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      APPROACH

      We followed a two-step process:

      • Impact analysis: The Tredence team put studied the inherent nature of sub-optimal ?eet transfers and understand its drivers. We were able to infer that 40% of the transfers occurred despite inventory availability, which was driven by anticipation of demand. However, about 35% of the transfers did not result in any rental in the short term, indicating inef?cient demand analysis.
      • Solution development: We put together a demand forecast solution – a hybrid time series model that helped forecast short-term demand.

      KEY BENEFITS

      • The forecast model was scalable to predict demand at different levels, reducing suboptimal ?eet transfers
      • It enabled optimized inventory planning for district manager, leading to better ?eet utilization

      RESULTS

      The impact of the solution was two-fold

      • 35% reduction in sub-optimal transfers during the ?rst quarter of implementation
      • Reduced stock out days through better anticipation of future demand

      黄色三级