External Variables Impact Analysis Course
Master external variables impact analysis for weekly retail demand. Learn to source, clean, and model weather, macro, competitor, and calendar signals, quantify their effect on sales, and turn statistical results into clear, data-driven business actions.

4 to 360 hours of flexible workload
valid certificate in your country
What Will I Learn?
The External Variables Impact Analysis Course shows you how to turn weekly retail data and outside signals into reliable, actionable insights. Learn to clean and engineer features, handle holidays, weather, macro indicators, and competitor activity, then build transparent, explainable models. You also master reproducible workflows, experiment tracking, and clear communication of impact, uncertainty, and recommendations to decision-makers.
Elevify Differentials
Develop Skills
- Time series retail modeling: build robust weekly demand forecasts fast.
- External drivers engineering: turn weather, macro, and search data into signals.
- Explainable models: use SHAP and PDPs to clarify external variable impact.
- Impact quantification: convert coefficients into clear sales and policy effects.
- Reproducible pipelines: design versioned, ethical, and production-ready workflows.
Suggested Summary
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