Business Analytics: Forecasting with Exponential Smoothing

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Free Online Course: Business Analytics: Forecasting with Exponential Smoothing provided by LinkedIn Learning is a comprehensive online course, which lasts for 1-2 hours worth of material. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from LinkedIn Learning. Business Analytics: Forecasting with Exponential Smoothing is taught by Conrad Carlberg.

Overview
  • Get an introduction to simple exponential smoothing, including how to assemble the forecast equation and optimize forecasts.

Syllabus
  • Introduction

    • Welcome
    1. The Idea Behind Exponential Smoothing
    • Self-correcting forecasts
    • From error correction to smoothing
    • Exponentially declining influence of observations
    • Identify the appropriate baseline
    2. The Forecasting Equation
    • Dissect the error correction form
    • Dissect the smoothing form
    • Exponential smoothing tool
    • Initialize the forecasts
    3. Measuring Forecast Accuracy
    • The absolute deviation approach
    • The least squares approach
    4. Optimizing Forecasts
    • Solver
    • Set up the smoothing formula for Solver
    • Solution in R
    Conclusion
    • Next steps