Given: 5 years of store-item sales data Predict: 3 months of sales for 50 different items at 10 different stores.
The following three models were compared:
- ARIMA
- seasonal ARIMA
- Facebook Prophet
Due to the high cleaniness of the data (evidenced by EDA), all models yielded similar performances. Prophet slightly out competed ARIMA in terms of computation efficiency.