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Articles 7231 - 7260 of 149081
Full-Text Articles in Business
Adaptive Expectation, News Impact And Lending Rate Behaviour In Nigeria: Evidence From Garch Models, Innocent Chile Nzeh
Adaptive Expectation, News Impact And Lending Rate Behaviour In Nigeria: Evidence From Garch Models, Innocent Chile Nzeh
CBN Journal of Applied Statistics (JAS)
This study investigates how adaptive expectations and news impact shape lending rate behavior in Nigeria within the framework of both symmetric and asymmetric GARCH models. Using monthly data spanning 2006M1 to 2024M5, the paper analyzes the persistence, volatility, and responsiveness of the prime lending rate to positive and negative news shocks. Three error distributions (Normal, Student’s t, and Generalized Error Distribution (GED)) were employed to ensure robust estimation. The findings reveal that, in all models, the recent past value of the prime lending rate has a positive and sig nificant impact on the current value, indicating the presence of adaptive …
Relative Price Changes And Monetary Policy Stance In Nigeria, Elijah A. Udoh, Ibrahim D. Mohammed, Yakubu M. Sanusi, Philom Ena Y. Oksakei
Relative Price Changes And Monetary Policy Stance In Nigeria, Elijah A. Udoh, Ibrahim D. Mohammed, Yakubu M. Sanusi, Philom Ena Y. Oksakei
CBN Journal of Applied Statistics (JAS)
This study estimates a baseline Taylor Rule and an augmented Taylor Rule incorporating relative price movements (RELP) using Generalized Method of Moments (GMM) on Nigerian data. The baseline model shows weak and statistically insignificant responses of the MPR to inflation, the output gap, and crisis conditions, confirming earlier findings that inflation and output in Nigeria do not have contemporaneous effects on the MPR. By contrast, the augmented model reveals that the relative price level positively and significantly influences the policy rate, indicating that the CBN raises interest rates when domestic prices rise relative to external or bench mark prices. Across …
Lessons Learned From Sandboxing, Piloting And Policy Experimentation With Ai And Other Digital Initiatives: Part 1, Summary Report, Steven M. Miller
Lessons Learned From Sandboxing, Piloting And Policy Experimentation With Ai And Other Digital Initiatives: Part 1, Summary Report, Steven M. Miller
Research Collection School Of Computing and Information Systems
This report, "Lessons Learned from Sandboxing, Piloting and Policy Experimentation with AI and Other Digital Initiatives," captures insights and experiences from project experts involved in recent digital innovation initiatives with the governments of Bangladesh, Maldives, and Kazakhstan, and from project experts actively involved with the use of AI for delivering government digital services in the EU, New Zealand, Rwanda, Singapore, United States, and Uzbekistan. The ten in-depth interview write-ups produced from these nine different country settings provide a small but highly informative sample of rich descriptions of some of the important realities, approaches, nuances, issues and challenges related to testing …
Predicting Consumers’ Purchase Intention Of Browsed Products: A Study Based On Eye‑Tracking, Feiyan Jia, Choon Ling Sia, Yani Shi, Fiona Fui-Hoon Nah, Keng Siau
Predicting Consumers’ Purchase Intention Of Browsed Products: A Study Based On Eye‑Tracking, Feiyan Jia, Choon Ling Sia, Yani Shi, Fiona Fui-Hoon Nah, Keng Siau
Research Collection School Of Computing and Information Systems
Predicting consumers’ purchase intention of browsed products enables sellers to implement nuanced promotion strategies to stimulate purchase. But how can we predict consumers’ purchase intention of browsed products? Our research demonstrates that consumers’ eye movement data collected when they browse products can serve this aim. We train and test the prediction model using logistic regression and random forest algorithms. Using data collected in a laboratory experiment, our empirical results show that both algorithms perform much better than a random guess, and the logistic regression performs slightly better than the random forest. Our findings imply that eye movement data enable sellers …
The Dead Internet Theory: A Survey On Artificial Interactions And The Future Of Social Media, Prathamesh Muzumdar, Sumanth Cheemalapati, Srikanth Reddy Ramireddy, Kuldeep Singh, George Kurian, Apoorva Muley
