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DEMAND FORECASTING MODEL
— ASSUMPTIONS & PARAMETERS |
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All blue-font cells are
user-adjustable inputs. Black-font cells are calculated. |
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GENERAL PARAMETERS |
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Forecast Horizon (Months) |
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12 |
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Historical Period (Years) |
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3 |
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Base Year |
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2023 |
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Forecast Start Year |
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2026 |
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Seasonality Period (Months) |
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12 |
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Data Frequency |
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Monthly |
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Number of Products / SKUs |
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1 |
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MOVING AVERAGE PARAMETERS |
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Simple MA Window (Months) |
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3 |
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Weighted MA Window (Months) |
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3 |
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Centered MA Window (Months) |
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12 |
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EXPONENTIAL SMOOTHING PARAMETERS |
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SES Alpha (Level) |
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0.30 |
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Range: 0 to 1 |
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DES Alpha (Level) |
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0.30 |
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Range: 0 to 1 |
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DES Beta (Trend) |
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0.10 |
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Range: 0 to 1 |
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Holt-Winters Alpha (Level) |
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0.40 |
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Range: 0 to 1 |
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Holt-Winters Beta (Trend) |
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0.20 |
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Range: 0 to 1 |
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Holt-Winters Gamma (Seasonal) |
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0.30 |
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Range: 0 to 1 |
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Damping Factor (Phi) |
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0.95 |
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Range: 0.8 to 1 |
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TREND ANALYSIS PARAMETERS |
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Trend Method |
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Linear Regression |
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Growth Rate Override (%) |
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Leave blank for auto |
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Confidence Interval (%) |
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95 |
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ACCURACY & ERROR METRICS |
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MAPE Threshold (Acceptable %) |
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15.0% |
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MAD Threshold |
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500 |
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Tracking Signal Limit |
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4 |
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Bias Tolerance (%) |
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5.0% |
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Holdout Period (Months) |
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6 |
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NOTES |
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1. All parameters are
sample defaults. Adjust blue-font values to calibrate. |
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2. Smoothing constants
(alpha, beta, gamma) must be between 0 and 1. |
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3. Damping factor (phi)
should be between 0.8 and 1.0. |
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4. Historical data uses
sample values — replace with actual demand data. |
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