Analytics (with PAI 3.1.2.0) > Available PAI Dashboards > Forecast Performance > Forecast Analysis - Advanced > Forecast Analysis - Advanced - Technical Specification
Forecast Analysis - Advanced - Technical Specification
These are the mini-dashboards and Analytical Objects that are used to populate the Forecasting Analysis - Advanced dashboard
Mini-Dashboard
Analytical Object
Forecast Error Analysis Summary
Forecast Error Analysis Graph
Forecast Error Analysis Grid
Demand Forecast Analysis - Advanced
MAPE vs COV - SKU Stream
Forecast Error Analysis Summary
The data used to generate this mini-dashboard is based on the following:
Analytical Object
AO_PAI_ForecastErrorAnalysis
Query Object
QO_PAI_ForecastErrorAnalysis
Data Source
PAI Advanced
Cab File
SPM_PAI_Advanced.cab
Query Object Primary Table
IPCS_FORECAST_ERROR
IPCS_FCST_SKU_STREAM_METRICS
Query Object Tables
IPCS_SEASONAL_CONFIG
IPCS_FCST_SKU_STREAM_METRICS
IPCS_FORECAST_ERROR
IPCS_PART_MASTER
IPCS_PART_TYPE
IPCS_LOC_MASTER
IPCS_ACTIVE_NET_PREPROC
IPCS_PREPROCESSED_STREAM
IPCS_PP_SEGMENTS
IPCS_SEGMENT
IPCS_PREPROCESSED
IPCS_PROCESS_TABLE
IPCS_SLICE_INFO
IPCS_MANSYSDATE
Parameters
None
Predecessor Jobs
None
Build Type
None
Build Frequency
None
Dimensions for Forecast Error Analysis Summary mini-dashboard:
Forecast Category
Forecast Method
Location
Part Type
Period
Segment
Dimensions for Forecast Error Analysis Grid mini-dashboard
Part
Part Type
Period
Measures for Forecast Error Analysis Summary mini-dashboard:
Measure
Mathematical Function
# SKU-Streams
Distinct Count
Weighted Accuracy (3 Period)
Sum of Accuracy 3 W
History Avg
Sum of Historyavg
Accuracy (3 Period)
A mathematical calculation that contains Weighted Accuracy (3 Period) / History Avg
Weighted Accuracy (6 Period)
Sum of Accuracy 6 W
Accuracy (6 Period)
A mathematical calculation that contains Weighted Accuracy (6 Period)/History Avg
Weighted Accuracy (LT)
Sum of Accuracy (LT)
Measures for Forecast Error Analysis Grid mini-dashboard
Measure
Mathematical Function
MSE (3 Period)
A mathematical calculation that contains Weighted MSE (3 Period) / History Avg
MAD (3 Period)
A mathematical calculation that contains Weighted MAD (3 Period) / History Avg
MAPE (3 Period)
A mathematical calculation that contains Weighted MAPE (3 Period) / History Avg
MSE (6 Period)
A mathematical calculation that contains Weighted MSE (6 Period) / History Avg
MAD (6 Period)
A mathematical calculation that contains Weighted MAD (6 Period) / History Avg
MAPE (6 Period)
A mathematical calculation that contains Weighted MAPE (6 Period) / History Avg
MSE (LT)
A mathematical calculation that contains Weighted MSE (LT) / History Avg
MAD (LT)
A mathematical calculation that contains Weighted MAD (LT) / History Avg
MAPE (LT)
A mathematical calculation that contains Weighted MAPE (LT) / History Avg
Demand
Sum of History Amount
Forecast
Sum of Forecast Amount
Demand (3 Period)
Sum of History Amount 3 Months
Forecast (3 Period)
Sum of Forecast Amount 3 Months
Demand (6 Period)
Sum of History Amount 6 Months
Forecast (6 Period)
Sum of Forecast Amount 6 Months
Demand (LT)
Sum of History Amount LT
Forecast (LT)
Sum of Forecast Amount LT
Δ Demand Forecast