The Dead Internet Theory: A Survey On Artificial Interactions And The Future Of Social Media, Prathamesh Muzumdar, Sumanth Cheemalapati, Srikanth Reddy Ramireddy, Kuldeep Singh, George Kurian, Apoorva Muley
Faculty Publications - The LeMoyne Smith School of Business
The Dead Internet Theory (DIT) suggests that much of today’s internet, particularly social media, is dominated by non-human activity, AI-generated content, and corporate agendas, leading to a decline in authentic human interaction. This study explores the origins, core claims, and implications of DIT, emphasizing its relevance in the context of social media platforms. The theory emerged as a response to the perceived homogenization of online spaces, highlighting issues like the proliferation of bots, algorithmically generated content, and the prioritization of engagement metrics over genuine user interaction. AI technologies play a central role in this phenomenon, as social media platforms increasingly …
Lessons Learned From Sandboxing, Piloting And Policy Experimentation With Ai And Other Digital Initiatives: Part 2, Ten In-Depth Interviews, Steven M. Miller
Lessons Learned From Sandboxing, Piloting And Policy Experimentation With Ai And Other Digital Initiatives: Part 2, Ten In-Depth Interviews, Steven M. Miller
Research Collection School Of Computing and Information Systems
This report, "Lessons Learned from Sandboxing, Piloting and Policy Experimentation with AI and Other Digital Initiatives," captures insights and experiences from project experts involved in recent digital innovation initiatives with the governments of Bangladesh, Maldives, and Kazakhstan, and from project experts actively involved with the use of AI for delivering government digital services in the EU, New Zealand, Rwanda, Singapore, United States, and Uzbekistan. The ten in-depth interview write-ups produced from these nine different country settings provide a small but highly informative sample of rich descriptions of some of the important realities, approaches, nuances, issues and challenges related to testing …
Conducting Background Checks In The Corporate Security Environment, Alan Saquella
Conducting Background Checks In The Corporate Security Environment, Alan Saquella
Publications
In the current threat landscape, the background check has become a critical frontline defense in protecting corporate assets, brand integrity and personnel safety. But as any security leader will tell you, the traditional background check — focused on criminal history, employment verification and references — has limitations, especially in today’s regulatory environment.
Federal and state restrictions continue to erode the depth and scope of what can be legally reviewed, and meanwhile, insider threats and deceptive candidates are becoming more sophisticated. In this context, it's no longer about whether to conduct background checks — it's about how to conduct them effectively, …
Adaptive Volatility Forecasting Models, Jeffrey K. Tan
Adaptive Volatility Forecasting Models, Jeffrey K. Tan
Master's Theses
In finance, risk is often quantified by volatility, and computing accurate volatility forecasts — while vital to financial decision making — remains one of the most challenging tasks in financial modeling. This thesis, motivated in part by the Black-Scholes-Merton Model and its limitations, adopts a statistical approach to volatility forecasting. The two main models of interest are the Exponential Weighted Moving Average (EWMA) model and the GARCH(1,1) model. Specifically, this work expands upon a potential adaptive lambda algorithm for EWMA models first proposed by Bernard Bollen (2014), and this work also utilizes the Momentum of Predictability (MoP) to generate adaptive …
Evaluating Nanobubble-Enriched Water Treatments For Cleaning Stainless Steel Winery Tanks At The Gallo Winery Research Station In Livingston, California, Edgar Godoy-Garcia
Evaluating Nanobubble-Enriched Water Treatments For Cleaning Stainless Steel Winery Tanks At The Gallo Winery Research Station In Livingston, California, Edgar Godoy-Garcia
Master's Theses
ABSTRACT
Evaluating nanobubble-enriched water treatments for cleaning stainless steel winery tanks at the Gallo winery research station in Livingston, California.
