Automakers keep manufacturer's suggested retail prices and wholesale prices fixed through the model year, customizing price with incentives - roughly $45 billion per year in the US market.
Chrysler, a pioneer in science-based pricing, engaged J.D. Power and Associates to implement an incentive planning model.
The approach uses a random-effects multinomial nested logit model of vehicle, acquisition (cash, finance, lease), and program-type choice, trained on sales transaction data collected daily from approximately 10,000 dealerships.
Predict response before spending incentives
The logit model predicted how incentives change share
Daily dealer data kept the model current
Nested choice captured vehicle, finance, and program trade-offs
Planning against response, not budgets, priced the $45B market
When a market spends tens of billions on one lever, build the demand model first: predicting share response per incentive dollar turns promotion planning into an allocation problem.
Chrysler Group and J.D. Power and Associates were named 2007 Franz Edelman Award finalists for PIN. The Interfaces paper documented the model and its role in planning automobile manufacturers' pricing and promotions.
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The sources
- Chrysler and J. D. Power: Pioneering Scientific Price Customization in the Automobile Industry EconPapers / Interfaces (INFORMS) · econpapers.repec.org
- Coca-Cola, HP, Chrysler among best cases finalists Reliable Plant (INFORMS release) · reliableplant.com ·