Insurance Commons^™

Interpretive Flexibility And The Social Construction Of Generative Ai In Education: A Scot Analysis, Elham Mousavidin, Sujin K. Horwitz

Southwestern Business Administration Journal

The rapid rise of generative artificial intelligence (GenAI) tools has intensified discussions about their role in education. This study uses the Social Construction of Technology (SCOT) framework to explore how educational stakeholders interpret GenAI and how these interpretations influence its development and adoption. Through an interpretive literature review of research published between 2021 and 2025, we examine stakeholder perspectives using SCOT constructs, including relevant social groups, interpretive flexibility, technological frames, and controversies. Results identify three main interpretive tensions shaping current debates: transformational force versus transactional tool, cognitive augmentation versus cognitive atrophy, and digital empowerment versus digital enslavement. These tensions show …

People Orientation And Thing Orientation In Business Majors: Implications For Assessing The Impacts Of Cross-Functional Business Program Curricula, Todd J. Hostager, David A. Christopher, Kristy J. Lauver, Christopher Knowles

International Journal for Business Education

Background/Introduction/Purpose:  Prior research documented significant differences in people orientation and thing orientation (PTO) based on type of major and sex.  This study examines a set of measures for helping business programs to assess whether they are producing graduates equipped to consider both people and things when making decisions, regardless of their major or sex.

Methods/Design:  Students in a strategic management capstone course spent a single 75-minute session responding to a brief new venture pitch by identifying what types of additional information they would need to decide whether to invest in the business.  Three Likert-scaled options gauged the extent to participant …

Mda Insurance - Online Open Enrollment Now Available For Mda Health Plan, Craig Start

The Journal of the Michigan Dental Association

Craig Start, President of MDA Insurance, discusses health insurance planning for dental practices and families, introducing a new secure online open enrollment process through Employee Navigator for the MDA Health Plan. Running through October and November 2026, this online portal coordinates plan sponsors and employees to adjust coverage and add dependents. The article highlights other critical 2027 health coverage enrollment timelines, including individual marketplace plans and Medicare supplement choices, and emphasizes the personalized, cost-free advisory and claims advocacy services provided by MDA Insurance agents to support informed decision-making.

When Dentists Spoke Up, The Law Changed, Timothy Rath

The Journal of the Michigan Dental Association

This article details how grassroots member advocacy led to the passage of Michigan Senate Bill 105. Championed by the Michigan Dental Association, the law requires insurers to offer at least one fee-free payment method for dental reimbursements, protecting practices from being forced to pay transaction fees of 3% to 5% to access virtual credit card payments. Once a dentist opts out under the new law, insurers must maintain the alternative payment method. This legislative victory highlights the power of organized dentistry in relieving the administrative and financial burdens faced by individual practitioners amid rising operational overhead costs.

Mda Insurance: Voluntary Benefits Help With Employee Recruitment, Satisfaction, Retention, Craig Start

The Journal of the Michigan Dental Association

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This article discusses how voluntary employee benefits can strengthen recruitment, retention, and employee satisfaction in dental practices. Topics include health insurance, disability coverage, life insurance, critical illness protection, accident insurance, vision plans, and cafeteria plans. The author explains how benefit offerings can improve workplace competitiveness while helping employees manage financial risks and healthcare costs.

Diverging Views On Class Certification In The Insurance Industry: Uniform Valuation Methods For Totaled Vehicles, Celine Makhani

The Journal of Business, Entrepreneurship & the Law

This comment explores the legal challenges surrounding how insurance companies calculate the "actual cash value" of totaled vehicles . The author focuses on the controversial use of "negotiation adjustments"—deductions insurers apply based on the assumption that buyers typically negotiate car prices downward—which policyholders argue systematically undervalues their claims. The central conflict of the article is a significant circuit split: while the Ninth Circuit in Jama v. State Farm recently allowed these claims to proceed as class actions, the Fifth Circuit in Sampson v. USAA reached the opposite conclusion, requiring individual proof of harm for each policyholder . Makhani analyzes these …

