Services

Simulation & Decision Modeling

Make uncertainty, alternative scenarios, and complex decision pathways explicit so choices can be evaluated more carefully.

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Business context

How This Service Helps

Some decisions cannot be represented well by a single average or point estimate. They involve uncertainty, timing, competing pathways, or assumptions that may change the preferred option.

I help translate those structures into decision-analytic models, microsimulation, Monte Carlo simulation, Markov models, and sensitivity analyses. Each model is built around a defined question, transparent inputs, and a practical interpretation of the results.

This supports scenario planning, economic evaluation, threshold discussions, and a clearer understanding of which assumptions deserve the most scrutiny.

Engagement scope

What I Can Help With

01Microsimulation modelingRepresent pathways, events, and uncertainty in a decision structure.
02Monte Carlo simulationSimulate a range of inputs rather than relying on one estimate.
03Markov & decision-analytic modelsCompare options across time, outcomes, costs, or risk.
04Sensitivity analysisTest how results change when key assumptions move.
05Scenario comparisonIdentify thresholds at which a decision or recommendation changes.
06Decision thresholdsMake complex model logic understandable to decision-makers.
Questions to explore

Questions This Work Can Help Answer

  • Which assumptions have the greatest effect on the decision?
  • How do outcomes change across plausible scenarios?
  • What information would reduce uncertainty most?
  • At what threshold would the preferred option change?
  • How should a complex model be explained to decision-makers?
Working together

How I Approach the Work

01 / Understand

Start with the
business question.

Clarify the decision, available data, stakeholders, and what a useful outcome looks like.

02 / Analyze

Build the
evidence.

Prepare, explore, validate, and analyze the data using methods appropriate to the question.

03 / Translate

Connect analysis
to the business.

Turn findings into clear implications, tradeoffs, and decision-relevant insights.

04 / Deliver

Make the work
usable.

Deliver the appropriate dashboard, report, model, analysis, or recommendation.

Tools & Methods

PythonRExcelStatistical AnalysisEconomic ModelingScenario Analysis

Have a similar analytics challenge?

Let's discuss the business question, available data, and what a useful analytical deliverable could look like.

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