Business Analytics Commons^™

Early-Warning Prediction For Machine Failures In Automated Industries Using Advanced Machine Learning Techniques, Satnam Singh

Electronic Theses, Projects, and Dissertations

This Culminating Experience Project explores the use of machine learning algorithms to detect machine failure. The research questions are: Q1) How does the quality of input data, including issues such as outliers, and noise, impact the accuracy and reliability of machine failure prediction models in industrial settings? Q2) How does the integration of SMOTE with feature engineering techniques influence the overall performance of machine learning models in detecting and preventing machine failures? Q3) What is the performance of different machine learning algorithms in predicting machine failures, and which algorithm is the most effective? The research findings are: Q1) Effective outlier …

Improving Credit Card Fraud Detection Using Transfer Learning And Data Resampling Techniques, Charmaine Eunice Mena Vinarta

Electronic Theses, Projects, and Dissertations

This Culminating Experience Project explores the use of machine learning algorithms to detect credit card fraud. The research questions are: Q1. What cross-domain techniques developed in other domains can be effectively adapted and applied to mitigate or eliminate credit card fraud, and how do these techniques compare in terms of fraud detection accuracy and efficiency? Q2. To what extent do synthetic data generation methods effectively mitigate the challenges posed by imbalanced datasets in credit card fraud detection, and how do these methods impact classification performance? Q3. To what extent can the combination of transfer learning and innovative data resampling techniques …

The Technology, Organization, And Environment Framework For Social Media Analytics In Government: The Cases Of South Africa And Germany, Brenda M. Scholtz, Khulekani Yakobi

The African Journal of Information Systems

This paper investigates factors influencing the adoption of social media analytics (SMA) for citizen relationship management (CzRM). Three real-world cases of government departments, two in South Africa and one in Germany, were investigated, and focus group discussions were conducted. The technological, organizational, and environmental (TOE) theory and qualitative content analysis guided the data analysis. The findings revealed that in all cases, staff usually conducted a manual analysis of social media and SMA had not been implemented sufficiently to realize its full potential. Insights were obtained from TOE and factors were identified that should be considered for improving the planning of …

Data Analytics And Compliance With Aacsb Accounting Technology Standards: A Critically Appraised Topic, Gregory J. Tanzola

Engaged Management ReView

As technology accelerates and gains importance in the accounting industry, the inclusion of technology in accounting curricula also becomes more important. Indeed, this inclusion is a requirement of the academic accounting accrediting body, The American Association to Advance Collegiate Schools of Business (AACSB). However, neither minimal guidance nor standards for meeting the technology requirements currently exist. This topic paper examines how academic accounting departments may address data analytics as a component of the AACSB’s technology requirement. The analysis synthesizes peer-reviewed articles exploring how data analytics are being integrated into accounting curricula and identifies three main concerns: (1) the need for …

Analysis Of Us Airline Stocks Performance Using Latent Dirichlet Allocation (Lda), Amina Issoufou Anaroua

Beyond: Undergraduate Research Journal

Various events, such as changes in the interest rate or the hijacking of a commercial aircraft, can lead to significant shifts in airline stock performance. This study aimed to measure the impact of aviation-related news announcements on the stock performance of US airlines, focusing on different topics. The dataset included aviation news covering airlines, airports, regulations, safety, accidents, manufacturers, MRO, incidents, aviation training, general aviation, and others obtained from Aviation Voice. To uncover patterns that could explain the movements of US airline stocks, a natural language processing technique called Latent Dirichlet Allocation (LDA) was employed. The process involved text mining …

Manipulation In The Agricultural Commodities Futures Market: Application Of Benford's Law, Frank Tenkorang, Greg Nies

Mountain Plains Journal of Business and Technology

This paper proposes that Benford’s Law is an effective tool for determining futures market irregularities and therefore should be adopted and used in efforts to detect and prevent manipulation in the agriculture commodities futures market. Market manipulation, while hard to define and even harder to detect and prevent, has long been a concern for traders and regulators alike. Market power manipulation – the intentional use of monopolistic power to cause market prices to diverge from their competitive level – harms the market by eroding its efficiency and impairing market integrity thereby driving away potential traders and ultimately undermining financial markets, …

Assessing Small And Medium Enterprises’ Innovation Capabilities Within A Rapid Economic Transformation: An Empirical Study In Saudi Arabia, Mohanad Jabreel Aboudayah

Thesis/ Dissertation Defenses

The theory of dynamic capability posits that environmental uncertainty and organizational flexibility drive the growth of innovation capability at the firm level. Environmental uncertainty is the inability of the firm to quickly and accurately forecast changes in economic conditions. Building innovation capability can mitigate environmental uncertainty and enable the firm to gain a competitive advantage by innovating continually in response to evolving circumstances. Organizational flexibility, a key element of the firm’s managerial capabilities, is necessary but not sufficient to attenuate environmental uncertainty. Organizational flexibility enables the firm to identify and assess emerging opportunities, but pursuing those opportunities requires innovation capability. …

Management Of Operations In Projects Including Planning, Organization And Control From The Beginning To The End Of Implementation, Burim Isa Berisha Dr.Sc

