Machine learning improves accounting estimates: Evidence from insurance payments

K Ding, B Lev, X Peng, T Sun… - Review of accounting …, 2020 - Springer
Managerial estimates are ubiquitous in accounting: most balance sheet and income
statement items are based on estimates; some, such as the pension and employee stock …

Analytics of insurance markets

EW Frees - Annual Review of Financial Economics, 2015 - annualreviews.org
This article describes contributions of analytics and statistical methods to our understanding
of insurance operations and markets. Specifically, it introduces insurance analytics, the …

The impact of enterprise risk management on the audit process: Evidence from audit fees and audit delay

C Bailey, DL Collins, LJ Abbott - Auditing: A Journal of …, 2018 - publications.aaahq.org
Prior research examining enterprise risk management (ERM) focuses mainly on entity-level
measures, relying heavily on the link between ERM and internal controls. We argue that …

The relationship between chief risk officer expertise, ERM quality, and firm performance

C Bailey - Journal of Accounting, Auditing & Finance, 2022 - journals.sagepub.com
Financial volatility and the most recent financial crisis turned the spotlight on enterprise risk
management (ERM), yet, high-quality ERM is difficult to define and in many ways, poorly …

Insurance price volatility and underwriting cycles

SE Harrington, G Niehaus, T Yu - Handbook of insurance, 2013 - Springer
This chapter reviews the literature on underwriting cycles and volatility in property-casualty
insurance prices and profits. It provides a conceptual framework for assessing unexplained …

Earnings smoothing, executive compensation, and corporate governance: Evidence from the property–liability insurance industry

DL Eckles, M Halek, E He… - Journal of Risk and …, 2011 - Wiley Online Library
Unlike studies that estimate managerial bias, we utilize a direct measure of managerial bias
in the US insurance industry to investigate the effects of executive compensation and …

[PDF][PDF] Effects of underwriting and claims management on performance of property and casualty insurance companies in East Africa

M Mwangi - 2017 - core.ac.uk
The insurance sector plays an important role in service economy of any country by
underwriting of risks inherent in most sectors thus providing a sense of peace to most …

CEO overconfidence and earnings management: Evidence from property-liability insurers' loss reserves

TR Berry-Stölzle, EM Eastman, J Xu - North American Actuarial …, 2018 - Taylor & Francis
This study investigates the relation between managerial overconfidence and loss-reserving
practices in the US property-liability insurance industry. We find robust evidence that CEO …

Financial health of medical schemes in South Africa

AL Alhassan - Finance Research Letters, 2023 - Elsevier
This paper undertakes a comprehensive examination of the financial health of medical
schemes in South Africa using annual financial data on 82 schemes from 2011 to 2018. The …

[HTML][HTML] Improving insurers' loss reserve error prediction: Adopting combined unsupervised-supervised machine learning techniques in risk management

IJ Song, W Heo - The Journal of Finance and Data Science, 2022 - Elsevier
Emerging literature focuses on insurers' earnings management using estimated liability for
unpaid claims, known as loss reserve. An insurance company generally uses the traditional …