Metrology
RHEED Epitaxy Lab

Model Reflection High-Energy Electron Diffraction, specular intensity oscillations, layer-by-layer growth, and fab DCF.

Surface Crystallography
LEED Surface Crystallography Lab

Model Low-Energy Electron Diffraction, retarding grids, Wood's notation, I(V) curve fitting, and surface fab DCF.

Quantum Materials Metrology
ARPES Band Structure Lab

Model Angle-Resolved Photoemission Spectroscopy, electronic band dispersion, Dirac cones, Fermi surfaces, and lab DCF.

Ultrafast Optoelectronics
THz Time-Domain Spectroscopy Lab

Model Terahertz Time-Domain Spectroscopy, complex conductivity, Drude-Smith transport, and non-contact sheet resistance.

Modulation Spectroscopy
Photoreflectance Spectroscopy Lab

Model optical modulation spectroscopy, Franz-Keldysh oscillations, internal electric fields, 2DEG carrier density, and compound fab DCF.

Quantum Nanometrology
Scanning Tunneling Spectroscopy Lab

Model quantum vacuum tunneling, Tersoff-Hamann theory, normalized dI/dV LDOS, Friedel oscillations, and quantum lab DCF.

Ultrafast Optoelectronics
Transient Absorption Lab

Model femtosecond pump-probe differential absorption, ground state bleaching, hot carrier cooling, and cleanroom DCF.

Nuclear Solid-State Physics
Positron Annihilation Lab

Model positron lifetimes (PALS), Doppler S-parameter, sub-nm atomic vacancies, and advanced foundry DCF.

Nonlinear Optics
Surface SHG Lab

Model interface second-harmonic generation, rotational anisotropy cloverleafs, operando EFISH, and cleanroom DCF.

X-ray Diffraction
X-ray Standing Wave Lab

Model dynamical Bragg diffraction, standing wave phase shift, sub-pm atomic triangulation, and GAA dopant DCF.

X-ray Spectroscopy
RIXS Spectrometer Lab

Model resonant inelastic X-ray scattering, magnon dispersion, dd orbitons, oxygen redox, and quantum lab DCF.

Surface Spectroscopy
VSFG Spectroscopy Lab

Model vibrational sum-frequency generation, molecular tilt, Im[chi(2)] orientation, and cleanroom DCF.

Neutron Scattering
PNR Magnetism Lab

Model polarized neutron reflectometry, buried interface magnetism, spin asymmetry, and spintronics DCF.

Electron Microscopy
LEEM & PEEM Lab

Model low-energy electron microscopy, monoatomic step phase contrast, LEEM-IV layer counting, and cleanroom DCF.

X-ray Metrology
X-ray Ptychography Lab

Model coherent X-ray ptychography, ePIE phase retrieval, sub-2nm 3D tomography, and packaging DCF.

Neutron Metrology
Neutron Depth Profiling Lab

Model non-destructive nuclear reaction analysis, stopping power, operando lithium dendrites, and gigafactory DCF.

Quantum Metrology
Muon Spin (μSR) Lab

Model spin-polarized muon implantation, vortex lattice London penetration depths, and quantum foundry DCF.

Acoustic Metrology
Resonant Ultrasound Lab

Model Rayleigh-Ritz Lagrangian mechanics, complete elastic stiffness tensors Cijkl, Zener anisotropy, and laboratory DCF.

Quantum Sensing
Scanning SQUID Microscopy Lab

Model magnetic flux sensitivity, 2D Biot-Savart current inversion, buried IC shorts, and packaging DCF.

Surface Metallurgy
Thermal Desorption Spectroscopy Lab

Model Polanyi-Wigner desorption kinetics, Redhead activation energy, hydrogen trapping in AHSS, and laboratory DCF.

Nanophotonics Metrology
s-SNOM & Polariton Nanophotonics Lab

Model tip-enhanced near-field polarizability, lock-in harmonic demodulation, 2D polariton fringe interferometry, and laboratory DCF.

Spintronics Metrology
MOKE Magnetometry & Spintronics Lab

Model Polar, Longitudinal, and Transverse Kerr hysteresis, STT-MRAM wafer testing, chiral skyrmions, and laboratory DCF.

Photothermal Metrology
PDS Sub-Bandgap Defect Lab

Model optical mirage effect deflection, Urbach disorder tails, sub-bandgap deep defect densities, and laboratory DCF.

Nanoscale Thermal Metrology
TDTR Thermal Metrology Lab

Model Time-Domain Thermoreflectance (TDTR), thermal boundary conductance (G), cross-plane heat diffusion, and laboratory DCF.

GHz Inelastic Metrology
BLS Magnon & Phonon Lab

Model Brillouin Light Scattering (BLS), Sandercock tandem Fabry-Pérot, DMI spin waves, and acoustic phonons.