International Journal of Business and Technology

The project usually arises as soon as the client’s need is identified, and goes through all the extensive phases and sub-phases to take its true form and put into operation. The project is divided into two main parts that include Planning and Implementation that are separate in these stages: definition, planning, organization, control, completion. Planning involves a detailed calculation of the project. This includes known facts, admissible facts and risk calculation. Activity model used by IKOMs Planning as a process involves the cost that accompanies it. The manager must strike the balance between cost and benefit. Project control uses data …

Project Planning And Control, Burim Isa Berisha Dr.Sc

International Journal of Business and Technology

Operations management is important because it relates to the creation of products and services on which we are all dependent. Operations management is also quite motivating; operations are the center of many changes that affect business - changes in customer preferences, changes in the supply chain caused by technologies based on the businesses where we work, where we want to work and so on.

Operations Management includes the role of operations management, the various characteristics of processes, management activities, the responsibilities of managers, and the timely evolution of Operations Management.

Operations Management is a constant change, fostering creativity which allows …

Long-Term Auditor-Client Relationship And Its Effects On The Audit Quality, Burim Isa Berisha Dr.Sc

International Journal of Business and Technology

Apart from this, the long-term Auditor client relationship has been the center of attention in most of the discussions and debates as well. Numerous studies have been conducted by the academic researchers, financial and professional analysts, regulatory authorities and governing bodies, and in some cases by the Auditors and the firms as well regarding the effects of long-term Auditor-client relationship on audit quality, equity risk premium, financial reports quality, audit pricing etc. These studies provide us with different results, both with the positive and negative associations and effects of long-term Auditor-client relationship on the basis of different factors and contexts. …

Management Of Small Enterprises And Family Businesses In The Republic Of Kosovo, Burim Isa Berisha Dr.Sc, Burim Berisha B.B

International Journal of Business and Technology

Small businesses represent the driving force of an economy. They are the key that enables the production and marketing of thousands of products and services thus becoming the basis for a sound economic development. Consequently, small businesses are of vital importance to the economy.

Small business is a generator of innovation and a source of new jobs. The trend shows that small businesses are the backbone of all developments and movements in the economic system.

The small business scope is present in almost every pore of social and economic life.

According to the Statistical Register for Businesses, there are 9,358 …

The Process Of Adapting Innovations In Banking Services By Businesses In Kosovo, Burim Isa Berisha Dr.Sc, Burim Berisha B.B

International Journal of Business and Technology

This dissertation addresses the importance of a business model from businesses in Kosovo, which is able to adapt innovations from the banking sector such as digital services, and through which become part of a global market where such developments occur step by step. very fast At the beginning of this paper will be given definitions related to the main concepts that are addressed such as business model, innovations in banking services - digitalization of services and the role and importance of linking a business model with banking services of the time. After the theoretical part, from which the main concepts …

Agency Theory And Audit Quality, Burim Isa Berisha Bb

International Journal of Business and Technology

Auditing plays a vital role in reducing both: information asymmetry by empirically confi rming the validity of fi nancial statements and agency problems. The principal- agent confl ict illustrated in agency theory, where principal (owner) lack reasons to believe their agents (managers) because of information asymmetries and contradictory motives. Information asymmetry deals with the study of decisions in transactions where one party has more or superior information than other. Agents (either directors or auditors) may be trustworthy without further incentives to align interest or monitoring strategies such as audit or increased regulation. However, the simple agency model would recommend that …

The Process Of Adapting Innovations In Banking Services By Businesses In Kosovo, Burim Isa Berisha Dr.Sc, Burim Berisha B.B

International Journal of Business and Technology

This dissertation addresses the importance of a business model from businesses in Kosovo, which is able to adapt innovations from the banking sector such as digital services, and through which become part of a global market where such developments occur step by step. very fast At the beginning of this paper will be given definitions related to the main concepts that are addressed such as business model, innovations in banking services - digitalization of services and the role and importance of linking a business model with banking services of the time. After the theoretical part, from which the main concepts …

Depaul Digest

DePaul Magazine

College of Education Professor Jason Goulah fosters hope, happiness and global citizenship through DePaul’s Institute for Daisaku Ikeda Studies in Education. Associate Journalism Professor Jill Hopke shares how to talk about climate change. News briefs from DePaul’s 10 colleges and schools: Occupational Therapy Standardized Patient Program, Financial Planning Certificate program, Business Education in Technology and Analytics Hub, Racial Justice Initiative, Teacher Quality Partnership grant, Intimate Partner Violence and Brain Injury collaboration, School of Music Career Closet, Sports Photojournalism course, DePaul Migration Collaborative’s Solutions Lab, Inclusive Screenwriting courses. New appointments: School of Music Dean John Milbauer, College of Education Dean Jennifer …

Importance Of Crisis Management And Business Continuity Teams, Alan Saquella

Publications

Just as distracted drivers can cause accidents, businesses must be prepared to mitigate risks and distractions during times of crisis. Issues occurring on the road can be mirrored in the corporate world, emphasizing the importance of crisis management and business continuity teams.

