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Risks, Volume 13, Issue 5

2025 May - 20 articles

Cover Story: Neural networks are currently transforming health insurance pricing. While machine learning is well established in property and casualty insurance, its application to health coverage remains largely underexplored. This study presents a novel approach using negative multinomial neural networks to model correlated medical claims and Gamma neural networks to predict claim severity. Tested on real-world data, the framework outperforms traditional accuracy and risk segmentation methods, enhanced by explainable AI (XAI) for transparency. View this paper
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Articles (20)

  • Article
  • Open Access
6 Citations
5,996 Views
26 Pages

Comparing the Effectiveness of Machine Learning and Deep Learning Models in Student Credit Scoring: A Case Study in Vietnam

  • Nguyen Thi Hong Thuy,
  • Nguyen Thi Vinh Ha,
  • Nguyen Nam Trung,
  • Vu Thi Thanh Binh,
  • Nguyen Thu Hang and
  • Vu The Binh

20 May 2025

In emerging markets like Vietnam, where student borrowers often lack traditional credit histories, accurately predicting loan eligibility remains a critical yet underexplored challenge. While machine learning and deep learning techniques have shown p...

  • Feature Paper
  • Article
  • Open Access
4 Citations
8,437 Views
24 Pages

Historical Perspectives in Volatility Forecasting Methods with Machine Learning

  • Zhiang Qiu,
  • Clemens Kownatzki,
  • Fabien Scalzo and
  • Eun Sang Cha

20 May 2025

Volatility forecasting for financial institutions plays a pivotal role across a wide range of domains, such as risk management, option pricing, and market making. For instance, banks can incorporate volatility forecasts into stress testing frameworks...

  • Article
  • Open Access
3 Citations
3,947 Views
22 Pages

Breaking Barriers: Gender Diversity, ESG, and Corporate Misconduct in the GCC Region

  • Laila Aladwey,
  • Mohamed Fawzy Mohamed Elsayed and
  • Ahmed Diab

15 May 2025

Our study explores how ESG performance affects corporate misconduct (CM) in Gulf Cooperation Council (GCC) firms and whether having more women on corporate boards influences this relationship. Using logistic regression and using data collected from G...

  • Article
  • Open Access
2 Citations
3,627 Views
25 Pages

14 May 2025

Women in emerging economies face unique constraints rooted in cultural norms, socio-economic disparities, and limited access to education and technology. Narrowing the digital gender gap by ensuring access to financial services may reduce the economi...

  • Article
  • Open Access
1 Citations
1,427 Views
22 Pages

Uncovering Systemic Risk in ASEAN Corporations: A Framework Based on Graph Theory and Hidden Models

  • Marc Cortés Rufé,
  • Jordi Martí Pidelaserra and
  • Cecilia Kindelán Amorrich

13 May 2025

In the context of an ever-evolving global economy, ASEAN companies face dynamic systemic risk that reshapes their financial interrelationships. This study examines the transmission of these risks using advanced graph theory techniques, particularly t...

  • Article
  • Open Access
1 Citations
1,904 Views
16 Pages

The Determinants of Reward-Based Crowdfunding Success in Africa

  • Lenny Phulong Mamaro,
  • Athenia Bongani Sibindi and
  • Ntwanano Jethro Godi

12 May 2025

This study focused on investigating the factors that drive reward-based crowdfunding in Africa, particularly considering the increasing limitations that entrepreneurs face in accessing traditional financial resources globally, by analysing 215 crowdf...

  • Feature Paper
  • Article
  • Open Access
1 Citations
2,022 Views
25 Pages

9 May 2025

This study employs asymmetric quantile regression to investigate the asymmetric impact of WTI crude oil prices and economic policy uncertainty (EPU) on stock market returns from May 2014 to December 2024 in oil-importing (China, India, Germany, Italy...

  • Article
  • Open Access
1 Citations
1,854 Views
29 Pages

9 May 2025

This study investigates how firms in emerging markets respond to climate policy risk, with a particular focus on the dynamic role of green innovation in shaping carbon information disclosure. Using a difference-in-differences (DID) framework, we exam...

  • Article
  • Open Access
4,590 Views
16 Pages

8 May 2025

The study documents the achievements of the Islamic Banking Services Industry (IBSI) in light of Islamic finance objectives (including commercial performance, financial stability, and wealth distribution). A balance sheet analysis of IBSI in the Unit...

  • Article
  • Open Access
1,487 Views
32 Pages

8 May 2025

This paper establishes a theoretical link between actuarial neutrality and the Oaxaca–Blinder decomposition to empirically assess vertical equity in public defined-benefit schemes. We demonstrate how this approach can be generalized to non-line...

  • Article
  • Open Access
1,161 Views
21 Pages

6 May 2025

This paper explores optimal consumption and investment strategies for agents facing mortality risk within a complete financial market. Departing from traditional frameworks, we leverage state-dependent utility theory, discounted by the state–pr...

  • Article
  • Open Access
1 Citations
2,127 Views
24 Pages

1 May 2025

This study focuses on the precise forecasting of stock price movement to determine returns, diversify risk, and demystify existing opportunities. It also aims to gauge the difference in terms of the stock volatility of various pharma companies before...

  • Article
  • Open Access
1 Citations
1,656 Views
20 Pages

30 April 2025

In this article, we extend the application of cooperative game theory to the so-called low-risk puzzle. Specifically, we apply concepts that consider hierarchies on the assets in the allocation of portfolio risk. These hierarchies have not previously...

  • Article
  • Open Access
2 Citations
3,986 Views
23 Pages

30 April 2025

This study aims to rate the impact of the three major risks (credit, capital adequacy, and liquidity) on three financial performance measures (return on equity (ROE), earnings per share (EPS), and price-earnings ratio (PER)). This study stands out as...

  • Article
  • Open Access
2,257 Views
14 Pages

28 April 2025

Moral hazard in health insurance arises when insured individuals are incentivized to over-utilize healthcare services, especially when they face low out-of-pocket costs. While existing literature primarily addresses moral hazard through qualitative s...

  • Article
  • Open Access
1,313 Views
16 Pages

26 April 2025

This paper examines the macroeconomic implications of unrealistic optimism, a psychological bias that has been largely overlooked in economic models. While traditional models often link optimism to speculative bubbles and excessive risk taking, this...

  • Feature Paper
  • Article
  • Open Access
1 Citations
2,211 Views
28 Pages

A Neural Network Approach for Pricing Correlated Health Risks

  • Alessandro G. Laporta,
  • Susanna Levantesi and
  • Lea Petrella

24 April 2025

In recent years, the actuarial literature involving machine learning in insurance pricing has flourished. However, most actuarial machine learning research focuses on property and casualty insurance, while using such techniques in health insurance is...

  • Article
  • Open Access
1,519 Views
46 Pages

23 April 2025

I show that house prices can be modeled using machine learning (kNN and tree-bagging) and a small dataset composed of macroeconomic factors (MEF), including an inflation metric (CPI), US Treasury rates (10-yr), Gross Domestic Product (GDP), and portf...

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Risks - ISSN 2227-9091