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Forecasting Techniques for Slow and Rapidly Changing Demand
edX
Course
Beginner
Free to Audit
Certificate

Forecasting Techniques for Slow and Rapidly Changing Demand

International Supply Chain Education Alliance

Master quantitative, judgmental and causal models used to forecast seasonal, intermittent, and new product future demand. Choose the right forecasting method for all kinds of demand patterns and sales data. Learn how to deal with randomness and low forecastability; missing data, outliers, and overfitting. Separate forecasting myths from reality and mitigate the risk of inaccurate forecasts. Part of the ISCEA CFDP - Certified Forecaster and Demand Planner - Internationally Recognized Certificate.

5 hrs/week4 weeksEnglish2,035 enrolled
Free to Audit

About this Course

Supply shortages, pandemics, military wars, trade wars, and other disruptive events have a significant impact in both consumer behaviour and product availability. Companies are becoming aware that historical sales data sets might no longer be relevant; and that the customary forecasting methods are not the best for their new current situation. This is the reason why, demand for skilled, critical and flexible Demand Planners with broad perspective is on the rise. In this course you will be able to decide if previously used forecasting techniques are the right ones for today's "New Normal" business environment. You will be capable of forecasting customer demand of different offerings going through different stages in their product life cycles; using causal and judgemental techniques, market research, statistical methods, time series of past sales and most recent customer orders. You will also be able to separate relevant from non-relevant data, and mitigate the impact of low forecast accuracy in demand planning, inventory management and profitability. By the end of this course, that is part of the edX Professional Certificate program to become a Certified Forecaster and Demand Planner (CFDP), you will be able to choose the right forecasting method for each data pattern and understand how to improve forecast performance with Machine Learning and Lean Six Sigma principles. CFDP certified professionals are globally preferred by recruiters for decision making positions because they are capable of forecasting both slow and rapidly changing seasonal, intermittent and new product demand. To become an ISCEA Certified Forecaster and Demand Planner (CFDP), you must complete all three preparatory courses and successfully pass the CFDP Exam.

What You'll Learn

  • To develop quantitative, judgmental, and causal forecasting models for seasonal, intermittent, and new product demand.
  • How to choose the right forecasting method for each data pattern.
  • How to improve forecast performance with Machine Learning and Lean Six Sigma principles.
  • To assess forecast performance based on forecast precision, forecast accuracy and forecastability
  • How to mitigate the risk of inaccurate forecasts and deal with randomness, low forecastability, missing data, outliers, disruptive events, and overfitting.

Prerequisites

  • Basic Microsoft Excel Skills

Instructors

J

Jorge Morales

IISB - Essentials Committee Chair

Topics

Statistical Methods
New Product Development
Machine Learning
Lean Six Sigma
Demand Planning
Forecasting
Outliers
Sales
Time Series
Inventory Management
Decision Making
Market Research

Course Info

PlatformedX
LevelBeginner
PacingUnknown
CertificateAvailable
PriceFree to Audit

Skills

الأساليب الإحصائية
تطوير المنتجات الجديدة
تعلم الآلة
لين سيغما ستة
تخطيط الطلب
Forecasting
Outliers
Sales
Time Series
Inventory Management

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