Ion Beam Analysis
RBS Depth Profiling Lab

Model Rutherford Backscattering Spectrometry (RBS), ion channeling chi-min, thin-film stoichiometry, and accelerator DCF.

X-ray Absorption Spectroscopy
XAFS & EXAFS Lab

Model X-ray Absorption Fine Structure (XAFS), XANES oxidation states, EXAFS coordination shells, and benchtop spectrometer DCF.

Nanoscale Thermal SPM
SThM Thermal Metrology Lab

Model Scanning Thermal Microscopy (SThM), 3-omega tip heating, contact resistance, and 20nm hotspot thermometry.

Grazing-Incidence Metrology
GISAXS Metrology Lab

Model Grazing-Incidence Small-Angle X-ray Scattering (GISAXS), Yoneda peaks, and block copolymer DSA pitch.

Electrochemical Probe Metrology
SECM Microscopy Lab

Model Scanning Electrochemical Microscopy (SECM), UME feedback approach curves, and electrocatalysis DCF.

Battery & Energy Storage Metrology
EIS Battery Impedance Lab

Model Electrochemical Impedance Spectroscopy (EIS), Randles circuits, Nyquist/Bode plots, and pack grading DCF.

Nanoscale Chemical Metrology
AFM-IR Spectroscopy Lab

Model AFM-IR nanoscale infrared spectroscopy, PTIR photothermal expansion, contact resonance, and analytical lab DCF.

Plasmonic Nanometrology
TERS Nanoscale Raman Lab

Model Tip-Enhanced Raman Spectroscopy (TERS), localized plasmon enhancement, gap-mode fields, and analytical lab DCF.

Magnetic Resonance Metrology
EPR / ESR Spectroscopy Lab

Model Electron Paramagnetic Resonance (EPR/ESR), Zeeman splitting, hyperfine coupling, and analytical lab DCF.

Magnetic Resonance Metrology
TD-NMR Relaxometry & Spectroscopy Lab

Model 1H nuclear Zeeman precession, CPMG T2 relaxation decay, pore size distributions, and benchtop testing facility DCF.

Nanoparticle Metrology
Dynamic Light Scattering & Zeta Potential Lab

Model DLS Brownian diffusion, Stokes-Einstein hydrodynamic diameter, cumulant PDI, electrophoretic mobility, and testing lab DCF.

Surface Science Metrology
XPS & ESCA Surface Analysis Lab

Model X-ray photoemission, core-level oxidation shifts, spin-orbit doublets, Shirley background, and surface lab DCF.

Thermal Analysis & Calorimetry
TGA-DSC Thermal Analysis Lab

Model Simultaneous Thermal Analysis (STA), TGA mass loss, DTG rate, DSC heat flux, and commercial testing lab DCF.

Crystallography Metrology
XRD Powder Diffraction Lab

Model X-ray diffraction, Bragg reflection, Scherrer crystallite sizing, Williamson-Hall microstrain, and laboratory DCF.

Porosimetry Metrology
BET Surface Area & BJH Porosimetry Lab

Model N2 physisorption at 77K, BET specific surface area, BJH mesopore distributions, and testing lab DCF.

Microscopy & Microanalysis
SEM-EDS Microanalysis Lab

Model SEM electron interaction volumes, SE topography, BSE Z-contrast, EDS spectra, and commercial lab DCF.

Microscopy & Microanalysis
TEM-STEM & EELS Lab

Model relativistic electron optics, Cs correction, HAADF Z-contrast, EELS core-loss spectra, and lab DCF.

Molecular Spectroscopy
FTIR-ATR Spectroscopy Lab

Model Michelson interferograms, ZPD centerburst, ATR evanescent penetration depth, vibrational spectra, and QA lab DCF.

Chiroptical & Biologics
Circular Dichroism CD Lab

Model Far-UV Circular Dichroism, protein secondary structure deconvolution, thermal melting Tm, and biopharma testing DCF.

Inorganic & Trace Metrology
ICP-MS Trace Elemental Lab

Model argon plasma ionization, collision cell KED polyatomic filtering, internal standardization, and trace testing lab DCF.

Particle Characterization
Laser Diffraction PSD Lab

Model Mie and Fraunhofer optical scattering, volume-based D10/D50/D90 percentiles, span, and powder testing lab DCF.

Biophysics & Kinetics
SPR Molecular Binding Lab

Model Surface Plasmon Resonance (SPR) binding kinetics, kon/koff rate constants, KD affinity sensorgrams, and biopharma lab DCF.

Thermodynamics & Microcalorimetry
ITC Binding Thermodynamics Lab

Model Isothermal Titration Calorimetry (ITC) thermograms, binding enthalpy, entropy, Wiseman c-parameter, KD affinity, and lab DCF.

