SUPPLY CHAIN DEMAND SENSING & FORECASTING CHECKLIST 2026

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--- DATA FOUNDATION & INTEGRATION ---
[ ] Primary Data Sources Integrated (ERP System Data, Point-of-Sale (POS) Feeds, Market Intelligence/Third-Party APIs, Historical Sales Databases, CRM (Customer Relationship Management) Data)
[ ] Last Data Synchronization Date
[ ] Data Completeness Percentage
[ ] Data Discrepancy Notes
[ ] Data Integrity Audit Report
[ ] Data Quality Status (High Integrity, Moderate Integrity - Requires Cleaning, Low Integrity - Critical Action Required)

--- DEMAND SIGNAL IDENTIFICATION ---
[ ] Primary Demand Data Sources (Historical Sales Records, Point-of-Sale (POS) Data, Market Intelligence/Competitor Pricing, Promotional & Marketing Calendars, Social Media & Trend Analytics, Weather & Macroeconomic Indicators)
[ ] Identified External Volatility Drivers
[ ] Description of New Market Signals
[ ] Last Signal Integration Date
[ ] Market Trend Analysis Report
[ ] Signal Reliability Rating (High Reliability, Medium Reliability, Low Reliability/Experimental)

--- FORECASTING MODEL VALIDATION ---
[ ] Primary Forecasting Method Used (Time Series Analysis, Machine Learning/AI-Driven, Regression Analysis, Qualitative/Expert Judgment)
[ ] Historical Data Lookback Period (Months)
[ ] Model Validation Tests Performed (Backtesting (Historical Re-runs), Residual Analysis, Cross-Validation, Sensitivity Analysis)
[ ] Model Bias & Error Observations
[ ] Validation Error Report/Accuracy Log
[ ] Data Scientist/Planner Approval

--- COLLABORATIVE PLANNING & S&OP ALIGNMENT ---
[ ] Stakeholders Involved in S&OP Meeting (Sales, Marketing, Supply Chain / Logistics, Finance, Production / Manufacturing, Procurement)
[ ] S&OP Meeting Frequency (Weekly, Monthly, Quarterly)
[ ] Last Consensus Meeting Date
[ ] Key Market Intelligence/Promotion Notes
[ ] Uploaded Consensus Forecast Report
[ ] S&OP Lead Approval

--- DEMAND UNCERTAINTY & RISK ASSESSMENT ---
[ ] Identified Demand Volatility Drivers (Market Competitor Activity, Seasonal/Weather Fluctuations, Geopolitical Instability, Supply Chain Disruptions, Promotion/Marketing Campaign Impact)
[ ] Risk Impact Description
[ ] Estimated Impact on Forecast Error (%)
[ ] Risk Priority Level (Critical, High, Medium, Low)
[ ] Risk Assessment Completion Date
[ ] Risk Manager Approval

--- FORECAST ACCURACY & ERROR ANALYSIS ---
[ ] Mean Absolute Percentage Error (MAPE) (%)
[ ] Forecast Bias Percentage
[ ] Forecast Accuracy Status (Exceeding Target, Within Tolerance, At Risk, Critical Deviation)
[ ] Primary Drivers of Error (Unplanned Promotions, Supply Chain Disruptions, Data Integrity Issues, Market Volatility, Inaccurate Lead Times)
[ ] Root Cause Analysis Summary
[ ] Variance Report Documentation
[ ] Review Audit Date
[ ] Forecasting Manager Approval

--- INVENTORY & BUFFER STRATEGY ALIGNMENT ---
[ ] Safety Stock Level Status (Optimal, Under-stocked (Risk of Stockout), Over-stocked (Excess Capital), Critical Reorder Required)
[ ] Target Service Level (%)
[ ] Calculated Reorder Point (ROP)
[ ] Buffer Stock Drivers Identified (Lead Time Variability, Demand Volatility, Supplier Reliability Issues, Seasonal Peaks)
[ ] Inventory Discrepancy Notes
[ ] Next Inventory Review Date

--- TECHNOLOGY & AUTOMATION AUDIT ---
[ ] Integrated Software Systems (ERP (Enterprise Resource Planning), CRM (Customer Relationship Management), WMS (Warehouse Management System), Demand Planning/S&OP Software, EDI (Electronic Data Interchange))
[ ] Data Refresh Frequency (Real-time, Daily, Weekly, Monthly)
[ ] System Integration Gaps
[ ] API Documentation/Data Map
[ ] Automation Coverage Percentage
[ ] IT/Supply Chain Lead Verification

--- POST-FORECAST REVIEW & CONTINUOUS IMPROVEMENT ---
[ ] Review Completion Date
[ ] Forecast Accuracy Variance (%)
[ ] Root Cause of Forecast Error (Market Volatility, Data Integrity Issues, Unplanned Promotion, Supply Disruption, Inaccurate Lead Time Data)
[ ] Corrective Action Plan
[ ] Supporting Variance Analysis Report
[ ] Supply Chain Manager Approval

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