Skip to main content

2018 | OriginalPaper | Buchkapitel

The Contribution of Usage-Based Data Analytics to Benchmark Semi-autonomous Vehicle Insurance

verfasst von : Montserrat Guillen, Ana M. Pérez-Marín

Erschienen in: Mathematical and Statistical Methods for Actuarial Sciences and Finance

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Semi-autonomous vehicles will have a significant impact for the automobile insurance industry. We analyze telematics information and present methods for Usage-Based-Insurance to identify the effect of driving patters on the risk of accident. These results can be used as a starting point and a benchmark for addressing risk quantification and safety for semi-autonomous vehicles. Automatic speed control devices, which allow the driver to keep the vehicle at a predetermined constant speed and can ensure that the speed limit is not violated, could be considered a first example of semi-autonomy. We show scenarios for a reduction of speed limit violations and the consequent decrease in the expected number of accident claims. If semi-autonomous vehicles would completely eliminate the excess of speed, the expected number of accident claims could be reduced to almost one third its initial value in the average conditions of our data. We also note that an advantage of automatic speed control is that the driver does not need to look at the speedometer which may contribute to safer driving.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Ayuso, M., Guillen, M., Pérez-Marín, A.M.: Time and distance to first accident and driving patterns of young drivers with pay-as-you-drive insurance. Accid. Anal. Prev. 73, 125–131 (2014)CrossRef Ayuso, M., Guillen, M., Pérez-Marín, A.M.: Time and distance to first accident and driving patterns of young drivers with pay-as-you-drive insurance. Accid. Anal. Prev. 73, 125–131 (2014)CrossRef
2.
Zurück zum Zitat Ayuso, M., Guillen, M., Pérez-Marín, A.M.: Telematics and gender discrimination: some usage-based evidence on whether men’s risk of accidents differs from women’s. Risks 4(2), 1–10 (2016)CrossRef Ayuso, M., Guillen, M., Pérez-Marín, A.M.: Telematics and gender discrimination: some usage-based evidence on whether men’s risk of accidents differs from women’s. Risks 4(2), 1–10 (2016)CrossRef
3.
Zurück zum Zitat Ayuso, M., Guillen, M., Pérez-Marín, A.M.: Using GPS data to analyse the distance travelled to the first accident at fault in pay-as-you-drive insurance. Transp. Res. Part C: Emerg. Technol. 68, 160–167 (2016)CrossRef Ayuso, M., Guillen, M., Pérez-Marín, A.M.: Using GPS data to analyse the distance travelled to the first accident at fault in pay-as-you-drive insurance. Transp. Res. Part C: Emerg. Technol. 68, 160–167 (2016)CrossRef
4.
Zurück zum Zitat Baecke, P., Bocca, L.: The value of vehicle telematics data in insurance risk selection pro-cesses. Decis. Support. Syst. 98, 69–79 (2017)CrossRef Baecke, P., Bocca, L.: The value of vehicle telematics data in insurance risk selection pro-cesses. Decis. Support. Syst. 98, 69–79 (2017)CrossRef
5.
Zurück zum Zitat Boucher, J.P., Denuit, M., Guillen, M.: Number of accidents or number of claims? an approach with zero-inflated Poisson models for panel data. J. Risk Insur. 76(4), 821–846 (2009)CrossRef Boucher, J.P., Denuit, M., Guillen, M.: Number of accidents or number of claims? an approach with zero-inflated Poisson models for panel data. J. Risk Insur. 76(4), 821–846 (2009)CrossRef
6.
Zurück zum Zitat Boucher, J.P., Pérez-Marín, A.M., Santolino, M.: Pay-as-you-drive insurance: the effect of the kilometers on the risk of accident. Anales del Instituto de Actuarios Espaoles, 3a Epoca 19, 135–154 (2013) Boucher, J.P., Pérez-Marín, A.M., Santolino, M.: Pay-as-you-drive insurance: the effect of the kilometers on the risk of accident. Anales del Instituto de Actuarios Espaoles, 3a Epoca 19, 135–154 (2013)
7.
Zurück zum Zitat Boucher, J.-P., Còté, S., Guillen, M.: Exposure as duration and distance in telematics motor insurance using generalized additive models. Risks 5(4), 54 (2017)CrossRef Boucher, J.-P., Còté, S., Guillen, M.: Exposure as duration and distance in telematics motor insurance using generalized additive models. Risks 5(4), 54 (2017)CrossRef
8.
Zurück zum Zitat Sheehan, B., Murphy, F., Ryan, C., Mullins, M., Liu, H. Y.: Semi-autonomous vehicle mo-tor insurance: a Bayesian Network risk transfer approach. Transp. Res. C 82, 124–137 (2017)CrossRef Sheehan, B., Murphy, F., Ryan, C., Mullins, M., Liu, H. Y.: Semi-autonomous vehicle mo-tor insurance: a Bayesian Network risk transfer approach. Transp. Res. C 82, 124–137 (2017)CrossRef
9.
Zurück zum Zitat Tselentis, D.I., Yannis, G., Vlahogianni, E.I.: Innovative motor insurance schemes: a re-view of current practices and emerging challenges. Accid. Anal. Prev. 98, 139–148 (2017)CrossRef Tselentis, D.I., Yannis, G., Vlahogianni, E.I.: Innovative motor insurance schemes: a re-view of current practices and emerging challenges. Accid. Anal. Prev. 98, 139–148 (2017)CrossRef
Metadaten
Titel
The Contribution of Usage-Based Data Analytics to Benchmark Semi-autonomous Vehicle Insurance
verfasst von
Montserrat Guillen
Ana M. Pérez-Marín
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-89824-7_75