Symposium on insure‐tech, digitalization, and big‐data techniques in risk management and insurance

Published date01 September 2021
AuthorDaniel Bauer,James Tyler Leverty,Joan Schmit,Justin Sydnor
Date01 September 2021
DOIhttp://doi.org/10.1111/jori.12360
J Risk Insur. 2021;88:525528. wileyonlinelibrary.com/journal/JORI
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525
DOI: 10.1111/jori.12360
INTRODUCTION
Symposium on insuretech, digitalization, and
bigdata techniques in risk management and
insurance
Daniel Bauer |James Tyler Leverty |Joan Schmit |
Justin Sydnor
Department of Risk and Insurance, University of WisconsinMadison, Madison, Wisconsin, USA
Correspondence
Daniel Bauer, Department of Risk and Insurance, University of WisconsinMadison, 975 University Ave, Madison, WI
53706, USA.
Email: daniel.bauer@wisc.edu
The Journal of Risk and Insurance invited submissions of research papers related to insuretech,
digitalization, and bigdata techniques in risk management and insurance. The rapid growth in
data and advances in computing are transforming risk management and insurance. Modern
predictive techniques, including the rise of machine learning, are expanding and changing the
ability to classify risk. New technologies also enable new methods of transferring risk, un-
derwriting, and claims handling, changing and sometimes challenging the nature of traditional
insurance products and practices. The special issue encouraged research on the relevance and
impact of these trends on risk management and insurance activities.
The four articles in this special issue touch on a number of these points. Two of the articles,
authored by Zhuo Jin and Chamal Gomes and by Hong Li, Qifan Song, and Jianxi Su, re-
spectively, develop approaches to detecting fraud and misrepresentation in insurance appli-
cations using advanced machine learning techniques. A third article, authored by Guillen et al.
(2021), shows how telematics data can be used to extend payhowyou drive schemes to pe-
nalize nearmissevents. The fourth article, authored by Gregor Weiss, Simon Fritzsch, and
Philipp Scharner, investigates the relation between digitalization and the market value of
insurers. In this introduction, we set the stage and provide a brief overview and outlook of
digital transformation and technology in insurance to highlight the contributions of the four
studies.
There are dozens of articles in industry trade publications pointing to the importance of
digital transformation in insurance. But what does digitalmean in this context? The literal
definition of digitalis a misnomer, in that digital transformation is not directly concerned
with converting insurance information into digital bits and bytes. Rather, we believe digitalis
© 2021 American Risk and Insurance Association
We thank Vallabh (Samba) Sambamurthy for helpful perspectives and members of American Family Insurance for
their input on specific questions of digitalization.

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