A mathematical calculation that contains Demand - Forecast
Δ Demand Forecast (3 Period)
A mathematical calculation that contains Demand (3 Period) * Forecast (3 Period)
Δ Demand Forecast (6 Period)
A mathematical calculation that contains Demand (6 Period) * Forecast (6 Period)
Δ Demand Forecast (LT)
A mathematical calculation that contains Demand - Forecast
Weighted Accuracy (3 Period)
Sum of Accuracy 3 W
History Avg
Sum of History Average
Accuracy (3 Period)
A mathematical calculation that contains Weighted Accuracy (3 Period) / History Avg
Weighted Accuracy (6 Period)
Sum of Accuracy 6 W
Accuracy (6 Period)
A mathematical calculation that contains Weighted Accuracy (6 Period) / History Avg
Weighted Accuracy (LT)
Sum of Accuracy (LT)
Accuracy (LT)
A mathematical calculation that contains Weighted Accuracy / History Avg
Weighted T.S. UF (3 Period)
Sum of T.S. UF (3 Period)
T.S. + (3 Period)
A mathematical calculation that contains Weighted T.S. UF (3 Period) / History Avg
Weighted T.S. OF (3 Period)
Sum of T.S. OF (3 Period)
T.S. - (3 Period)
A mathematical calculation that contains Weighted T.S. OF (3 Period) / History Avg
Weighted T.S. (3 Period)
Sum of T.S. (3 Period)
T.S. (3 Period)
A mathematical calculation that contains Weighted T.S. OF (3 Period) / History Avg
Weighted T.S. UF (6 Period)
Sum of T.S. UF (6 Period)
T.S. + (6 Period)
A mathematical calculation that contains Weighted T.S. UF (6 Period) / History Avg
Weighted T.S. OF (6 Period)
Sum of T.S. OF (6 Period)
T.S. - (6 Period)
A mathematical calculation that contains Weighted T.S. OF (6 Period) / History Avg
Weighted T.S. (6 Period)
Sum of T.S. (6 Period)
T.S. (6 Period)
A mathematical calculation that contains Weighted T.S. (6 Period) / History Avg
Weighted T.S. UF (LT)
Sum of T.S. UF (LT)
T.S. + (LT)
A mathematical calculation that contains Weighted T.S. UF (LT) / History Avg
Weighted T.S. OF (LT)
Sum of T.S. OF (LT)
T.S. - (LT)
A mathematical calculation that contains Weighted T.S. OF (LT) / History Avg
# + 0.0-0.2
Sum of Ts U Lt A
# + 0.2-0.5
Sum of Ts U Lt B
# + 0.5-1.0
Sum of Ts U Lt C
# - 0.0-0.2
Sum of Ts O Lt A
# - 0.2-0.5
Sum of Ts O Lt B
# - 0.5-1.0
Sum of Ts O Lt C
# 0-50
Sum of Fa Lt A
# 50-70
Sum of Fa Lt B
# 70-100
Sum of Fa Lt C
Weighted T.S. (3 Period)
Sum of Ts 3 W
T.S. (3 Period)
A mathematical calculation that contains Weighted T.S. (3 Period) * History Average
Weighted T.S. (6 Period)
Sum of Ts6 W
T.S. (6 Period)
A mathematical calculation that contains Weighted T.S. (6 Period) * History Average
Weighted T.S. (LT)
Sum of Tslt W
T.S. (LT)
A mathematical calculation that contains Weighted T.S. (LT) * History Average
Weighted MSE (3 Period)
Sum of Mse3 W
Weighted MAD (3 Period)
Sum of Mad3 W
Weighted MAPE (3 Period)
Sum of Mape3 W
Weighted MSE (6 Period)
Sum of Mse6 W
Weighted MAD (6 Period)
Sum of Mad6 W
Weighted MAPE (6 Period)
Sum of Mape6 W
Weighted MSE (LT)
Sum of Mselt W
Weighted MAD (LT)
Sum of Madlt W
Weighted MAPE (LT)
Sum of Mapelt W
History Avg3 UF
Sum of Historyavg3 UF
History Avg3 OF
Sum of Historyavg3 OF
History Avg6 UF
Sum of Historyavg6 UF
History Avg6 OF
Sum of Historyavg6 OF
History AvgLT UF
Sum of Historyavglt UF
History AvgLT OF
