Domain-Specific Solutions

Specialized tools tailored for Finance, Econometrics, Laboratory Sciences, and Research

Finance & Quantitative Analysis

Professional-grade tools for financial markets, risk management, and portfolio optimization

Current Implementations
Technical Analysis
  • Moving averages (SMA, EMA, WMA)
  • MACD, RSI, Stochastic Oscillator
  • Bollinger Bands and volatility measures
Risk Metrics
  • Value at Risk (VaR) and Conditional VaR
  • Sharpe Ratio, Sortino Ratio
  • Maximum Drawdown analysis
Advanced Models
  • GARCH, EGARCH, GJR-GARCH volatility models
  • Options pricing (Black-Scholes, Binomial trees)
  • Monte Carlo simulations via QLNet
  • Portfolio optimization and efficient frontier
Fixed Income
  • Yield curve analysis and bootstrap methods
  • Nelson-Siegel fitting
  • Credit risk models (PD, LGD)
Upcoming Capabilities
High-Frequency Trading
  • Microsecond precision analysis
  • Limit order book reconstruction
  • Market microstructure analysis
Advanced Models
  • Regime switching models (Markov-switching ARIMA)
  • Stochastic volatility (Heston, SABR)
  • Copula-based multivariate risk analysis
Market Data & Integration
  • Real-time connectors (Bloomberg, Reuters, IEX Cloud)
  • Cryptocurrency and on-chain metrics
  • ESG data integration
Trading Infrastructure
  • Backtesting with slippage and transaction costs
  • Strategy optimization frameworks
  • Performance attribution analysis

Econometrics

Advanced econometric methods for research, forecasting, and policy analysis

Current Implementations
Regression Analysis
  • OLS, WLS, GLS regression
  • Robust regression (Huber, Tukey)
  • Residual diagnostics and model validation
Time Series Tests
  • Augmented Dickey-Fuller (ADF) test
  • Phillips-Perron and KPSS tests
  • Unit root test battery
Multivariate Models
  • Vector Autoregression (VAR)
  • Johansen cointegration test
  • Engle-Granger two-step method
Causality Analysis
  • Granger causality testing
  • Impulse response functions
  • Variance decomposition
Upcoming Capabilities
Advanced Time Series
  • Vector Error Correction Models (VECM)
  • Threshold VAR and Smooth Transition models
  • Bayesian VAR with Minnesota priors
Panel Data
  • Fixed Effects and Random Effects models
  • Difference-in-Differences estimation
  • Dynamic panel models
Causal Inference
  • Instrumental Variables (IV) and 2SLS
  • Structural break tests (Chow, Bai-Perron)
  • Propensity Score Matching
Macroeconomic Modeling
  • Dynamic Factor Models (DFM)
  • DSGE model estimation
  • Nowcasting with MIDAS
  • Spatial econometrics

Chromatography (Laboratory Analysis)

Comprehensive tools for GC, LC, HPLC, and mass spectrometry data analysis

Peak Analysis
  • Automated baseline correction
  • Peak detection with CWT algorithms
  • Gaussian/EMG peak fitting
  • Peak integration and quantification
  • Deconvolution for overlapping peaks
Method Development
  • Retention time alignment
  • Retention index calculation
  • Drift correction algorithms
  • Mobile phase optimization
  • Resolution prediction
Quantitative Analysis
  • Calibration curves (linear, weighted)
  • Internal/external standards
  • LOD and LOQ calculation
  • PLS and PCR multivariate calibration
Quality Control
  • System suitability testing
  • Reproducibility metrics (RSD, CV)
  • Control charts (Shewhart, CUSUM)
  • Batch comparison tools
Data Processing
  • Savitzky-Golay smoothing
  • Baseline subtraction (ALS, rolling ball)
  • Noise reduction filters
  • Signal preprocessing pipelines
GC/LC-MS Integration
  • Extracted Ion Chromatograms (EIC)
  • Total Ion Chromatograms (TIC)
  • Mass spectral library matching
  • Compound identification
Instrument Compatibility

Direct import support for Agilent ChemStation, Waters Empower, Shimadzu LabSolutions, Thermo Chromeleon, and other major chromatography data systems. 21 CFR Part 11 compliance tools and GLP/GMP reporting templates included.

Spectroscopy (UV-Vis, IR, NMR, Raman)

Advanced spectral analysis for analytical chemistry and materials science

Spectral Preprocessing
  • Baseline correction (polynomial, SNIP, ALS)
  • Normalization (vector, MSC, SNV)
  • Savitzky-Golay smoothing
  • Derivative spectroscopy (1st & 2nd)
  • Cosmic ray removal for Raman
Peak Analysis
  • Automated peak picking
  • Gaussian, Lorentzian, Voigt fitting
  • Peak deconvolution
  • Zero-crossing methods
  • Integration and quantification
Chemometrics
  • PCA for exploratory analysis
  • PLS-DA for classification
  • MCR-ALS curve resolution
  • Classical Least Squares (CLS)
  • Multi-component analysis
UV-Vis & IR Analysis
  • Beer-Lambert law calculations
  • Absorbance/transmittance conversion
  • Kubelka-Munk transformation
  • Functional group identification
  • ATR correction
  • AI-powered spectral interpretation
NMR Analysis
  • Chemical shift prediction
  • Multiplet analysis
  • Peak integration
  • J-coupling extraction
  • 2D NMR (COSY, HSQC, HMBC)
  • DOSY processing
Advanced Techniques
  • 2D correlation spectroscopy
  • Fluorescence EEM and PARAFAC
  • Time-resolved spectroscopy
  • Temperature-dependent studies
  • Spectral library matching (NIST, Wiley)
Instrument Integration

Compatible with major spectroscopy instruments from Bruker, Varian/Agilent, JEOL, PerkinElmer, and Thermo Fisher Scientific. Direct data import and instrument control capabilities (upcoming).

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