Only a few shine in demand planning. This document shows the 7 habits of a high-performing demand planner: # 1 - Starts with Clean Data ↳ Validates and cleans data before running any forecast # 2 - Balances Art & Science ↳ Uses statistical models as the base, but applies market intelligence to adjust for reality # 3 - Tracks Forecast Accuracy & Bias Religiously ↳ Monitors WMAPE, Bias, and FVA (forecast value added) every cycle. Knows where they win and where they miss. # 4 - Builds Strong Cross-Functional Relationships ↳ Engages sales, marketing, and supply early. Takes Forecasting as a team sport. # 5 - Plans for the Known Unknowns ↳ Has a playbook for promotions, product launches, and external shocks # 6 - Reviews & Learns Every Cycle ↳ Post-mortems are standard. Every miss is a lesson for the next forecast. # 7 - Communicates in Business Language ↳ Doesn't just talk numbers but explains the impact on revenue, service, and inventory Any others to add?
Combining clean data, analytical rigor, and cross-functional alignment turns demand planning into a true business driver. The best planners make forecasts actionable for both operations and strategy
Great as always Marcia D Williams. I would add. -Follow market trends -Understand your customer -Keep a close eye on your competitors -Be courious and keep a close relationship with your stakeholders
# 1 - Cross-Functional Communication ↳ They effectively communicate with various departments like sales, marketing, finance, and operations, ensuring alignment and consensus. # 2 - Conflict Resolution ↳ They are skilled at mediating disagreements and finding solutions that benefit the overall organization. # 3 - Identifying Issues ↳ They can identify potential problems and inefficiencies in the demand planning process. # 4 - Process Optimization ↳ They continuously seek ways to improve the demand planning process, making it more efficient and effective. # 5 - Prioritization ↳ They can effectively prioritize their work and manage multiple tasks simultaneously Thanks for sharing Marcia D Williams Excellent Infographics as always, Have a Great Monday 🙏🙏🙏
👏🏽Great knowledge as usual Marcia D Williams . Do you have any tips on how one can leverage AI to improve their demand planning process and most importantly skills ?
Well put, Marcia D
💡 Great insight, Thank you Marcia D Williams
Thanks for sharing, Marcia D
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2moI'd add that great demand planners also have the courage to challenge assumptions even from senior leaders when the data tells a different story.