CDPP Demand Planning Technology — Questions and Answers
Question 1: What role does machine learning play in modern demand planning?
- It identifies complex patterns in large datasets to improve forecast accuracy beyond traditional statistical methods (Correct answer)
- It replaces all human involvement in demand planning
- It only works for demand planning in technology companies
- Machine learning has no application in demand planning
Correct answer: It identifies complex patterns in large datasets to improve forecast accuracy beyond traditional statistical methods
Machine learning algorithms can detect complex, nonlinear patterns in large datasets, incorporate many more variables, and adapt to changing patterns, often improving forecast accuracy over traditional methods.
Question 2: What is an S&OP (Sales and Operations Planning) process?
- A cross-functional planning process aligning demand, supply, and financial plans with business strategy (Correct answer)
- A standard operating procedure for sales teams
- A software application for order processing
- A security and operations protocol
Correct answer: A cross-functional planning process aligning demand, supply, and financial plans with business strategy
S&OP is a monthly cross-functional process that aligns demand forecasts, supply capacity, inventory plans, and financial projections with the organization's strategic business objectives.
Question 3: What is demand sensing?
- Using near-real-time data signals to detect short-term demand changes more quickly than traditional forecasting (Correct answer)
- A physical sensor installed on retail shelves
- An employee survey about anticipated demand
- A quality inspection process for incoming goods
Correct answer: Using near-real-time data signals to detect short-term demand changes more quickly than traditional forecasting
Demand sensing uses real-time signals (POS data, social media, weather, economic indicators) to detect demand changes faster than traditional forecasting methods that rely on historical patterns.
Question 4: What is a demand planning software system typically used for?
- Statistical forecasting, consensus planning, promotional modeling, and new product forecasting (Correct answer)
- Only generating purchase orders
- Exclusively managing warehouse operations
- Processing payroll for planning department employees
Correct answer: Statistical forecasting, consensus planning, promotional modeling, and new product forecasting
Demand planning software provides statistical forecasting engines, tools for collaborative forecast adjustment, promotional impact modeling, new product launch forecasting, and forecast accuracy reporting.
Question 5: What is the role of point-of-sale (POS) data in demand planning?
- It provides actual consumer purchase data enabling more accurate demand signals and reduced latency (Correct answer)
- It only shows how much money a store has collected
- It is irrelevant to demand planning processes
- It only tracks payment method preferences
Correct answer: It provides actual consumer purchase data enabling more accurate demand signals and reduced latency
POS data captures actual consumer purchases in real-time, providing the most accurate demand signals and enabling faster response to changing demand patterns than using shipment or order data.
Question 6: What is promotional lift forecasting?
- Predicting the incremental demand increase caused by marketing promotions and adjusting plans accordingly (Correct answer)
- Forecasting how many promotional flyers will be distributed
- Estimating the cost of promotional campaigns
- Predicting which products should be promoted
Correct answer: Predicting the incremental demand increase caused by marketing promotions and adjusting plans accordingly
Promotional lift forecasting estimates how much additional demand (above baseline) a promotional event will generate, enabling accurate inventory planning to meet the temporary demand spike.
CDPP Demand Planning Technology
What role does machine learning play in modern demand planning?