Open Access. Powered by Scholars. Published by Universities.®

Finance and Financial Management Commons™

Open Access. Powered by Scholars. Published by Universities.®

Discipline
Institution
Keyword
Publication Year
Publication
Publication Type
File Type

Articles 301 - 330 of 9539

Full-Text Articles in Finance and Financial Management

Artificial Intelligence–Enabled Revenue Cycle Management And Financial Performance In Healthcare Organizations, K’Reesa Webster Jan 2026

Artificial Intelligence–Enabled Revenue Cycle Management And Financial Performance In Healthcare Organizations, K’Reesa Webster

Theses, Dissertations and Capstones

The purpose of this review was to examine how artificial intelligence–enabled revenue cycle management (AI-enabled RCM) systems have been associated with financial performance outcomes in healthcare organizations. A literature review following a systematic process consistent with PRISMA 2020 guidelines was conducted to identify quantitative studies published between 2015 and 2026. Eligible studies were required to report at least one financial outcome related to claim denial rate, days in accounts receivable, or operating margin. Twenty-seven studies met all inclusion criteria. Findings across these studies indicated that AI-enabled RCM systems have been associated with lower denial rates, shorter accounts receivable timelines, and …


2026 Crummer Truist Portfolio, Alexis Matton, Carlos Meyer, Amelia Kondal, Numair Aziz, Madison Kalhor, Taylor Payne, Hannah Gilbert, Chris Brennan, Ian Dean, Tully Njoroge, Dylan Reilly Jan 2026

2026 Crummer Truist Portfolio, Alexis Matton, Carlos Meyer, Amelia Kondal, Numair Aziz, Madison Kalhor, Taylor Payne, Hannah Gilbert, Chris Brennan, Ian Dean, Tully Njoroge, Dylan Reilly

Crummer Truist Portfolios

We would like to thank you for your service to the Crummer Truist Portfolio. Without your participation, Crummer students would not benefit from the unique insight you bring to managing an active portfolio. We have been fortunate to listen and learn from some outstanding guest speakers who have been generous with their time and expertise: Dr. J. Clay Singleton, Emeritus Professor, Crummer Graduate School of Business; Amy Martin, Executive Director (Corporate Credit Strategy) at Wells Fargo; Davis Moshier, Investment Banking Associate at Lucid Capital Markets; Jay Kineon, Analyst at PFM Financial Advisors; Marc Miller, Partner, DePrince, Race, and Zollo; Matej …


Fiscal Illusion And Property Tax Porportionality, Cathy Lynn Johnson Jan 2026

Fiscal Illusion And Property Tax Porportionality, Cathy Lynn Johnson

Dissertations of Practice

Tax Increment Financing (TIF) has become a widely utilized economic development tool, allowing municipalities to capture future increases in property tax revenue within designated redevelopment areas.

The study’s purpose was to examine how TIF districts in Illinois affect the proportional distribution of property tax burdens and the allocation of property tax revenues to public school districts. Guided by Resource Allocation Theory, Public Choice Theory, and Fiscal Illusion, the study investigated how the exclusion of incremental EAV alters tax rate calculations and redistributes tax responsibility among taxpayers both within and outside of TIF boundaries. A quantitative analytical framework was developed and …


Reassessing Argentina’S 2018 Crisis: Fiscal Imbalances, External Constraints, And Imf Policy, Michael Garcia Jan 2026

Reassessing Argentina’S 2018 Crisis: Fiscal Imbalances, External Constraints, And Imf Policy, Michael Garcia

Honors Theses

This thesis will evaluate the causes of Argentina’s 2018 financial crisis, examining how it should be evaluated through the lens of fiscal imbalance or by external constraints. The dominant interpretation is shown in the International Monetary Fund’s (IMF) 2018 Standby Agreement. It attributed the crisis to excessive fiscal deficits, inflation, and weak monetary discipline. This perspective is supported by the Polak model. The model itself connects domestic credit expansion to balance of payment imbalances. It views external crises resulting from internal policy excess.

