App-based feedback on safety to novice drivers: learning and monetary incentives

Peer, Stefanie and Mürmann, Alexander and Sallinger, Katharina (2020) App-based feedback on safety to novice drivers: learning and monetary incentives. Transportation Research Part F: Traffic Psychology and Behaviour, 71. pp. 198-219. ISSN 1369-8478

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Abstract

An over-proportionally large number of car crashes is caused by novice drivers. In a field experiment, we investigated whether and how car drivers who had recently obtained their driving license reacted to app-based feedback on their safety-relevant driving behavior (speeding, phone usage, cornering, acceleration and braking). Participants went through a pre-measurement phase during which they did not receive app-based feedback but driving behavior was recorded, a treatment phase during which they received app-based feedback, and a post-measurement phase during which they did not receive app-based feedback but driving behavior was recorded. Before the start of the treatment phase, we randomly assigned participants to two possible treatment groups. In addition to receiving app-based feedback, the participants of one group received monetary incentives to improve their safety-relevant driving behavior, while the participants of the other group did not. At the beginning and at the end of experiment, each participant had to fill out a questionnaire to elicit socio-economic and attitudinal information. We conducted regression analyses to identify socio-economic, attitudinal, and driving-behavior-related variables that explain safety-relevant driving behavior during the pre-measurement phase and the self-chosen intensity of app usage during the treatment phase. For the main objective of our study, we applied regression analyses to identify those variables that explain the potential effect of providing app-based feedback during the treatment phase on safety-relevant driving behavior. Last, we applied statistical tests of differences to identify self-selection and attrition biases in our field experiment. For a sample of 130 novice Austrian drivers, we found moderate improvements in safety-relevant driving skills due to app-based feedback. The improvements were more pronounced under the treatment with monetary incentives, and for participants choosing higher feedback intensities. Moreover, drivers who drove relatively safer before receiving app-based feedback used the app more intensely and, ceteris paribus, higher app use intensity led to improvements in safety-related driving skills. Last, we provide empirical evidence for both self-selection and attrition biases.

Item Type: Article
Keywords: Traffic safety, Monetary incentives, App-based feedback, Novice drivers, Field experiment, Telematics
Divisions: Departments > Finance, Accounting and Statistics > Finance, Banking and Insurance
Departments > Finance, Accounting and Statistics > Financial Research
Version of the Document: Published
Depositing User: Gertraud Novotny
Date Deposited: 12 May 2020 12:15
Last Modified: 12 May 2020 12:15
Related URLs:
FIDES Link: https://bach.wu.ac.at/d/research/results/95304/
URI: https://epub.wu.ac.at/id/eprint/7602

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