Sum of Historyavglt OF
Forecast Error Analysis Graph
The data used to generate this mini-dashboard is based on the following:
Analytical Object
AO_PAI_ForecastErrorAnalysis_Graph
Query Object
QO_PAI_ForecastErrorAnalysis
Data Source
PAI Advanced
Cab File
SPM_PAI_Advanced.cab
Query Object Primary Table
IPCS_FORECAST_ERROR
IPCS_FCST_SKU_STREAM_METRICS
Query Object Tables
IPCS_SEASONAL_CONFIG
IPCS_FCST_SKU_STREAM_METRICS
IPCS_FORECAST_ERROR
IPCS_PART_MASTER
IPCS_PART_TYPE
IPCS_LOC_MASTER
IPCS_ACTIVE_NET_PREPROC
IPCS_PREPROCESSED_STREAM
IPCS_PP_SEGMENTS
IPCS_SEGMENT
IPCS_PREPROCESSED
IPCS_PROCESS_TABLE
IPCS_SLICE_INFO
IPCS_MANSYSDATE
Parameters
None
Predecessor Jobs
None
Build Type
None
Build Frequency
None
None
Measure
Mathematical Function
Accuracy (LT)
A mathematical calculation that contains Weighted Accuracy / History Avg
Weighted T.S. UF (3 Period)
Sum of T.S. UF (3 Period)
T.S. + (3 Period)
A mathematical calculation that contains Weighted T.S. UF (3 Period) / History Avg
Weighted T.S. OF (3 Period)
Sum of T.S. OF (3 Period)
T.S. - (3 Period)
A mathematical calculation that contains Weighted T.S. OF (3 Period) / History Avg
Demand Forecast Analysis - Advanced
The data used to generate this mini-dashboard is based on the following:
Analytical Object
AO_PAI_DemandForecastAnalysis
Query Object
QO_PAI_DemandForecastAnalysis
* 
If you are using Demand Bins or Forecast Bins, then copy the QO_SPM_DemandForecastAnalysis_BINS query object into the QO_SPM_DemandForecastAnalysis query object.
Data Source
PAI Advanced
Cab File
SPM_PAI_Advanced.cab
Query Object Primary Table
IPCS_FCST_DETAIL_ROLLUP
IPCS_DEMAND_HIST_ROLLUP
Query Object Tables
IPCS_FCST_DETAIL_ROLLUP
IPCS_SLICE_INFO
IPCS_MANSYSDATE
IPCS_DEMAND_HIST_ROLLUP
IPCS_PREPROCESSED
IPCS_PART_MASTER
IPCS_LOC_MASTER
IPCS_PART_TYPE
IPCS_PROCESS_TABLE
IPCS_PP_SEGMENTS
IPCS_SEGMENT
IPCS_ACTIVE_NET_PREPROC
IPCS_PREPROCESSED_STREAM
IPCS_SEASONAL_CONFIG
Parameters
Name
Description
Default
PO_HistoricalDmdFcstSlices
The number of historical slices to consider
12
PO_FutureFcstSlices
The number of future slices to consider
6
Predecessor Jobs
None
Build Type
None
Build Frequency
None
Forecast Method
Location
Part Number
Part Type
Period
Segment
Measure
Mathematical Function
Forecast
Sum of Forecast Amount
Forecast Value
Sum of Forecast Value
Demand
Sum of History Amount
Demand Value
Sum of Demand Value
Count Adjusted SKU Stream
Sum of Adjustment Count
% SKU-Streams with Overrides
A mathematical calculation that contains (Count of Adjusted SKU Stream * 100) / Count of SKU-Streams
Count of SKU-Streams
Distinct Count
Adjustment
Sum of Adjustment
Adjustment%
A mathematical calculation that contains Adjustment * 100 / Forecast
* 
If the Forecast value is 0 (zero), then the Adjustment value is 0 (zero)
Forecast Error Analysis Grid
The data used to generate this mini-dashboard is based on the following:
Analytical Object
AO_PAI_ForecastErrorAnalysis
Query Object
QO_PAI_ForecastErrorAnalysis
Data Source
PAI Advanced
Cab File
SPM_PAI_Advanced.cab
Query Object Primary Table
IPCS_FORECAST_ERROR
IPCS_FCST_SKU_STREAM_METRICS
Query Object Tables
IPCS_SEASONAL_CONFIG
IPCS_FCST_SKU_STREAM_METRICS
