Predictive Modeling Course
Master predictive modeling for customer spend. Learn data prep, feature engineering, model selection, validation, and interpretation to turn statistical skills into accurate forecasts and high-impact business decisions.
from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This Predictive Modeling Course gives you a practical, end-to-end workflow for accurate spend prediction on customer-month data. You will define clear prediction targets, prevent data leakage, run thorough exploratory analysis, engineer robust temporal and behavioral features, and select, train, and validate linear and tree-based models with time-aware splits, business-focused metrics, and interpretable, deployment-ready outputs for marketing decisions.
Elevify advantages
Develop skills
- Data prep for spend prediction: clean, encode, and engineer high-signal features.
- Robust model training: select, tune, and ensemble linear and tree-based models.
- Time-aware validation: design leakage-safe splits, CV, and stability checks.
- Error and ROI evaluation: link MAE, lift, and calibration directly to revenue.
- Model storytelling: explain SHAP, limits, and next steps to nontechnical stakeholders.
Suggested summary
Before starting, you can change the chapters and the workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students say
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