2011 Forecasting Performance Benchmark Study

Glossary

Bias Bias is calculated as the sum of signed errors (differences between forecast and shipments for each time period and item/location) divided by the sum of shipments. Positive and negative bias represents over-forecasting and under-forecasting, respectively.
Demand Planning
(DP)
The Demand Planning solutions employed by participating companies to create forecasts based on the time-series analysis of historical data and augmented to reflect promotions and planner insight/value-add.
Demand Sensing
(DS)
Terra Technology’s Demand Sensing solution that leverages new mathematical techniques and near real-time information to create a more accurate forecast of demand, based on the current realities of the supply chain.
Global Velocity Item base codes of the entire dataset ordered and parsed into five equal groups by volume. Volume 1 refers to the fastest moving products.
Horizon Horizon is the cumulative length of time in days starting from the forecast creation date. Horizon 7 refers to the current week and is analogous to weekly Lag 1.
Lag Lag refers to the number of weekly or monthly buckets from forecast creation date to the forecast date.
Local Velocity Item base codes of the company-specific dataset ordered and parsed into five equal groups by volume for each company. Volume 1 refers to the fastest moving products.
Mean Absolute Percentage Error
(MAPE)
MAPE expresses forecast accuracy as a percentage and is calculated as the sum of absolute errors (differences between forecast and shipments for each time period and item/location) divided by the sum of shipments. MAPE is always positive.
Naïve Forecast
(Nv)
A simplistic forecast based on a seasonally-adjusted moving average. The naïve forecast provides a means to compare the relative value of sophisticated forecasting tools such as Demand Planning and Demand Sensing.
Naïve versus Demand Planning
(Nv vs. DP)
The relative comparison between the Naïve and Demand Planning forecast errors. This calculation divides the difference between the naive MAPE and DP MAPE by DP MAPE.
Version Forecast creation date.

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