IPCS_FORECAST_ERROR
IPCS_PART_MASTER
IPCS_PART_TYPE
IPCS_LOC_MASTER
IPCS_ACTIVE_NET_PREPROC
IPCS_PREPROCESSED_STREAM
IPCS_PP_SEGMENTS
IPCS_SEGMENT
IPCS_PREPROCESSED
IPCS_PROCESS_TABLE
IPCS_SLICE_INFO
IPCS_MANSYSDATE
Parameters
None
Predecessor Jobs
None
Build Type
None
Build Frequency
None
Dimensions for Forecast Error Analysis Summary mini-dashboard:
Forecast Category
Forecast Method
Location
Part Type
Period
Segment
Dimensions for Forecast Error Analysis Grid mini-dashboard
Part
Part Type
Period
Measures for Forecast Error Analysis Summary mini-dashboard:
Measure
Mathematical Function
# SKU-Streams
Distinct Count
Weighted Accuracy (3 Period)
Sum of Accuracy 3 W
History Avg
Sum of Historyavg
Accuracy (3 Period)
A mathematical calculation that contains Weighted Accuracy (3 Period) / History Avg
Weighted Accuracy (6 Period)
Sum of Accuracy 6 W
Accuracy (6 Period)
A mathematical calculation that contains Weighted Accuracy (6 Period)/History Avg
Weighted Accuracy (LT)
Sum of Accuracy (LT)
Measures for Forecast Error Analysis Grid mini-dashboard
Measure
Mathematical Function
MSE (3 Period)
A mathematical calculation that contains Weighted MSE (3 Period) / History Avg
MAD (3 Period)
A mathematical calculation that contains Weighted MAD (3 Period) / History Avg
MAPE (3 Period)
A mathematical calculation that contains Weighted MAPE (3 Period) / History Avg
MSE (6 Period)
A mathematical calculation that contains Weighted MSE (6 Period) / History Avg
MAD (6 Period)
A mathematical calculation that contains Weighted MAD (6 Period) / History Avg
MAPE (6 Period)
A mathematical calculation that contains Weighted MAPE (6 Period) / History Avg
MSE (LT)
A mathematical calculation that contains Weighted MSE (LT) / History Avg
MAD (LT)
A mathematical calculation that contains Weighted MAD (LT) / History Avg
MAPE (LT)
A mathematical calculation that contains Weighted MAPE (LT) / History Avg
Demand
Sum of History Amount
Forecast
Sum of Forecast Amount
Demand (3 Period)
Sum of History Amount 3 Months
Forecast (3 Period)
Sum of Forecast Amount 3 Months
Demand (6 Period)
Sum of History Amount 6 Months
Forecast (6 Period)
Sum of Forecast Amount 6 Months
Demand (LT)
Sum of History Amount LT
Forecast (LT)
Sum of Forecast Amount LT
Δ Demand Forecast
A mathematical calculation that contains Demand - Forecast
Δ Demand Forecast (3 Period)
A mathematical calculation that contains Demand (3 Period) * Forecast (3 Period)
Δ Demand Forecast (6 Period)
A mathematical calculation that contains Demand (6 Period) * Forecast (6 Period)
Δ Demand Forecast (LT)
A mathematical calculation that contains Demand - Forecast
Weighted Accuracy (3 Period)
Sum of Accuracy 3 W
History Avg
Sum of History Average
Accuracy (3 Period)
A mathematical calculation that contains Weighted Accuracy (3 Period) / History Avg
Weighted Accuracy (6 Period)
Sum of Accuracy 6 W
Accuracy (6 Period)
A mathematical calculation that contains Weighted Accuracy (6 Period) / History Avg
Weighted Accuracy (LT)
Sum of Accuracy (LT)
Accuracy (LT)
A mathematical calculation that contains Weighted Accuracy / History Avg
Weighted T.S. UF (3 Period)
Sum of T.S. UF (3 Period)
T.S. + (3 Period)