Relevance Matters After Patel: Where The Economic Substance Doctrine Goes From Here, Daniel Chung

The Journal of Business, Entrepreneurship & the Law

This article examines the modern Economic Substance Doctrine (ESD) through the framework of the Tax Court's decision in Patel v. Commissioner. The author argues that Patel serves as a "doctrinal reset," restoring the ESD to its intended role as a narrow, purpose-driven judicial backstop rather than a generalized anti-abuse tool. Central to this analysis is the reemergence of a "relevance" inquiry, which requires courts to determine if the ESD applies to a transaction at all—based on pre-codification common law—before engaging the statutory two-prong test under Section 7701(o) . While the court in Patel ultimately found the doctrine relevant and sustained …

Health Insurance Literacy Among College Students At The University Of South Carolina, Emma J. Smith, Lorie Donelle Phd, Rn, Fcan, Robin Dawson

Caroliniana Undergraduate Research Journal

Purpose: This study aims to investigate the health insurance literacy skills of graduate college students and undergraduate college students.

Methods: A cross-sectional research design incorporated a 20-item questionnaire to examine college students’ knowledge of common health insurance terms and definitions, as well as their perceived understanding of health insurance. Descriptive analyses were conducted of participant demographics, health insurance literacy scores were summarized, and common health insurance policies were tested through a readability checker.

Results: The majority of students were between the ages of 18-25 and undergraduate students. More than half of the participants were female, and more …

Educating For Responsible Ai Governance - Building Interdisciplinary Frameworks For The Management Of Artificial Intelligence, Grace Eboh

Southwestern Business Administration Journal

As Artificial Intelligence (AI) becomes increasingly prevalent across industries, there is a critical need for educational programs that teach effective AI governance and management. This article examines how educational institutions can develop comprehensive curricula to prepare professionals for the complex challenges of overseeing AI systems responsibly. It analyzes current gaps in AI governance education, proposes frameworks for curriculum design, and identifies key competencies required for effective AI stewardship. The findings suggest that successful AI governance education must adopt an interdisciplinary approach that integrates technical literacy, policy understanding, ethical reasoning, and organizational management.

A Quality Improvement Project To Decrease Medication Prior Authorization Approval Times, Amena Guinn Babers

Doctor of Nursing Practice (DNP) Scholarly Projects - Archive

Background: Medication prior authorization requirements add to administrative burden, increase labor costs, and delay patient access to treatment in outpatient specialty settings. This bottleneck directly influences nursing workload and economic performance.

Purpose: To evaluate the fiscal and performance significance of implementing an electronic prior authorization (ePA) process, standardized tracking tools, and staff education in a small orthopedic clinic.

Methods: A pre–post quality improvement design was used. Descriptive statistics and inferential analyses (independent‑samples t tests and Mann–Whitney U tests) were conducted to compare time to approval, staff hours worked, satisfaction scores, and medication pickup timeframes.

Results: Significant reductions were observed in …

When Social Inflation Pushes The "Good Neighbor" Away: How Market Exit Behavior Triggers Brand Betrayal And Trust Erosion, Waros Ngamsiriudom, Mohan Menon, Mitra Devkota

Atlantic Marketing Journal

Social inflation, marked by rising litigation severity, shifting jury attitudes, and expanding third-party litigation funding, has intensified financial pressures on insurers operating in disaster-prone markets. In response, many insurers have withdrawn or restricted coverage, creating a sharp disconnect between long-standing brand promises and current market behaviors. This article examines how these systemic pressures produce “brand betrayal,” a consumer perception arising when insurers’ market exit actions contradict their relational positioning as reliable, community-oriented partners. Drawing on signaling theory, relationship marketing, and institutional perspectives, the article develops a conceptual framework linking social inflation to brand trust erosion through market exit behavior. The …

Artificial Intelligence In Insurance Fraud Detection: Applications And Implications For Internal Audit, Maria Davis