Edgar A. Godoy-Garcia
Sanitation of stainless steel wine storage tanks is a critical component of quality control in commercial winemaking operations. Ineffective cleaning can lead to microbial contamination, product spoilage, and safety concerns. Traditionally, wineries rely on manual scrubbing, chemical cleaning agents, and extensive water rinsing cycles to maintain sanitary tank conditions. However, these methods are resource-intensive and may pose risks to both workers and the environment due to chemical exposure and wastewater generation. In response to growing industry interest …
Factors Influencing Customers' Green Purchase Behavior: Ten Years Of Literature With Special Focus On Green Restaurants, Ibrahim Mahmoud Darwish, Ayman Mahmoud Bazzi, Alaaeldine Abbass Ali
Factors Influencing Customers' Green Purchase Behavior: Ten Years Of Literature With Special Focus On Green Restaurants, Ibrahim Mahmoud Darwish, Ayman Mahmoud Bazzi, Alaaeldine Abbass Ali
BAU Journal - Creative Sustainable Development
This study aims to review the literature for ten years, from 2010 to 2019, related to customers' green purchase behavior by shedding light on the factors influencing it and the main predictors of green behavior in the restaurant industry. A systematic review of 38 articles published within ten years, “2010 to 2019” was performed, and the reviewed studies were classified depending on electronic databases. The sample was clustered according to the two main topics: customers' green purchase behavior toward restaurants and customers' perceptions toward green product consumption. The findings were analyzed based on descriptive and topic analysis. 90% of the …
A System Of Systems (Sos) Meta-Architecture Approach To Design Digital Platform-Based Domestic Worker Distribution System, Prithbey Raj Dey, Cihan H. Dagli, David Lee Enke
A System Of Systems (Sos) Meta-Architecture Approach To Design Digital Platform-Based Domestic Worker Distribution System, Prithbey Raj Dey, Cihan H. Dagli, David Lee Enke
Engineering Management and Systems Engineering Faculty Research & Creative Works
In this research, a System of Systems (SoS) meta-architecture is conceptualized to design a digital platform-based system framework for the distribution of domestic workers to boost the crowd-sourced economy. While an Object Process Methodology (OPM) is used to articulate the relationships between the objects and functions, a Design Structure Matrix (DSM) has been applied to address the interactions between individual components to categorize them into subsystems to create the SoS architecture. This SoS architecture incorporates several Key Performance Attributes (KPAs) and Key Performance Parameters (KPPs) to systematically evaluate the meta-architectures. The Analytical Hierarchical Process (AHP), Pugh’s Evaluation Matrix, and Technique …
The Prospect Of Geospatial Analysis In The Prediction Of Surface Quality In Machining, Prithbey Raj Dey, David Lee Enke
The Prospect Of Geospatial Analysis In The Prediction Of Surface Quality In Machining, Prithbey Raj Dey, David Lee Enke
Engineering Management and Systems Engineering Faculty Research & Creative Works
This research underscores the prospect of geospatial analysis in machining operations to enhance precise prediction and robustness, offering a comprehensive framework of spatial modeling for advanced manufacturing processes. Geospatial analysis not only provides accurate predictions but also estimates the uncertainty associated with these predictions, offering valuable insights for process optimization. The surface quality in the machining processes is expressed by the estimation of the average surface roughness. While machining parameters are extensively analyzed for their influence on surface quality, the roughness profile parameters are inadequately explored. This work integrates these underexplored parameters into geospatial predictive models and evaluates their impact …
The Industrial Hemp Supply Chain Solution, Honovi C. Trudell Sir
The Industrial Hemp Supply Chain Solution, Honovi C. Trudell Sir
Sustainable Supply Chain Management
Realistically solving the United Nations Sustainable Development Goals utilizing an Industrial Hemp supply chain with economy to scale to replace petroleum based plastics and permanently offset carbon emissions produced from other continuously produced hazardous waste.