This paper offers an alternative interpretation of a post-Keynesian that emphasizes external vulnerability, foreign currency debt, and …


Beyond Price: How Platform Power Shapes Demand Allocation In Online Hotel Channels, Ling Ling, Timothy Webb, Zvi Schwartz Jan 2026

Beyond Price: How Platform Power Shapes Demand Allocation In Online Hotel Channels, Ling Ling, Timothy Webb, Zvi Schwartz

Human Movement Studies & Special Education Faculty Publications

Rate disparity remains a widely used but poorly understood pricing strategy in the hotel industry. While previous research generally assumes that lower prices shift demand toward less expensive channels, this study investigates whether such effects occur in practice. Using high-frequency booking and pricing data from five full-service hotels across multiple online travel agencies (OTAs), we analyze how rate disparity relates to the distribution of demand across channels. The findings show that the impact of price differences is limited, highly non-linear, and strongly dependent on contextual factors. Channel market power and hotel-specific characteristics seem to play a more significant role than …


Heartbeats: Sustainable Practices In Business, Natalie Pham, Shareef Awadallah, Lily Lisco, Logan Blissenbach, Nikolaos Verginis Jan 2026

Heartbeats: Sustainable Practices In Business, Natalie Pham, Shareef Awadallah, Lily Lisco, Logan Blissenbach, Nikolaos Verginis

Williams Honors College, Honors Research Projects

HeartBeats Co. LLC is a premier audio and software technology brand that brings renewed character and performance to a stagnant space, revolutionizing the listening experience by engineering a digital music platform and headphones that possess distinct style and exceptional performance. While our team identifies and tracks trends in the market, we strive to establish market trends rather than to follow them. We are a company founded on innovation, redefining the music streaming market by combining the importance of wellness with the latest audio and software technologies and innovative functionalities. This document outlines a ten-year plan for efficient and impactful scaling, …


How Does Economic Policy Uncertainty Affect Individual Contributions To Retirement Accounts?, David I. Becker Jan 2026

How Does Economic Policy Uncertainty Affect Individual Contributions To Retirement Accounts?, David I. Becker

Honors Undergraduate Theses

This study tests whether Economic Policy Uncertainty (EPU) is associated with U.S. retirement contributions and whether responses differ across account types. Using annual contribution data for defined contribution plans and Traditional and Roth IRAs with the Baker, Bloom, and Davis EPU index, I estimate multivariate regressions with standard macroeconomic controls and compare contemporaneous and lagged specifications. EPU is positively associated with 401(k) contributions, negatively associated with Traditional IRA contributions in the contemporaneous model, and not statistically significant for Roth IRAs. These results suggest uncertainty may shift how households save for retirement rather than uniformly reducing retirement saving.


Stringency Of Family Firms And Owner-Managers In The Transition To Low-Carbon Emissions, Morten Bennedsen, John Doukas, Halit Gonenc Jan 2026

Stringency Of Family Firms And Owner-Managers In The Transition To Low-Carbon Emissions, Morten Bennedsen, John Doukas, Halit Gonenc

Finance Faculty Publications

This study examines the relationship between carbon emissions and stock returns, with a focus on the role of family ownership and management. Using a sample of 435 publicly listed firms from 14 Western European countries over the period 2010–2020, we explore whether financial markets perceive family-controlled firms, particularly those led by family-member CEOs, differently in terms of their commitment to sustainable practices. Consistent with prior research, our results indicate that firms with higher emissions earn higher stock returns while simultaneously experiencing lower market valuations, consistent with the presence of a carbon risk premium driven by elevated carbon transition risk. Crucially, …


Does Bidder Complexity Affect Market Reactions To M&A Decisions?, Rajib Chowdhury, John A. Doukas Jan 2026

Does Bidder Complexity Affect Market Reactions To M&A Decisions?, Rajib Chowdhury, John A. Doukas

Finance Faculty Publications

We examine whether and how bidder complexity influences investor reactions to merger and acquisition (M&A) announcements. Using an established measure of complexity, we find a significant positive relationship between acquiring firm complexity and cumulative abnormal returns (CAR). This suggests that investors perceive more complex firms as capable and value-enhancing participants in M&A activities. The association is particularly strong for bidders with high operating risk, greater R&D intensity, and larger firm size. We also find that complex bidders tend to offer higher takeover premiums. Overall, our study contributes to the literature by demonstrating that bidder complexity is an important determinant of …


Gubernatorial Re-Election Incentives, Local Investment Bias, And Pension Fund Performance, Hongxian Zhang, Liang Guo, Jun Hao, Yu Liu Jan 2026

