Forecasting & Predictive Planning

Plan with clearer assumptions

When demand, revenue, capacity, or financial plans are difficult to defend, a single confident prediction is not enough. I help planning-intensive organizations build forecasts that make assumptions visible, quantify uncertainty, and support decisions before resources are committed.

Forecasting data visualization

A practical fit for planning under uncertainty

This service is designed for finance, supply chain, revenue operations, and commercial leaders who need to:

  • improve demand, revenue, capacity, sales, or financial planning;
  • understand forecast bias, error, and the business cost of missed estimates;
  • compare scenarios before changing budgets, inventory, staffing, or other resources; or
  • replace an opaque or manual forecast with a repeatable, maintainable process.

If the main need is to explore patterns or validate a broader analytics use case, Data Science & Decision Analytics may be the clearer starting point.

From baseline to monitored forecast

I work directly with stakeholders to define the planning decision, forecast horizon, current method, constraints, and measures of success. The work can include:

  • assessing historical data, relevant variables, seasonality, and data limitations;
  • establishing a baseline and selecting appropriate error and bias measures;
  • developing and validating statistical or machine-learning forecasting approaches;
  • presenting uncertainty ranges, assumptions, and scenarios alongside point estimates; and
  • integrating the chosen approach into existing workflows, with documentation and monitoring.

Forecast performance depends on the available data and how predictable the underlying process is. Rather than promise accuracy, I compare approaches against the baseline, make limitations explicit, and define how performance will be reviewed as conditions change.

Explore a forecasting pilot

Have a forecast that is unreliable, difficult to explain, or disconnected from planning? Share the decision you need to make, the current forecasting process, and what is not working. I will help determine whether a focused assessment or pilot is a sensible next step.