Honors Projects

Artificial Intelligence (AI) is being used in accounting and the insurance industry to assist with auditing and fraud detection. The Big Four public accounting firms have invested heavily in AI implementation efforts. Across these firms, AI has been used to reallocate auditors’ time from mundane tasks to more complex tasks that require human judgement. Within the insurance industry, machine learning, deep learning, and natural language processing, among other AI tools, have proven helpful in fraud detection efforts. While the positive impacts of AI usage are clear, concerns surrounding the replacement of human jobs, a lack of transparency in auditing, heavy …

Investigating The Relationship Between Noun Classes And Plant Folk Taxonomy In Chasu Language Of Kilimanjaro Region In Tanzania, Peter Rabson Mziray

Journal of Humanities and Social Sciences

The current study investigates the relationship between noun classes and plant folk taxonomy in Chasu (G 22). The study focuses on two objectives: the first objective is to describe the plant folk taxonomy in Chasu and the second objective is to determine the relationship between noun classes and plant folk taxonomy in Chasu. Data were collected from rural villages in Same and Mwanga districts by using free listing, field interviews (jungle-walk-and-identify), and written texts containing Chasu plant names. The findings reveal that Chasu folk taxonomy reflects different ethnobotanical categories; including a unique beginner which is mmea/mimea ‘plant(s)’, and three life …

Mda Insurance: Review Your Health Insurance Plan For 2026 Open Enrollment, Craig Start

The Journal of the Michigan Dental Association

MDA Insurance President Craig Start urges members to review their health insurance ahead of the 2026 open enrollment period. Open enrollment is the annual window to change carriers, elect new plans, or add dependents. Dates vary by plan: the MDA Health Plan runs from October 1–November 15, while Medicare Supplements/Advantage/Medigap Plans run from October 15–December 7. Members must assess anticipated health changes, potential costly prescriptions, and financial comfort with higher deductibles versus higher premiums. MDA Insurance assists members in making informed decisions and acts as the member's agent of record to help resolve claims and issues throughout the year.

Extension For Insurance And Patient Conflict Prevention, Richard Sherman

SFDDA Newsletter

In 1891, G.V. Black presented the idea of “Extension for Prevention.” The concept was to complete a restoration so that the margins and occlusal grooves were treated in such a way as to “prevent” further carious involvement. Hopefully his technique prevented millions of teeth from needing retreatment. However, dealing with humans and sometimes their “lack” of proper oral hygiene habits, new carious lesions do appear on the same teeth in the same or different areas, This article examines the conflict occurring between insurance coverage and the patient when experiencing a new caries on a previously restored tooth.

The New Professional: Demystifying Dental Insurance For The New Professional, Amrita Patel D.D.S.

The Journal of the Michigan Dental Association

This comprehensive guide explains dental insurance complexities for new associates and practice owners. The author distinguishes dental insurance from medical insurance, noting annual benefit caps of $1,000-$2,000 versus unlimited medical coverage. Four main plan types are detailed: PPO plans (most common, flexible), HMO plans (lower costs, network restrictions), Indemnity plans (no network limits, higher costs), and Discount plans (membership programs, not insurance). Key business considerations include in-network versus out-of-network decisions, with in-network providing patient attraction but reduced reimbursements, while out-of-network allows fee control but limits patient base. The article addresses practical challenges including write-offs (difference between standard fees and insurance …

Mda At Your Service: One Way To Free Your Practice From Insurance Plan Restrictions, Rachel Sinacola D.D.S.

The Journal of the Michigan Dental Association

This Q&A-style article provides practical answers to common member questions. Topics include managing in-office dental plans (via Quality Dental Plan), evaluating associate contracts, showcasing MDA membership, handling radiography training course transfers, and understanding patient record retention requirements. The article encourages using MDA-endorsed resources and legal guidance to enhance practice efficiency and compliance.

An Empirical Study On The Economic And Policy Drivers Of Livestock Risk Protection Utilization, Milan Chauhan

Department of Agricultural Economics: Dissertations, Theses, and Student Research

Federally supported risk management programs for livestock producers have existed for the last twenty years. Among these, Livestock Risk Protection (LRP) is a federally subsidized insurance tool available for cattle producers to manage downside price risk. In recent years, participation in LRP has surged. This paper examines the key economic and policy variables that partially drive LRP utilization and analyzes the role of risk management educational efforts in the decision to participate and the intensity of the insurance utilization using unique state-level panel data from 2003 through 2023.

