Forecasting Starbucks Wait Times
Our goal in this project was to analyze and forecast wait times at both on-campus and off-campus Starbucks locations to understand how the service varied across different environments. We collected wait times, calculated 3-point moving averages, and compared short-term trends between locations. Our results showed that the wait times were generally longer on the on-campus Starbucks, while off-campus had more consistent wait times. Through the project, I learned how to interpret time-series, apply quantitative forecasting methods, and apply operational data to decisions about staffing and service efficiency.
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