Gubernatorial Re-Election Incentives, Local Investment Bias, And Pension Fund Performance, Hongxian Zhang, Liang Guo, Jun Hao, Yu Liu

Business and Information Technology Faculty Research & Creative Works

We investigate the impact of gubernatorial re-election incentive and political factors on US public pension funds from 1990 to 2022. Our empirical analysis finds no significant overall relationship between gubernatorial re-election incentives and local bias in the full sample. However, the effect of gubernatorial re-election incentives on local bias is influenced by a state's level of corruption. Specifically, in states within the lowest corruption quantile, governors eligible for re-election tend to prioritize local investments to gain consistent support. In contrast, in states within the highest corruption quantile, heightened scrutiny may encourage re-election-eligible governors to adopt conservative investment policies that do …


Essays In Housing And Consumer Finance, Spencer Stone Jan 2026

Essays In Housing And Consumer Finance, Spencer Stone

Theses and Dissertations--Finance and Quantitative Methods

In my first chapter, I show how consumer left-digit bias affects borrowing costs in the US residential mortgage market. I find that the distribution of mortgage rates bunch at .99-ending rates just below left-digit changing thresholds, and that this bunching is greater in the distribution of rates selected by borrowers than those simply offered by lenders. Comparing observably similar borrowers within the same 1-bp interest rate band, selecting similar mortgage products, in the same census tract and origination month, I show that borrowers receiving .99-ending rates pay significantly more fees than borrowers receiving the nearest whole-number rate just above them, …


A Strategic Analysis Of Project Learn Of Summit County, Alex Kennedy, Tyler Hutchinson, Haley Guest, Zach D. Thomas, Lizzie Sisler Jan 2026

A Strategic Analysis Of Project Learn Of Summit County, Alex Kennedy, Tyler Hutchinson, Haley Guest, Zach D. Thomas, Lizzie Sisler

Williams Honors College, Honors Research Projects

Our group is working with Project Learn of Summit County, a GED and ESL assistance program located in the Akron Public Library. Our group will be performing a strategic analysis and providing them with a strategic plan, to be presented to them at the end of the term. We aim to increase awareness for the program, point out areas of growth, and increase functionality.


Dynamic Modelling Of Shocks To Credit Spread Risk In Banking Book: Evidence From European Sovereign Markets, Yaman O. Erzurumlu, Alper Kirik, Tunc Oygur Jan 2026

Dynamic Modelling Of Shocks To Credit Spread Risk In Banking Book: Evidence From European Sovereign Markets, Yaman O. Erzurumlu, Alper Kirik, Tunc Oygur

Faculty Publications – Finance, Insurance, and Law

This research examines the relationship between credit spread risk in the banking book (CSRBB) and bond market behavior across various maturities in twelve European nations. We address the challenges banks encounter in modeling CSRBB in isolation, as directed by the European Banking Authority’s (EBA) revised guidelines, which mandate the distinct management of CSRBB and interest rate risk in the banking book (IRRBB). Utilizing IRF and VAR models, the analysis demonstrates that credit spread shocks have divergent effects on sovereign bond I-Spreads and 5-year Credit Default Swap spreads across different tenors and countries. The results also indicate that shock absorption and …


100 Conversation Starters To Develop Student Critical Thinking In Intermediate And Financial Accounting Courses, Joe B. Hoyle Jan 2026

100 Conversation Starters To Develop Student Critical Thinking In Intermediate And Financial Accounting Courses, Joe B. Hoyle

Bookshelf

INTRODUCTION

Why create a book containing nothing but accounting problems?

The genesis of an idea is often difficult to recall, but I can trace the creation of this project to a single sentence found in a specific book.  One recent summer, to help prepare myself for the upcoming academic year, I began reading Why Don’t Students Like School? by Daniel T. Willingham.  On page 16 of the dog-eared copy I acquired on the Internet, I was drawn to a key sentence like a moth to a flame.  The words were buried rather unobtrusively within a long paragraph but, for me, …


Essays On Stock Market Expectations And Financial Decisions, Shanxiang Yang Jan 2026

Essays On Stock Market Expectations And Financial Decisions, Shanxiang Yang

Graduate Theses, Dissertations, and Problem Reports (ETD)

