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Paper · arXiv

Honesty is the Best Policy ... or is it? Demand Management for Probabilistic Service Options

To enable well-informed customer choices and redistribute demand across service options, providers can display probabilities regarding predicted service levels at the time of booking, effectively offering probabilistic service options. In many service settings, the underlying truthful probabilities endogenously depend on the system state, rather than being static product attributes controlled by the provider. While customers rely on this information when making decisions, they cannot readily verify its accuracy. Consequently, providers may be tempted to manipulate the displayed probabilities to guide customers' choices in their favor, creating a novel lever for demand management. In this ...

AuthorsDaniela Sailer, Robert Klein, Claudius Steinhardt
Primary categorycs.LG
Published15 October 2026
Last updated at source15 October 2026
cs.LGmath.OC
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