Biologics & Formulation
Nano-DSC Protein Stability Lab

Model capillary Nano-DSC thermograms, multi-domain Tm unfolding, calorimetric vs van 't Hoff enthalpy, and biopharma lab DCF.

Interferometry & Kinetics
BLI Molecular Interaction Lab

Model Bio-Layer Interferometry (BLI) sensorgrams, wavelength shift, kon/koff kinetics, IgG titer quantitation, and lab DCF.

Nanoparticle Metrology
NTA Nanoparticle Tracking Lab

Model Nanoparticle Tracking Analysis (NTA), Brownian motion tracking, exosome size distribution, particle concentration, and lab DCF.

Hydrodynamics & Gene Therapy
Analytical Ultracentrifugation AUC Lab

Model Analytical Ultracentrifugation (AUC) sedimentation velocity, c(s) distributions, AAV full/empty capsids, and testing lab DCF.

Macromolecular Chromatography
SEC-MALS Molar Mass Lab

Model SEC-MALS multi-angle light scattering, absolute molecular weight Mw, radius of gyration Rg, Debye plots, and lab DCF.

Solution Biophysics
SAXS Biomolecular Structure Lab

Model Small-Angle X-ray Scattering (SAXS), Guinier Rg, Kratky plots, P(r) distance distributions, Dmax, and lab DCF.

Structural Mass Spectrometry
HDX-MS Epitope Mapping Lab

Model Hydrogen-Deuterium Exchange Mass Spectrometry (HDX-MS), EX1/EX2 kinetics, epitope mapping protection footprints, and testing lab DCF.

Structural Cryo-EM
Cryo-EM Resolution & Facility Lab

Model Cryo-EM single-particle 3D reconstruction, Fourier Shell Correlation FSC 0.143 resolution, CTF Thon rings, and Krios facility DCF.

Biomolecular Spectroscopy
Biomolecular NMR Lab

Model 2D 1H-15N HSQC NMR spectra, chemical shift perturbations (CSP), fast vs slow exchange, protein-ligand Kd titrations, and NMR lab DCF.

Biophysical Affinity
Microscale Thermophoresis (MST) Lab

Model Microscale Thermophoresis (MST) binding affinity Kd, Soret effect thermophoretic depletion traces, in-lysate screening, and lab DCF.

Biophysical Chiroptics
Circular Dichroism (CD) Lab

Model Circular Dichroism (CD) Far-UV secondary structure deconvolution, alpha-helix and beta-sheet fractions, thermal melting Tm, and lab DCF.

Thermal Shift Assay
Differential Scanning Fluorimetry (DSF) Lab

Model Differential Scanning Fluorimetry (DSF) and nanoDSF protein thermal shift, Tm deconvolution, ligand binding affinity Kd, and high-throughput lab DCF.

Single-Molecule Biophysics
Mass Photometry (MP) Lab

Model Mass Photometry (MP) single-molecule mass distribution, iSCAT contrast, oligomeric state stoichiometry, AAV capsid ratio, and lab facility DCF.

Cellular Metrology
Flow Cytometry & FACS Lab

Model Flow Cytometry & FACS multi-laser optics, FSC/SSC gating, fluorescence compensation, electrostatic droplet cell sorting, and facility DCF.

Molecular Diagnostics
Digital PCR (dPCR) Lab

Model Digital PCR (dPCR) Poisson statistics, absolute copy number, rare mutation VAF, droplet fluorescence gating, and diagnostic facility DCF.

Single-Cell Genomics
Single-Cell RNA-Seq Lab

Model Single-Cell RNA-Seq (scRNA-Seq) droplet microfluidics, Poisson multiplet rate, UMI sequencing saturation, and genomics core facility DCF.

Spatial Biology
Spatial Transcriptomics Lab

Model Spatial Transcriptomics in situ hybridization, mRNA lateral diffusion, multiplex optical decoding, tissue Moran's I, and lab facility DCF.

Biophysical Metrology
AF4 Field-Flow Fractionation Lab

Model Asymmetric Flow Field-Flow Fractionation (AF4) channel physics, cross-flow retention, LNP Rg/Rh shape factor, MALS integration, and lab DCF.

Single-Molecule Biophysics
smFRET & TIRF Microscopy Lab

Model single-molecule FRET (smFRET) Förster distance, TIRF evanescent decay, two-state HMM dwell times, and biophysics facility DCF.

Moisture-Swing DAC
Moisture-Swing DAC Lab

Model moisture-swing direct air capture (DAC), resin kinetics, passive contactors, and net LCODAC.

Marine CDR & Ocean Capture
Ocean Carbon Capture & mCDR Lab

Model direct ocean carbon capture, electrodialysis seawater splitting, ocean alkalinity enhancement (OAE), green hydrogen co-products, and 20-year net LCOR.