This dissertation consists of three essays on stock market expectations and financial decisions. The first essay shows significant racial differences in expectations regarding future stock market performance. Using data from the Federal Reserve Bank of New York’s Survey of Consumer Expectations from 2013 to 2022, we find that, relative to White Americans, Black and Hispanic Americans have lower probabilistic expectations that the stock market will increase. This racial gap in expectations was even larger during the recession caused by the Covid-19 epidemic, suggesting that economic uncertainty exacerbates this heterogeneity in expectations. Furthermore, we show that relative to White Americans, the …


Three Essays On Option Markets, Fangzheng Ou Jan 2026

Three Essays On Option Markets, Fangzheng Ou

Graduate Theses, Dissertations, and Problem Reports (ETD)

This dissertation includes three essays examining index option and stock option markets. The first essay investigates the pricing kernel puzzle by examining S&P 500 index option returns and empirical pricing kernels across expiration dates ranging from one month to one year. We document that at short maturities, out-of-the-money call option returns are negative and decrease with the strike price, while at long maturities, at least some are positive and increase with the strike price. Empirical pricing kernels predominantly exhibit a W-shape at short maturities, with this pattern becoming less pronounced and evolving toward a monotonically decreasing curve at longer maturities. …


Design Thinking For Corporate Social Responsibility Program Proposal Creation, Michelle "Mindy" D. Danovaro Jan 2026

Design Thinking For Corporate Social Responsibility Program Proposal Creation, Michelle "Mindy" D. Danovaro

University of the Pacific Theses and Dissertations

This qualitative study used action research to explore how the use of design thinking engaged employees in the creation of a corporate social responsibility (CSR) program proposal in a small- to medium-enterprises (SME) in the Sacramento region of California. The purpose of the study was to assess whether employee participation in a design thinking exercise could improve employee perception of engagement, inclusion, and reciprocity during the CSR program proposal creation. The study was grounded in social exchange theory, stakeholder theory, and design thinking methodologies. The iterative research process followed action research cycles (i.e., plan, act, observe, and reflect) integrated with …


Detection Of Financial And Political Fake News As A Measure To Prevent Instability In Financial Markets, Konstantyn Malyshenko Jan 2026

Detection Of Financial And Political Fake News As A Measure To Prevent Instability In Financial Markets, Konstantyn Malyshenko

DLSU Business & Economics Review

This article explores the role of social networks as a catalyst for instability in financial markets. Its purpose is to present strategies for mitigating the media’s influence on adverse outcomes, primarily by analyzing the information cascades and related transactions in stock markets. The innovative aspect of this research lies in the development of methods for analyzing specific types of information, particularly media reports, to identify indicators of fake that distort public perception. The focus of this study is on fake news and the analysis of its potential linguistic features for identification purposes. A significant outcome of this research is the …


Lease Capitalization And Financial Flexibility: An Empirical Investigation Of Asc 842’S Impact On Liquidity In The Us Telecommunications Industry, Caleb J. Martin Jan 2026

Lease Capitalization And Financial Flexibility: An Empirical Investigation Of Asc 842’S Impact On Liquidity In The Us Telecommunications Industry, Caleb J. Martin

Doctor of Business Administration Dissertations

Measures of liquidity are some of the most important financial ratios to analyze when measuring a firm’s overall financial health and its ability to pay both creditors and dividends. The US telecommunications industry is an industry that has become synonymous with dividends, mergers, and acquisitions, all of which are possible due to industry wide and firm specific liquidity. With the implementation of ASC 842 and the new standard of placing operational leases on the balance sheet, additional research may be warranted to determine the effect ASC 842 may have on firm liquidity. This study investigated whether there was evidence to …


The Investor Perspective Of Materiality, Sam Lessinger Jan 2026

The Investor Perspective Of Materiality, Sam Lessinger

Honors Undergraduate Theses

Often auditors are asked to adopt the reasonable investor perspective in their materiality evaluations however, there is no consensus regarding what investors deem to be material. This can lead to confusion in the markets. In fact, past studies have shown how taking an investor perspective can backfire and may result in more leniency and fewer misstatements being deemed material by auditors. This leniency can, potentially, result in financial statements that mislead investors. The aim of this paper is to address the reasonable investor perspective to achieve a more complete understanding of an investor’s viewpoint. This study also incorporates the effect …


Financial Literacy And Inclusion Of Philippine Jeepney And Tricycle Drivers, Bryan N. Bernabe, Jyro B. Triviño Jan 2026