The study analyzes three complementary metrics of insurance utilization: market volume (policies …

Personalized Retention Strategy Optimization Of Auto Insurance Customers Using Churn Prediction Analysis, Sai Charan Kurakula

Electronic Theses, Projects, and Dissertations

Addressing customer churn remains one of the greatest difficulties in the auto insurance sector, frequently caused by unmanaged complaints, service inaction, and insufficient communication regarding the customer’s needs. The goal of this research is to create a framework based on machine learning algorithms that predict whether a customer complaint will be confirmed by the regulatory authority and use this as a proxy to estimate customer churn in the absence of direct cancellation data. Through predicting complaint confirmation, which acts as an indicator of genuine service failure, the model helps in detecting customers with greater risk and aids in formulating individualized …

Where Is Your Crop Insurance Agent? Understanding The Geographical Distribution Of Agents, Cory Walters, Nathan Delay

Cornhusker Economics

Following the modifications to the Standard Reinsurance Agreement (SRA) in 2010, there was limited understanding of the impact of policy changes on agent availability. Our objective is to construct a model of the equilibrium supply of crop insurance agents and to test hypotheses regarding the factors influencing agent concentration, such as commissions, competition, and risk. We developed a theoretical equilibrium model of the federal crop insurance market, which encompasses three tiers: insurance companies, agents, and farmers. The model incorporates key features of the federal program, including government-set premiums and the stipulation that agents cannot refuse coverage or modify premiums for …

The Impact Of High Deductible Health Plans On Mental Health Treatment, Kristian D. Dambrino, Laura Gray, R. David Phillippi

DNP Projects

Background and Rationale: High Deductible Health Plans (HDHPs) are designed to reduce overall healthcare spending by shifting more upfront costs to patients to discourage overutilization of care, yet HDHPs often increase financial burden, particularly in outpatient mental health care. Patients covered by HDHPs often face substantial out-of-pocket costs before reaching their deductible. This can lead to potential delays or discontinuation of psychiatric treatment. Financial transparency interventions by the mental health provider may mitigate these barriers through more-informed patient decision-making regarding payment options. This project evaluates the impact of a financial transparency intervention on reducing payment responsibility for HDHP patients in …

Mda Services: These Three Companies Can Help You Establish Your Own Practice, Reva Darling

The Journal of the Michigan Dental Association

Starting or acquiring a dental practice is a significant but rewarding endeavor. The Michigan Dental Association (MDA) endorses three key companies to assist dentists in this process: Bank of America Practice Solutions for financing, Bridge Commercial Realty for real estate guidance, and PPO Negotiation Solutions for optimizing insurance participation. These vetted partners offer essential support in securing loans, selecting practice locations, negotiating leases, and managing insurance networks, ensuring dentists establish financially sound and sustainable practices.

Mda Insurance: Simple Tips To Improve Your Property’S Insurability, Jeff Spindler Mda Ifg

The Journal of the Michigan Dental Association

The article discusses the importance of proactive home maintenance in maintaining property insurability and managing insurance premiums. It highlights how insurance companies are responding to increased claims from weather events, particularly wind and hail damage in Michigan. The author emphasizes that while insurance covers unexpected damage, it doesn't cover normal wear and tear or deferred maintenance. The piece provides six practical tips for homeowners to reduce risk and prevent insurance claims, ultimately helping to stabilize premium rates.

