Insurance Analytics

Insurance Analytics is an applied quantitative discipline that employs statistical and computational methods to analyze insurance data and inform actuarial and business decision-making in underwriting, pricing, reserving, and risk management.

252

Publications

11.2K

Citations

661

Authors

336

Institutions

Publications per year

2017–2026

126

Parents

Insurance

Children

Actuarial AnalyticsCatastrophe ModelingClaims AnalyticsClaims Severity AnalysisCustomer SegmentationDistribution Channel AnalyticsExposure AnalysisExposure ManagementFraud DetectionFrequency Analysis

Publications

252

Gradient boosting trees for auto insurance loss cost modeling and prediction

Leo Guelman · Expert Systems with Applications · 2011 · 251 citations

Computing, Computer Science, Insurance +12

Predicting customer potential value an application in the insurance industry

Peter C. Verhoef, Bas Donkers · Decision Support Systems · 2001 · 230 citations

Business, Insurance, Risk Management +14

Can insurers pay for the “big one”? Measuring the capacity of the insurance market to respond to catastrophic losses

J. David Cummins, Neil A. Doherty, Anita Lo · Journal of Banking & Finance · 2002 · 203 citations

Business, Economics, Insurance +16

Machine learning improves accounting estimates: evidence from insurance payments

Kexing Ding, Baruch Lev, Xuan Peng et al. · Review of Accounting Studies · 2020 · 189 citations

Business, Accountancy, Accounting +5

Fitting insurance claims to skewed distributions: Are the skew-normal and skew-student good models?

Martin Eling · Insurance Mathematics and Economics · 2012 · 167 citations

Business, Insurance, Actuarial Science +15

1–5 of 252

Authors

661

MD
Michel Denuit
UCLouvain, Belgium
6 publications · 333 citations
6
h-index
MG
Montserrat Guillén
Universitat de Barcelona, Spain
6 publications · 484 citations
6
h-index
JP
Jens Perch Nielsen
City, University of London, United Kingdom
5 publications · 365 citations
5
h-index
PS
Peng Shi
University of Wisconsin–Madison, United States
5 publications · 274 citations
5
h-index
CY
Chun Yan
Shandong University of Science and Technology, China
5 publications · 281 citations
5
h-index

1–5 of 661

Institutions

336

1–8 of 336

Venues

Insurance Mathematics and Economics
25 publications · 1.3K citations
18
h-index
Journal of Risk & Insurance
12 publications · 599 citations
11
h-index
North American Actuarial Journal
NAAJ · 10 publications · 289 citations
10
h-index
Astin Bulletin
9 publications · 351 citations
9
h-index
Expert Systems with Applications
8 publications · 832 citations
8
h-index

1–5

See also Insurance Analytics
Core Methods	Predictive Analytics Statistical Modeling Generalized Linear Models Mixture Distributions Gradient Boosting Neural Networks Support Vector Machines Deep Learning Vector Autoregression Ensemble Methods Long Short-term Memory Networks
Applications	Underwriting Loss Reserving Claims Management Fraud Detection Retention Analytics Risk Assessment Customer Segmentation Client Profitability Analysis
Data Sources	Telematics Systems Wearable Devices Iot Sensors Health Records Open Data
Performance Metrics	Data Envelopment Analysis Balanced Scorecard Technical Efficiency
Regulatory Constraints	Data Protection Regulation Data Governance Ai Governance Frameworks Data Sovereignty Privacy-by-design Differential Privacy Federated Learning Algorithmic Fairness Counterfactual Analysis Governance Models Automated Compliance Checking Secure Multi-party Computation