Financial Literacy And Inclusion Of Philippine Jeepney And Tricycle Drivers, Bryan N. Bernabe, Jyro B. Triviño

Leadership and Strategy Faculty Publications

The study investigated how the different elements of financial literacy influence the financial inclusion of jeepney and tricycle drivers in Caloocan, Metro Manila. Pearson correlation analysis revealed a positive correlation between financial inclusion and attitude, behavior, knowledge, and skills. Additionally, analysis of variance highlighted that education and age play significant roles in enhancing financial literacy. The linear regression findings also supported the idea that income acts as a positive moderator, augmenting the impact of financial literacy on financial inclusion. The study attempted to disaggregate its financial literacy components to understand their impact on financial inclusion, but its interrelationships also require …


Linear And Asymmetric Interactions Of Bank And Stock Market Development In The Face Of Global Economic Uncertainty: A Focus On The Nigerian Economy, Augustine C. Arize, Ebere Ume Kalu, John Malindretos, Srinvias Nippani Jan 2026

Linear And Asymmetric Interactions Of Bank And Stock Market Development In The Face Of Global Economic Uncertainty: A Focus On The Nigerian Economy, Augustine C. Arize, Ebere Ume Kalu, John Malindretos, Srinvias Nippani

Faculty Publications

This study explores the functional interaction between bank development and stock market development in the face of uncertainty variables. The geography of the study is one of the largest economies in Africa—Nigeria—regarding the following variables: credit to the private sector (CPS), broad money (M2) stock market capitalization (MCAP), and industrial production (IP), which are all scaled by the gross domestic product (GDP) and used in natural log form. Additionally, we included the natural logarithm of a measure of monetary policy uncertainty, which represents the uncertainty variable. In terms of methodology, the study uses monthly time series data from 1990:M1-2022M4 (384 …


From Reviews To Value: Harnessing Crowdsourced Data To Capture Visitor Perceptions And Economic Benefits Of Recreation, Laura Costadone, Shan Zhang Jan 2026

From Reviews To Value: Harnessing Crowdsourced Data To Capture Visitor Perceptions And Economic Benefits Of Recreation, Laura Costadone, Shan Zhang

ODU Articles

Quantifying the recreational value of protected natural areas is essential for sustainable management, conservation financing, and informed decision-making. Traditional approaches, such as on-site surveys, are often costly, spatially limited, and constrained by regulatory barriers. This study evaluates the potential of crowdsourced user-generated data to jointly assess visitor perceptions and the economic value of nature-based recreation, using Back Bay National Wildlife Refuge (Virginia, USA) as a case study. We integrated georeferenced photographs and textual content from four platforms (Flickr, TripAdvisor, Yelp, and AllTrails) with supplementary survey data to analyze visitation patterns, visitor sentiment, cultural ecosystem services, and recreational value using the …


Navigating Financial Futures: A Case Study Of A Targeted Financial Literacy Program For African American College Students, Michael L. James Jan 2026

Navigating Financial Futures: A Case Study Of A Targeted Financial Literacy Program For African American College Students, Michael L. James

Antioch University Dissertations & Theses

This dissertation presents a qualitative analysis of a targeted financial literacy program designed for African American college students. The dissertation examined how African American college students describe and make meaning of their participation in a targeted financial literacy program, particularly in relation to the program’s structure, content, and delivery. Despite growing interest in financial literacy education, interventions that acknowledge the persistent wealth gap and systemic financial inequities faced by African Americans remain underexplored. Employing a case study research method within a program understanding framework, this study investigated a program at Historically Black Colleges and Universities (HBCUs). Findings reveal that the …


Entropic Foundation Of Finance And Physics: Securities Price Dynamics And Quantum Theory, Mohammad Abedi Jan 2026

Entropic Foundation Of Finance And Physics: Securities Price Dynamics And Quantum Theory, Mohammad Abedi

Electronic Theses & Dissertations (2024 - present)

In many scientific and financial contexts, we must reason and make predictions under conditions of incomplete information. This dissertation develops Entropic Dynamics (ED) as a unified framework for deriving dynamical laws directly from principles of inference. Within this approach, probability distributions represent states of knowledge, and their evolution is determined through entropy maximization subject to relevant constraints. This leads to a novel concept of entropic time and a formulation of dynamics as an inferential process. In this talk, I will present how ED provides a common foundation across multiple domains. In physics, quantum dynamics for particles and scalar fields in …