Cultural Values In The Advertisements Of Islamic And Commercial Insurance Companies: A Comparative Analytical Study Of Social Media Advertisements, Hameed R. Al-Qudaimi

An-Najah University Journal for Research - B (Humanities)

Objective: This study aimed to compare advertisements for Islamic and commercial insurance companies regarding the cultural values used in their advertisements on social media sites like Instagram, X, and YouTube. Method: This study uses content analysis and comparative methods to analyze the content of 300 advertisements during the period of July 1 to September 30, 2023, the study conducted on the Islamic company in Yemen (United Insurance) and the commercial company in Egypt (Allianz). Results: The most important results showed that Allianz was more likely to use individual values, broad influence, avoidance of doubt, masculinity, and long termism, while …

January 15, 2025 — Welcome Letter To Members Of The 119th Congress, American Dental Association

Advocacy in Action letters

No abstract provided.

Evaluation Of Financial Risk Protection Provided By Private Health Insurance In Malaysia, Ng Rui Jie

Student Works (2020-2029)

Private health insurance (PHI) has emerged as an alternative health financing option to public health financing, with the goal of achieving and maintaining universal health coverage. Despite its growing prominence, there is ongoing debate about the extent to which PHI contributes to financial risk protection. In Malaysia, the prevalence of PHI coverage has increased due to factors such as an expanding affluent demographic, government encouragement, and challenges in public healthcare delivery. However, there have been very limited studies assessing the financial risk protection provided by PHI in Malaysia, making this a critical gap that this research aims to address. To …

The Insurance Solution For Financial Advice Failures, Adam J. Gana, Benjamin P. Edwards

Michigan Business & Entrepreneurial Law Review

Solving the retirement savings crisis requires widespread access to reliable financial advice. Yet financial advisers often operate without insurance, collecting fees and commissions from customers and leaving them penniless when substandard advice causes harm. Instituting insurance coverage requirements would protect investors and allow market forces to discipline misconduct. For decades, advocates and regulators have raised awareness about the millions of unpaid arbitration awards each year; an insurance solution would significantly reduce the harm suffered.

This paper aims to create a roadmap to solve the problem. It identifies the problem and maps out the different levers available to policymakers to increase …

Crop Insurance And Weather Risk: Decision Tools And The Effects Of Rising Temperatures In Kentucky, Enil Serrano

Theses and Dissertations--Agricultural Economics

This thesis investigates how rising temperatures and climate variability affect crop insurance decisions and premium rates for corn and soybean farmers in Kentucky. It introduces a new decision-support tool, the "Crop Insurance Decision Maker" (CIDM), which helps producers evaluate the financial trade-offs of various crop insurance products under different risk preferences. The first chapter details the tool’s development, function, and potential to improve farmer understanding of insurance options. The second chapter quantifies how +1°C and +2°C warming scenarios impact yield risk and crop insurance premium rates using 73 years of corn yield data, 51 years for soybean yield, and weather …

A Comparative Study Of Econometric And Deep Learning Models For Forecasting Exchange-Traded Fund Prices In The Thai Market, Witchayut Likhitrattanakon

Chulalongkorn University Theses and Dissertations (Chula ETD)

This study evaluates and compares the forecasting accuracy of ten Exchange-Traded Funds (ETFs) in the Thai market using comprehensive econometric and deep learning models, with Mean Absolute Error (MAE) as the primary performance metric. The research examines DCC-GARCH, CCC-GARCH, standard GARCH-type models and Long Short-Term Memory (LSTM) networks across both raw and processed data environments (from isolation forest and random forest). In the comprehensive model comparison, Univariate LSTM with Real Price input (30 lookback period) achieved the lowest MAE for eight of ten ETFs in raw data and seven of ten in processed data, establishing it as the most effective …

Dentistry And The Law: The Difference Between ‘Non-Covered’ Vs. ‘Disallowed’ Services, Daniel Schulte Jd

The Journal of the Michigan Dental Association

The article clarifies the distinction between "non-covered" and "disallowed" services in dental plan audits. Non-covered services are not included in the patient’s dental plan, often due to plan limitations, while disallowed services are covered but deemed non-payable due to issues like claim deficiencies or lack of documentation. Dentists must review their contracts to understand obligations regarding non-covered services and ensure compliance with HIPAA for patient-paid services. For disallowed services, contesting decisions may be possible depending on the agreement with the dental plan.