Forecasting Absenteeism
For this project, our goal was to analyze absenteeism data across five student groups in the San Jose Unified School District and determine which forecasting methods provided the most accurate prediction. The four methods we tested were Simple Moving Average, Weighted Moving Average, Exponential Smoothing, and Linear Trend. We found that the Weighted Moving Average worked best for English Learners, Students with Disabilities and Socioeconomically Disadvantaged students, while the Linear Trend method worked best for Foster Youth and Homeless Youth due to the steady increase. Through this project, I learned how to compare different forecasting methods using MAE, MSE, and MAPE, interpret time-series trends, and understand how analytics can support practical decision making.
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