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摆脱自身困境:在网约车平台上引入自动驾驶汽车

Getting Out of Your Own Way: Introducing Autonomous Vehicles on a Ride-Hailing Platform

Production and Operations Management · 2024
被引 20 · 同刊同年前 6%
人大 AFT50UTD24ABS 4

中文导读

研究了网约车平台在运营自动驾驶车队的同时招募人类司机的策略,发现提高工资反而可能减少司机参与,且事后增加自动驾驶车队会损害平台利润。

Abstract

Once autonomous vehicles (AVs) are deployed for ride-hailing platforms, human drivers will compete with AVs until AV costs decrease enough to eliminate human drivers entirely. We examine a ride-hailing platform’s strategy to recruit human drivers while operating a private AV fleet. Using a game-theoretic model, we analyze how the platform sets the human-driver wage and the size of its AV fleet. We show that setting a higher wage can surprisingly lead to less human-driver participation. Moreover, we show that having the option to augment its AV fleet after observing human participation levels can, counterintuitively, hurt the platform’s bottom line. Our findings emphasize the need for ride-hailing platforms to carefully navigate the complex interactions between their roles as supply providers (of AV-served rides) and supply seekers (of human drivers), as failure to do so can be costly.

网约车平台自动驾驶汽车运营管理博弈论