Services

Predictive Analytics & Modeling

Use historical data, statistical models, and scenarios to understand likely outcomes and support planning under uncertainty.

How This Service Helps

Predictive work is most useful when it answers a planning question: what may happen, which factors are associated with that outcome, and what can decision-makers do with the information?

I help frame the target, prepare the data, compare appropriate models, and assess whether the results are useful and understandable. Depending on the problem, that may involve regression, forecasting, time-series analysis, or scenario modeling.

The output can support prioritization, capacity planning, budget discussions, or risk review while making uncertainty and model limitations visible.

What I Can Help With

01Regression & statistical modelingEstimate relationships between inputs and an outcome of interest.
02Forecasting & time-series analysisDevelop forecasts that make timing and uncertainty explicit.
03Predictive modelingCompare model approaches and assess their practical usefulness.
04Scenario analysisExamine how plausible assumptions change the expected result.
05Model diagnosticsUse diagnostics to understand where a model performs well or poorly.
06Interpretation for planningTranslate model output into implications for planning and review.

Questions This Work Can Help Answer

  • Which factors are associated with the outcome we care about?
  • What is a reasonable range of future outcomes?
  • How should a forecast be evaluated over time?
  • Which scenarios would materially change the plan?
  • How much confidence should we place in the model?

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

PythonRSPSSSQLStatistical AnalysisPredictive Modeling

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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