Building A Sustainable System: Reimagining Nonprofit Leadership Through Critical And Creative Thinking, Darius Tafadzwa Shenje Peyton
Building A Sustainable System: Reimagining Nonprofit Leadership Through Critical And Creative Thinking, Darius Tafadzwa Shenje Peyton
Critical and Creative Thinking Capstones Collection
This synthesis introduces the Critical and Creative Thinking Leadership Toolbox (CCTLT), a practitioner-oriented framework designed to support nonprofit leaders navigating staff engagement, organizational complexity, and long-term sustainability. Drawing on lived experience, scholarly literature, and graduate coursework in the Critical and Creative Thinking (CCT) program, the project challenges traditional leadership models that treat employee buy-in as a binary status or compliance metric. Instead, it reframes buy-in as a dynamic spectrum shaped by trust, clarity, psychological safety, and reciprocal accountability. The work critiques unsustainable leadership practices common in mission-driven organizations and offers an actionable alternative grounded in reflection, systems awareness, and dialogic …
Speech Camp: An Action Research Approach To Transformative Presentation Skills Coaching, Sherrie Torrey
Speech Camp: An Action Research Approach To Transformative Presentation Skills Coaching, Sherrie Torrey
Critical and Creative Thinking Capstones Collection
This synthesis explores the evolution of Speech Camp, a participant-centered coaching program developed by the author to support individuals with presentation anxiety to increased confidence in their communication. This program, developed through iterative redesign and informed by Action Research and Action Learning, reframes presentation skills development as a relational and reflective process rather than a performance-based task. The project draws upon theoretical frameworks—including Bandura’s Self-Efficacy Theory, Ryan and Deci’s Self-Determination Theory, and Mezirow’s Transformative Learning Theory—to analyze the program’s current methodology and curriculum to reveal how elements of structured reflection, peer engagement, and psychological safety promote meaningful internal change. Special …
Becoming A Bridge Of Collaboration: How Being Supports Doing Within The Help Model Of Leadership, Andrea Burgess
Becoming A Bridge Of Collaboration: How Being Supports Doing Within The Help Model Of Leadership, Andrea Burgess
Critical and Creative Thinking Capstones Collection
This synthesis project introduces the HELP Model—Humility, Emotional Intelligence, Leadership Service, and Psychological Safety—as a developmental framework for sustainable leadership rooted in character formation and relational trust. It asserts that credible and effective leadership begins with inner orientation before it can be embodied as consistent, ethical action in the world. Through integration of leadership theory, developmental psychology, and theology, the project critiques conventional, strategy-driven paradigms of organizational well-being. HELP extends Robert Kegan’s framework to include relational and spiritual dimensions of the leader’s individual growth as necessary conditions for fostering organizational collaboration. Drawing on reflective inquiry and practice-based insight, the project …
The Risk Of Marginal Inclusion In The Fortune 500: A Quasi-Replication Of Lewis & Carlos (2023), W. Chad Carlos, Yasir Dewan, Ben W. Lewis, Brian P. Reschke, S. Isaac St. Clair
The Risk Of Marginal Inclusion In The Fortune 500: A Quasi-Replication Of Lewis & Carlos (2023), W. Chad Carlos, Yasir Dewan, Ben W. Lewis, Brian P. Reschke, S. Isaac St. Clair
Faculty Publications
Conventional wisdom suggests that being included in an exclusive ranking leads to positive external evaluations. However, Lewis and Carlos (2023) found that firms situated near the threshold for inclusion on the 100 Best Corporate Citizen ranking were devalued by investors. To assess the generalizability of this surprising finding, we quasi-replicate and extend this finding by applying the same regression discontinuity design to the Fortune 500 ranking. We find corroborating evidence: firms near the bottom of the Fortune 500 receive lower external evaluations, not only from investors but also from industry peers. Our findings therefore quasi-replicate and extend Lewis and Carlos’ …
Blockchain-Based Ai-Assisted Cyber-Physical Systems For Robust And Reliable Machining Processes, Prithbey Raj Dey, David Lee Enke
Blockchain-Based Ai-Assisted Cyber-Physical Systems For Robust And Reliable Machining Processes, Prithbey Raj Dey, David Lee Enke
Engineering Management and Systems Engineering Faculty Research & Creative Works
This study demonstrates the prospects of Blockchain-based Cyber-Physical Systems (CPS) to establish a scalable framework for designing a secured, automated, and traceable modeling in machining processes. Machining operations like turning, being inherently complex, rely on different types of explanatory parameters such as feed rate, depth of cut, cutting speed, tools, and environmental factors. All of these variables significantly influence key response variables like surface quality, tool wear, cutting forces, and energy consumption. The proposed Blockchain-based framework, designed using the Object-Process Methodology (OPM) systems modeling language, enables the reliable exchange of comparative data streams within a unified data analytics platform. By …
Linear Mixed Model For The Surface Roughness Prediction In Hard Turning Operation, Prithbey Raj Dey, David Lee Enke
Linear Mixed Model For The Surface Roughness Prediction In Hard Turning Operation, Prithbey Raj Dey, David Lee Enke
Engineering Management and Systems Engineering Faculty Research & Creative Works
Surface machining using hard turning is an intricate operation due to the influence of multiple machining parameters, their non-linear interactions, and the inherent variability introduced by different experimental trials. This study proposes a Linear Mixed Model (LMM) for predicting surface roughness, effectively addressing the challenges in traditional linear models, posed by the influencing factors, non-linearity, and interactions. The LMM incorporates variability from both fixed effects, such as cutting parameters (feed rate, depth of cut, and cutting speed), and random effects arising from tool wear across experimental runs. As a result, it provides a more comprehensive understanding of how these factors …
Testing Mediating And Moderating Roles Of Inter-Organizational Collaboration In The Entrepreneurial Orientation Context, Rafal Kusa
European Management Studies
Purpose: Numerous studies have shown that a competitive approach can strengthen organizational entrepreneurship and its impact on a firm’s performance. However, there is emerging evidence that collaborative approach can also play a positive role. This study examines mediating and moderating roles of inter-organizational collaboration in the relationship between entrepreneurial orientation (EO) and performance. In particular, two dimensions of collaboration are tested, that is, collaborative orientation and entrepreneurial collaboration, in the context of two dimensions of performance, that is, firm growth and competitiveness.