Lost In The Language: Data Breaches And The Strategic Fog Of Risk Disclosures, Ling Tuo, Shipeng Han Jan 2026

Lost In The Language: Data Breaches And The Strategic Fog Of Risk Disclosures, Ling Tuo, Shipeng Han

Accounting Faculty Publications

This study examines whether firms strategically adjust the readability of Item 1A (“Risk Factors”) disclosures following data breaches. Using U.S. firm-year observations from 2006 to 2023, we find that data breaches are associated with a significant decline in Item 1A readability. This decline is not accompanied by a meaningful increase in informational content; instead, post-breach disclosures exhibit higher syntactic complexity, more positive tone, and lower textual similarity to prior and industry peers' filings, consistent with strategic obfuscation rather than transparent reporting. The readability decline is amplified among firms facing higher litigation risk but attenuated among firms with stronger reputations for …


Does A More Functionally Diverse Top Management Team Make The Financial Statements More Comparable?, Md Mahmudul Hasan, Audrey Wen-Hsin Hsu, Sayan Sarkar, Tsung-Hsuan Joey Yang Jan 2026

Does A More Functionally Diverse Top Management Team Make The Financial Statements More Comparable?, Md Mahmudul Hasan, Audrey Wen-Hsin Hsu, Sayan Sarkar, Tsung-Hsuan Joey Yang

Accounting Faculty Publications

We examine whether top management team (TMT) functional diversity affects financial statement comparability. Drawing upon upper echelons theory and the information sharing perspective in diversity research, we argue that TMT functional diversity produces more comparable financial statements due to better information sharing and integration. Using a sample of US firms, we find that financial statement comparability is positively associated with TMT functional diversity. We also find that the positive relationship between TMT functional diversity and comparability is more pronounced in firms with a poor information environment. Our findings remain robust after addressing endogeneity concerns. This study contributes to the existing …


Contemporary Issues In Economics And Finance: The View From China, Kenneth S. Bigel Jan 2026

Contemporary Issues In Economics And Finance: The View From China, Kenneth S. Bigel

Open Touro Created

2026

This collection of essays showcases original research crafted by exceptional young scholars—primarily high school students from China and North America—guided step-by-step from topic selection to final publication. Across diverse subjects in business and the social sciences, these emerging researchers demonstrate curiosity, discipline, and global awareness. Their work provides a rare window into the questions today’s youth are asking on both sides of the Pacific, offering fresh perspectives and a meaningful bridge between two world powers. Designed not only to inspire but also to instruct, this compendium fills a long-recognized gap in early research education: it presents accessible, real student …


[Abstract For] Bond Pricing Mechanics Beyond Yield-To-Maturity Based Calculations, Maura Alexander, Tom Arnold, Xiu (Summer) Liu Jan 2026

[Abstract For] Bond Pricing Mechanics Beyond Yield-To-Maturity Based Calculations, Maura Alexander, Tom Arnold, Xiu (Summer) Liu

Finance Faculty Publications

Three methods for pricing bonds are presented: using a constant yield to maturity, using the yield curve with discount factors, and using implied forward rates from the yield curve with backward induction.  By moving beyond the first method, more dynamic duration and convexity analyses emerge.  Further, logical connections and extensions are made in regard to pricing bonds with embedded options, the calculation of a swap rate, and the “bond bootstrapping” process for building a yield curve.


Evaluating The Use Of Machine Learning For Road Maintenance Cost Estimation, Shahla Shirinzad, David Enke Jan 2026

Evaluating The Use Of Machine Learning For Road Maintenance Cost Estimation, Shahla Shirinzad, David Enke

Engineering Management and Systems Engineering Faculty Research & Creative Works

Accurate estimation of highway maintenance costs is essential for efficient resource allocation and long-term infrastructure sustainability. This study evaluates the effectiveness of advanced machine learning models, including ResNet, Transformer, and other neural network architectures, for forecasting maintenance costs using historical data from the Highway Maintenance Improvement Program (HMIP) provided by the North Carolina Department of Transportation (NC DOT). A comprehensive comparative analysis is conducted across multiple models using standard performance metrics, including R2, MAE, RMSE, and MSE. The results demonstrate that advanced architectures, particularly ResNet and Transformer, consistently outperform traditional statistical approaches and baseline machine learning models, achieving …