Concepedia

Machine Learning Underwriting

Machine Learning Underwriting is a computational underwriting framework that employs machine learning algorithms to automate and refine risk assessment in property insurance by identifying complex, non-linear patterns in heterogeneous data sources, thereby distinguishing it from traditional rule-based or statistical underwriting models.

16

Publications

407

Citations

27

Authors

27

Institutions

Publications per year

2017–2026

12

Parents

Publications

16

An application of a multiple neural network learning system to emulation of mortgage underwriting judgements

Collins, Ghosh, Scofield · IEEE International Conference on Neural Networks · 1988 · 106 citations

, , +16

Time to Assess Bias in Machine Learning Models for Credit Decisions

Liming Brotcke · Journal of risk and financial management · 2022 · 38 citations · Full text

, , +17

Rise of the Machines: The Impact of Automated Underwriting

Mark Jansen, Hieu Nguyen, Amin Shams · Management Science · 2024 · 38 citations

, , +12

The application of machine learning algorithm in underwriting process

Yi Tan, Guoji Zhang · 2005 · 33 citations

, , +17

Automating the underwriting of insurance applications

Kareem S. Aggour, William Cheetham · 2005 · 22 citations

, , +17

1–5 of 16

Authors

27

  1. MJ
    Mark Jansen

    University of Utah, United States

    2 publications · 49 citations

    2

    h-index

  2. AS
    Amin Shams

    Fisher College, United States

    2 publications · 49 citations

    2

    h-index

  3. HN
    Hieu Nguyen

    Foreign Trade University, Vietnam

    2 publications · 49 citations

    2

    h-index

  4. SK
    Sushant K. Singh

    Duy Tan University, Vietnam

    1 publications · 12 citations

    1

    h-index

  5. TJ
    Tiffany Jiang

    Stanford University, United States

    1 publications · 13 citations

    1

    h-index

1–5 of 27

Institutions

27

  1. University of Utah

    Salt Lake City, United States

    2 h-index

    2 publications

    49 citations

  2. Fisher College

    Boston, United States

    2 h-index

    2 publications

    49 citations

  3. Macquarie University

    Sydney, Australia

    2 h-index

    2 publications

    49 citations

  4. The Ohio State University

    Columbus, United States

    2 h-index

    2 publications

    49 citations

  5. Institute of Law

    Beijing, China

    1 h-index

    2 publications

    44 citations

  6. Ball State University

    Muncie, United States

    1 h-index

    1 publications

    15 citations

  7. BIVŠ Vysoká škola v Praze a v Brně

    Prague, Czechia

    1 h-index

    1 publications

    22 citations

  8. Providence College

    Providence, United States

    1 h-index

    3 publications

    318 citations

1–8 of 27

Venues

  1. SSRN Electronic Journal

    Repository · 2 publications · 33 citations

    2

    h-index

  2. Management Science

    1 publications · 38 citations

    1

    h-index

  3. Journal of Banking & Finance

    1 publications · 19 citations

    1

    h-index

  4. Journal of risk and financial management

    JRFM · 1 publications · 38 citations

    1

    h-index

  5. Procedia Computer Science

    1 publications · 19 citations

    1

    h-index

1–5