Design/methodology/approach: This study tests the sample comprising 364 micro, small and medium enterprises in Poland. Data is …
Talent Management Practices In Manufacturing Companies In Poland, The United States, Germany And Japan – A Comparative Analysis, Adam Samborski
Talent Management Practices In Manufacturing Companies In Poland, The United States, Germany And Japan – A Comparative Analysis, Adam Samborski
European Management Studies
Purpose: The research objective is to determine whether there are distinctions in the assessment of talent management (TM) practices between companies from Poland (PL), the United States (US), Germany (DE) and Japan (JP), and then to identify homogeneous groups. TM practices were defined as developing talent-oriented attitudes among managers (ITM), building a culture of high performance in the company (BH-PC) and retaining the best employees in the workplace (RT).
Design/methodology/approach: Information on the assessment of TM practices was obtained from the ‘World Management Survey – Manufacturing’ (WMS) database. The studies used the Kruskal-Wallis test (KWt) and the Multiple …
European Management Studies 2025, Vol. 23, No. 1
European Management Studies 2025, Vol. 23, No. 1
European Management Studies
European Management Studies 2025, vol. 23, no. 1
Critical Drivers In Public Sector Innovation: Governance And Service Insights From Yogyakarta And Kupang, I Putu Yoga Bumi Pradana
Critical Drivers In Public Sector Innovation: Governance And Service Insights From Yogyakarta And Kupang, I Putu Yoga Bumi Pradana
BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi
This study investigates the critical factors influencing the initiation of Public Sector Innovation (PSI) in Indonesia, focusing on governance and service-type innovations within two local government settings: Yogyakarta and Kupang. The methodology employed was a qualitative approach with multiple case studies complemented by the critical incident technique for data analysis. The data were gathered from 23 informants who played significant roles in the early stages of the innovation process at the local government level. The findings reveal that in Yogyakarta, the successful initiation of innovations such as Sego Segawe and YES 119 was primarily driven by robust political leadership, extensive …
A Composite Multiple-Based Stock Valuation Model, Mudita Lau, Maria Widyarini, Achmad Faisal
A Composite Multiple-Based Stock Valuation Model, Mudita Lau, Maria Widyarini, Achmad Faisal
BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi
This study seeks to examine whether a composite valuation model (made of several multiples) can outperform a single-multiple valuation model in valuation accuracy. This study applied a trial-and-error iteration using scripts written in R studio to optimize the weight of each multiple in each composite, aiming to reach a minimum valuation error for each composite valuation model. Based on financial data of 2009-2019, a composite valuation model performs better than a single-multiple valuation model in assessing all peer groups, achieving up to 18% greater accuracy, which is a significant improvement. The result suggests that a composite valuation model generally offers …
Policy Strategy For Value-Added Tax Imposition On Social Commerce Transactions, Maria R.U.D. Tambunan, Siti Zaila Noor Afina
Policy Strategy For Value-Added Tax Imposition On Social Commerce Transactions, Maria R.U.D. Tambunan, Siti Zaila Noor Afina
BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi
The burgeoning e-commerce sector offers a promising avenue for tax revenue. However, aligning its regulatory measures with continuous advancements presents challenges. The government has recently issued a regulation that separates commerce and social media functions within social commerce platforms. This study analyzes the determinants to consider in formulating a value-added tax (VAT) policy on economic activities conducted through social commerce platforms and the effective VAT collection strategy. A qualitative descriptive approach was employed, with in-depth interviews and a literature review as data collection techniques. The key finding highlights the importance of efficiently managing data for businesses operating in social commerce …
Assessing Willingness To Pay For Parking Fees Among Residents: Evidence From Malang City, Damas Dwi Anggoro, Aleyda Farihatus Shofwah
Assessing Willingness To Pay For Parking Fees Among Residents: Evidence From Malang City, Damas Dwi Anggoro, Aleyda Farihatus Shofwah
BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi
This study aims to investigate the willingness to pay (WTP) for user charges imposed by the local government using an extended Theory of Planned Behavior (TPB). Viewing the local government as a service provider, the construct of perceived value is incorporated to determine behavioral intention toward user charges, marking a novel contribution of this study to the literature. Specifically, this study analyzes (1) the effect of each TPB construct—attitude toward the behavior, subjective norms, and perceived behavioral control (PBC)—on WTP, (2) the effect of perceived value on WTP, and (3) the indirect effect of perceived value on WTP mediated by …
Rooted Resilience: Preventative Care For Your Personal Finances, Seth Thompson Cfp®, Ricp®, Aep®, Ea
Rooted Resilience: Preventative Care For Your Personal Finances, Seth Thompson Cfp®, Ricp®, Aep®, Ea
Metro Denver Dental Society Articulator Magazine
In this article Mr. Seth Thompson outlines key strategies to build financial resilience, including establishing a comprehensive financial plan, maintaining an emergency fund, diversifying investments and staying disciplined during market swings. It also highlights the importance of avoiding emotional decisions, leveraging market opportunities and partnering with a qualified financial advisor to stay aligned with long-term goals.
Effective Strategies For Developing And Implementing Metrics For Successful Social Marketing Campaign Performance, Annette M. Wolf
Effective Strategies For Developing And Implementing Metrics For Successful Social Marketing Campaign Performance, Annette M. Wolf
Walden Dissertations and Doctoral Studies
Ineffective use of marketing metrics by social marketers poses a risk of inconsistent and subjective interpretations of campaign success. Social marketing managers and stakeholders are concerned because unreliable metrics hinder their ability to evaluate performance, justify funding, and replicate effective strategies. The purpose of this qualitative pragmatic inquiry, grounded in general systems theory and foundational social marketing literature, was to explore effective strategies that social marketing campaign managers use to implement metrics sufficient to measure successful campaigns. The participants were ten experienced members of the Social Marketing Association of North America, with effective strategies to implement marketing metrics to measure …
Attitudes Towards Open Strategizing: The Perspective Of Managerial Cognition, Joanna Radomska, Przemysław Wołczek, Monika Hajdas
Attitudes Towards Open Strategizing: The Perspective Of Managerial Cognition, Joanna Radomska, Przemysław Wołczek, Monika Hajdas
European Management Studies
Purpose: Despite the increasing number of studies investigating an open strategy’s dimensions, practices, dilemmas, benefits, and risks, no studies have explored the managerial attitude toward openness in strategizing. Therefore, this study explores how cognitive managerial attitudes towards open strategizing emerge and how they are characterized.
Design/methodology/approach: The study is based on in-depth interviews conducted in organisations in the creative industries. We used an iterative coding path. We coded and analysed our semi-structured interviews thematically to reveal the themes important for describing the investigated phenomenon.
Findings: Our research findings show how some managers endorse openness in strategizing practices. In …
Understanding The Incidents On Legacy Airlines With Explainable Artificial Intelligence And Text Mining: Case Study Top 5 Us Airlines, Dean Sutherland, Mehmet Burak Cankaya
Understanding The Incidents On Legacy Airlines With Explainable Artificial Intelligence And Text Mining: Case Study Top 5 Us Airlines, Dean Sutherland, Mehmet Burak Cankaya
Beyond: Undergraduate Research Journal
Aircraft incident data from the Federal Aviation Administration between 1978-2023 was analyzed for the top five airlines in the United States: Delta Air Lines Inc., American Airlines Inc., Alaska Airlines Inc., Southwest Airlines Co., and United Airlines Inc. This analysis aimed to predict conditions with a higher chance of causing injury and determine the best machine-learning model for this prediction. The target variable of "injuries occurred" is processed through machine learning methods such as Naïve Bayes, logistic regression, and XGBoost. This was to predict the injuries and understand and explain the complex fault mechanism with explainable artificial intelligence. The XGBoost …