DataCafé

Optimal Control in Price Decision Making

DataCafé Season 1 Episode 4

Optimal Control is the science of making decisions in a way that optimises a key quantity such as revenue, customer satisfaction, or quality of service.

Cake example
Bertrand has a cake. He likes cake a lot but he can overeat cake sometimes in which case he doesn’t enjoy it so much. He would like to work out how much cake he should eat today and the next and the next so that he maximises his overall enjoyment of the cake, possibly making it last a long time (but not so long that it goes stale). The development of this decision strategy is a good example of optimal control.

Airline example
When selling tickets to customers, airlines face the problem of setting the right price, which allows them to both get a satisfactory instantaneous reward but also to reserve some capacity for later demand, typically associated with a higher willingness to pay. In this context, how can they make sure such a right price is offered to the customer at each moment of time?

Interview guest Dr. Manuel Offidani, Data Scientist at easyJet.
https://uk.linkedin.com/in/manuel-offidani

Further Reading

Paper: An Optimal Control Problem of Dynamic Pricing (summary via researchgate)
Book: The Theory and Practice of Revenue Management (contents via Springer)
Book: Dynamic Programming and Optimal Control (summary via researchgate)

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Recording date: 6 Mar. 2020
Interview date: 7 Feb. 2020

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