Statistical Analysis & Problem Solving

Hypothesis-driven work that explains variation, quantifies risk, and guides action with confidence intervals—not hunches.


Statistics that move the business

For marketers, finance, and ops leaders—clear trends, measured lift, and confident rollouts.

Retail
SKU mix • Price/Promo • Footfall

Growth Playbook

Elasticities, promo lift vs. cannibalization, and seasonality—down to store × category.

Revenue trend

Promo lift

Stockout risk

+3–7% margin
clean holdout lift
“next best promo”

Hospitality
ADR • RevPAR • Staffing

Yield Lab

Time-series demand, dynamic pricing windows, and labor optimization by daypart.

Booking curve

Seasonality

Labor vs. demand

+2–5% ADR
no-surprise staffing
blackout windows

Fintech
Risk • CLV • Fraud

Risk & Value Lens

Bayesian scorecards, cohort CLV, and early-warning signals—clear enough for audit.

PD trend

CLV by cohort

Fraud alerts

lower loss rate
explainable
audit-ready

Charts are illustrative; exact metrics and models are tailored to your data and controls.

Representative problems we tackle

Across pricing, operations, and experimentation — patterns that shape better business decisions.

Pricing Impact

Elasticities, cross-effects, promo lift vs cannibalization — see what really drives revenue.

Promo lift over time — modeled with mixed-effects regression

Operational Variability

ANOVA and regression to isolate drivers of wait times, waste, and defects.

ANOVA across shifts and locations — identifying variance sources

Experimentation

Design, randomization checks, CUPED, sequential testing — quantify uplift with precision.

Treatment × segment matrix — tracking real vs. expected uplift

Deliverables that drive action

Decision Memos

Concise summaries that explain findings, confidence, and risk — designed for executives.

Readable • Defensible • Board-ready

Executive summary memo showing insights, charts, and risk framing

Experiment Kits

Templates, randomizers, and guardrails to scale tests across brands or stores.

Repeatable • Safe • Scalable

A/B test configuration templates and randomization interface

Diagnostic Dashboards

Ongoing drift detection, forecast tracking, and counterfactual simulations.

Continuous • Visual • Actionable

Interactive dashboard showing KPIs, anomaly detection, and forecasts

Statistical rigor, operationalized

  • Pre-registration & analysis plans
  • Power analysis & sample sizing
  • Assumption checks & diagnostics
  • Readable effect sizes & CIs