What makes Amazon’s customer demand difficult to predict?
Changing trends, promotions, and seasonal behaviour
What does demand forecasting predict?
Future customer demand
What does inventory optimization help Amazon avoid?
Stockouts and excess inventory
What does AI help predict to improve staffing decisions?
Peak demand periods
What business strategy does AI support by lowering costs?
Cost leadership
Why is inventory management complex at Amazon?
Amazon carries millions of products
What type of data does Amazon’s AI analyze for forecasting?
Sales data and customer behaviour
Why does Amazon store inventory closer to customers?
Faster delivery
What operational concept is workforce scheduling part of?
Capacity planning
How does AI improve customer satisfaction at Amazon?
Faster delivery and fewer stockouts
What operational pressure comes from same-day delivery expectations?
Increased fulfillment and transportation costs
How does AI reduce uncertainty in forecasting?
By analyzing large datasets and patterns
What fulfillment activities does AI help optimize?
Picking, packing, and routing
How does AI-supported scheduling reduce costs?
By reducing overtime and understaffing
What is one risk of relying too heavily on AI systems?
Poor decisions from incorrect data
Why is workforce scheduling difficult for Amazon?
It must manage hundreds of thousands of employees
What operational decisions depend on accurate forecasting?
Procurement and inventory planning
How does warehouse layout optimization improve operations?
It increases speed and efficiency
What is the main goal of workforce planning?
Matching labour capacity with demand
What ethical concern is related to large-scale data collection?
Privacy
Why are traditional operations tools alone not enough for Amazon?
The scale and complexity of operations
Why is forecasting important for the supply chain?
It aligns supply with demand
What operations concept is applied when inventory is replenished only when needed?
Just-in-time inventory
Why is workforce planning important in large operations like Amazon?
To maintain productivity and efficiency
Why does Amazon still need human oversight when using AI?
To monitor decisions and reduce risk