A mathematical calculation that contains Weighted T.S. UF (3 Period) / History Avg
Weighted T.S. OF (3 Period)
Sum of T.S. OF (3 Period)
T.S. - (3 Period)
A mathematical calculation that contains Weighted T.S. OF (3 Period) / History Avg
Weighted T.S. (3 Period)
Sum of T.S. (3 Period)
T.S. (3 Period)
A mathematical calculation that contains Weighted T.S. OF (3 Period) / History Avg
Weighted T.S. UF (6 Period)
Sum of T.S. UF (6 Period)
T.S. + (6 Period)
A mathematical calculation that contains Weighted T.S. UF (6 Period) / History Avg
Weighted T.S. OF (6 Period)
Sum of T.S. OF (6 Period)
T.S. - (6 Period)
A mathematical calculation that contains Weighted T.S. OF (6 Period) / History Avg
Weighted T.S. (6 Period)
Sum of T.S. (6 Period)
T.S. (6 Period)
A mathematical calculation that contains Weighted T.S. (6 Period) / History Avg
Weighted T.S. UF (LT)
Sum of T.S. UF (LT)
T.S. + (LT)
A mathematical calculation that contains Weighted T.S. UF (LT) / History Avg
Weighted T.S. OF (LT)
Sum of T.S. OF (LT)
T.S. - (LT)
A mathematical calculation that contains Weighted T.S. OF (LT) / History Avg
# + 0.0-0.2
Sum of Ts U Lt A
# + 0.2-0.5
Sum of Ts U Lt B
# + 0.5-1.0
Sum of Ts U Lt C
# - 0.0-0.2
Sum of Ts O Lt A
# - 0.2-0.5
Sum of Ts O Lt B
# - 0.5-1.0
Sum of Ts O Lt C
# 0-50
Sum of Fa Lt A
# 50-70
Sum of Fa Lt B
# 70-100
Sum of Fa Lt C
Weighted T.S. (3 Period)
Sum of Ts 3 W
T.S. (3 Period)
A mathematical calculation that contains Weighted T.S. (3 Period) * History Average
Weighted T.S. (6 Period)
Sum of Ts6 W
T.S. (6 Period)
A mathematical calculation that contains Weighted T.S. (6 Period) * History Average
Weighted T.S. (LT)
Sum of Tslt W
T.S. (LT)
A mathematical calculation that contains Weighted T.S. (LT) * History Average
Weighted MSE (3 Period)
Sum of Mse3 W
Weighted MAD (3 Period)
Sum of Mad3 W
Weighted MAPE (3 Period)
Sum of Mape3 W
Weighted MSE (6 Period)
Sum of Mse6 W
Weighted MAD (6 Period)
Sum of Mad6 W
Weighted MAPE (6 Period)
Sum of Mape6 W
Weighted MSE (LT)
Sum of Mselt W
Weighted MAD (LT)
Sum of Madlt W
Weighted MAPE (LT)
Sum of Mapelt W
History Avg3 UF
Sum of Historyavg3 UF
History Avg3 OF
Sum of Historyavg3 OF
History Avg6 UF
Sum of Historyavg6 UF
History Avg6 OF
Sum of Historyavg6 OF
History AvgLT UF
Sum of Historyavglt UF
History AvgLT OF
Sum of Historyavglt OF
MAPE vs COV-SKU Stream
The data used to generate this mini-dashboard is based on the following:
Analytical Object
AO_PAI_MAPEvsCOV
Query Object
QO_PAI_MAPEvsCOV
Data Source
PAI Advanced
Cab File
SPM_PAI_Advanced.cab
Query Object Primary Table
IPCS_FORECAST_DETAIL
IPCS_FCST_SKU_STREAM_METRICS
Query Object Tables
IPCS_SEASONAL_CONFIG
IPCS_FORECAST_DETAIL
IPCS_FCST_SKU_STREAM_METRICS
IPCS_PROCESS_TABLE
IPCS_SLICE_INFO
IPCS_MANSYSDATE
IPCS_PART_MASTER
IPCS_PART_TYPE
IPCS_LOC_MASTER
IPCS_PREPROCESSED
IPCS_FORECAST_STREAM
IPCS_PP_SEGMENTS
IPCS_SEGMENT
IPCS_PREPROCESSED_STREAM
Parameters
None
Predecessor Jobs
None
Build Type
None
Build Frequency
None
Forecast Method
Forecast Stream
Location
Part Number
Part Type
Segment
Measure
Mathematical Function
MAPE (LT)
Average of Fm.mapelt
COV
Average of Fm.cov
Annual Forecast ($)
Sum of Annual Forecast
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