Forecasting and Time-Series
Analysis
ARIMA, exponential smoothing, ML-based
forecasting, scenario analysis.
Causal Impact Evaluation
Difference-in-differences, synthetic control,
instrumental variables, regression
discontinuity.
Customer & Market Analytics
Segmentation, churn prediction, CLV
modeling, demand estimation.
Pricing and Revenue
Optimization
Conjoint, MaxDiff, Van Westendorp PSM,
elasticity and price optimization.
Predictive Modeling with
Machine Learning
Classification, regression, survival models,
model interpretability.
Marketing Mix & ROI Measurement
Marketing mix modeling (MMM), attribution, key
driver analysis.
Statistical & Econometric
Foundations
Regression, panel data, limited dependent variable
models, hypothesis testing.
Operational & Supply Chain
Analytics
Optimization, simulation, workforce allocation,
inventory planning.
Text & NLP Analytics
Sentiment analysis, topic modeling, social media
and unstructured data mining.
Data Visualization &
Communication
Turning analytics into clear, decision-ready
dashboards and presentations.