FanGraphs Prep: Build and Test Your Own Projection System
This is the third in a series of baseball-themed lessons we’re calling FanGraphs Prep. In light of so many parents suddenly having their school-aged kids learning from home, we hope is that these units offer a thoughtfully designed, baseball-themed supplement to the school work your student might already be doing. The first and second units can be found here and here.
Overview: A two-week unit centered around building and testing your own projection system.
From the simplest forecasts to the most complex projection systems, one of the most challenging questions to try to answer with statistics is predicting player performance from one year to the next. We do this by using their past stats to create an estimate for their future performance. Accounting for other factors like age and injury adds complexity, though not necessarily accuracy. In this unit, you’ll create a simple projection system and then test its accuracy.
Learning Objectives:
- Identify and apply a weighted mean.
- Gather and organize data from various sources.
- Construct a weighted projection using historical data.
- Explain why a projection system produces errors.
- Identify and apply Mean Absolute Error.
- Identity and apply Root Mean Square Error.
- Evaluate which projection error to use for a given problem.
- Review a projection system and adjust to fit data.
Target Grade-Level: 9-10
Jay Jaffe