In-Situ Carbon Mineralization
Carbon Mineralization Lab

Model in-situ carbon mineralization in basalt and peridotite, rock dissolution kinetics, solid stone precipitation, and 25-year LCOS.

CO2 Concrete Mineralization
CO2 Mineralized Concrete Lab

Model CO2 mineralized concrete batching, nano-calcite precipitation kinetics, cement binder reduction, embodied carbon, and ready-mix ROI.

Enhanced Rock Weathering
Enhanced Rock Weathering Lab

Model enhanced rock weathering (ERW), silicate dissolution kinetics, soil porewater bicarbonate, avoided aglime, and 10-year CDR ROI.

Hydrothermal Oxidation & PFAS
SCWO PFAS Destruction Lab

Model supercritical water oxidation thermodynamics, PFAS mineralization DRE %, autothermal sludge destruction, and 20-year LCOT.

Direct Electrochemical Steel
Molten Oxide Electrolysis Lab

Model molten oxide electrolysis (MOE) thermodynamics, Faraday cell voltage, direct iron ore reduction, oxygen credits, and 20-year green steel LCOS.

Turquoise Hydrogen & Carbon Black
Methane Pyrolysis Lab

Model methane cracking kinetics, plasma & molten metal reactors, solid carbon black byproduct credits, and 20-year net LCOH.

Clean Hydrogen Carrier & NH₃
Ammonia Cracking & Hydrogen Re-Generation Lab

Model endothermic ammonia catalytic decomposition, ruthenium vs nickel catalysts, PSA purification, and 20-year delivered LCOH.

Natural Geologic Hydrogen & He
Geologic Hydrogen (White H2) Lab

Model abiotic serpentinization kinetics, reservoir Darcy flow, helium co-product recovery, Section 45V PTC, and 20-year LCOH project finance.

Thermochemical Bioenergy & Syngas
Biomass Gasification & Syngas Lab

Model sub-stoichiometric biomass gasification, cold gas efficiency, syngas composition, water-gas shift bio-hydrogen, biochar carbon credits, and 20-year DCF economics.

Power-to-Gas & CCU
Power-to-Gas (PtG) & Methanation Lab

Model catalytic and biological Sabatier methanation, green hydrogen electrolyzer coupling, biogenic CO2 utilization, exothermic steam, and 20-year LCOM project finance.

Hydrogen Storage
Salt Cavern Hydrogen Storage Lab

Model geological solution-mined salt cavern clean hydrogen storage: Peng-Robinson real gas compressibility, cushion vs working gas ratios, and 30-year LCOS project finance.

Advanced Nuclear
Molten Salt Reactor (MSR) Lab

Model Generation IV liquid-fueled nuclear reactors: FLiBe salt thermohydraulics, 1 atm ambient pressure walkaway safety, online xenon sparging, and 40-year LCOE project finance.

Bioenergy & RNG
Landfill Methane to RNG & Power Lab

Model EPA LandGEM first-order decay methane generation kinetics, LFG to pipeline RNG upgrading vs reciprocating CHP engines, D3 RINs, LCFS credits, and 20-year project finance.

Clean Power Markets
Grid BESS Revenue Stacking & Arbitrage Lab

Model utility-scale merchant BESS multi-market revenue stacking across wholesale energy arbitrage, frequency regulation, and ELCC capacity contracts.

Mechanical Energy Storage
Gravity Energy Storage (GESS) Lab

Model mechanical potential energy storage (E=mgh), deep mine shafts vs crane towers, regenerative motor/generator winches, zero capacity fade, and 35-year LCOS project finance.

Industrial Electrification
Transcritical CO2 Heat Pump Lab

Model natural refrigerant R-744 transcritical heat pumps, supercritical gas cooler temperature glide matching, Lorenz cycle COP, industrial gas boiler replacement, and 15-year TCO.

Industrial Electrification
MVR Evaporator Lab

Model mechanical vapor recompression (MVR) thermodynamics, compressor COP, falling film calandria, boiler steam displacement, and 15-year LCOE economics.

Thermal Infrastructure
District Cooling Plant & TES Lab

Model central district cooling plants, stratified chilled water / ice TES diurnal peak shifting, hydraulic network distribution, Low Delta-T Syndrome penalties, and 25-year project finance.

Power Electronics
DC Microgrid Efficiency & Droop Control Lab

Model medium-to-low voltage DC distribution architectures, elimination of AC/DC conversion stages, V-I droop voltage stabilization, SSCB fault clearing, and 20-year project finance TCO.

Thermodynamics
Supercritical CO2 Brayton Cycle Power Lab

Model supercritical CO2 closed-loop Brayton cycles, real-gas liquid-like compression near the critical point, recompression flow splitting, turbomachinery footprint miniaturization, and 30-year clean power LCOE project finance.