Harrisburg Workforce Study, Coumba Seck

Harrisburg University Research Symposium: Highlighting Research, Innovation, & Creativity

Harrisburg University proposes an exploratory case study to examine workforce participation and patterns in the downtown Harrisburg Area as part of its mission to support business creation and economic development. This research interest has resulted from uncertainty regarding the number of local employees returning to work in a face-to-face environment in the post-pandemic era compared to other metropolitan areas in the United States.

This preliminary research seeks to provide empirical evidence of the current and predictive state of workforce participation in Harrisburg for the purposes of informing urban planners, downtown business owners and other decision makers concerned with many aspects …

Comment Letter On Sec’S Proposed Rule On Conflicts Of Interest Associated With The Use Of Predictive Data Analytics By Broker-Dealers And Investment Advisers, File Number S7-12-23, Sergio Alberto Gramitto Ricci, Christina M. Sautter

Faculty Works

This comment letter responds to the Securities and Exchange Commission’s proposed rule Release Nos. 34-97990; IA-6353; File Number S7-12-23 - Conflicts of Interest Associated with the Use of Predictive Data Analytics by Broker-Dealers and Investment Advisers. Our comments draw on our scholarship relating to laypersons’ participation in securities markets and the corporate sector as well as on the role of technology in corporate governance.

We express concerns that the SEC’s proposed regulation undermines individuals’ ability to access capital markets in an efficient and cost-effective manner. In the era of excessive concentration of equities ownership and power, often with negative societal …

Zero Textbook Cost Syllabus For Mkt 3600 (Marketing Information For Decision Making), Kapil Bawa

Open Educational Resources

Have you ever wondered how marketers get information about markets, determine what consumers want and decide how to position products? Or how pollsters, scientists and researchers can manipulate the design of a survey or a research study to get the findings that they want? Or why some polls seem to be “stacked” to show overwhelming support or opposition to a particular issue?

This course reveals those techniques and tactics, and helps you learn how to critically evaluate the quality of the information you are exposed to on a daily basis. It provides an introduction to marketing research methods, marketing analytics …

Digital Transformation Of Smes Through Social Media, Georgette Eugenia Otoo, Raphael Amponsah, Eric Afful-Dadzie, Emmanuel Awuni Kolog

African Conference on Information Systems and Technology

This research paper explores the strategic integration of social media platforms by Small and Medium-sized Enterprises (SMEs) in Low- and Middle-Income Countries (LMICs) beyond marketing. Drawing from Resource-Based View and Dynamic Capabilities theories, the study investigates how social media enhances management, coordination, and control functions. Through five diverse case studies from Ghana, findings reveal SMEs’ innovative use of platforms like Instagram, WhatsApp, Slack, and Trello. These platforms foster efficient internal communication, customer engagement, project management, and talent acquisition. Challenges such as technical expertise and dynamic digital landscapes are identified.

Smart Growth Strategies: Mountain West Metros, Issac Hernandez-Alcaraz, Caitlin J. Saladino, William E. Brown Jr.

Economic Development & Workforce

This fact sheet examines data on smart growth strategies provided by the Brookings Institution’s Smart Growth Tool and includes data on the economic and industry overview of Metropolitan Statistical Areas (MSAs) in five Mountain West states (Arizona, Colorado, Nevada, New Mexico, and Utah). The Smart Growth Tool identifies high-impact economic and workforce development strategies that may help states and MSAs achieve inclusive and sustainable growth.

An Illustration Of Using Adaptive Data Mining To Develop Strategic Knowledge Bases For Student Retention, Pi-Sheng Deng, Abhijit Chaudhury

Information Systems and Analytics Department Faculty Journal Articles

Technological development has engaged educational institutions in fierce global competition. To be competitive in meeting the changing needs of today’s student population, educational institutions find it imperative to prioritize student retention efforts and to develop strategies that interact with students to effectively provide additional value and service. In this study we developed a two-module system: a decision tree for predicting a student’s decision to stay until graduation and an affinity analysis algorithm for identifying the relationship between student attributes and student decisions. We followed a three-phase-six-stage adaptive data mining cycle in developing a knowledge base for student retention strategies. The …

Low-Cost Pm2.5 Sensors Can Help Identify Driving Factors Of Poor Air Quality And Benefit Communities, Tim Keyes, Rea Domingo, Samantha Dynowski, Royal Graves, Martha Klein, Melissa Leonard, John Pilgrim, Alison Sanchirico, Kate Trinkaus

WCBT Faculty Publications

Air quality is critical for public health. Residents rely chiefly on government agencies such as the Environmental Protection Agency (EPA) in the United States to establish standards for the measurement of harmful contaminants including ozone, sulfur dioxide, carbon monoxide, volatile organic chemicals (VOCs), and fine particulate matter at or below 2.5 μm. According to the California Air Resources Board [1], “short-term PM2.5 exposure (up to 24-h duration) has been associated with premature mortality, increased hospital admissions for heart or lung causes, acute and chronic bronchitis, asthma attacks, emergency room visits, respiratory symptoms, and restricted activity days”. While public agency resources …

Forecasting Stock Indices With The Covid-19 Infection Rate As An Exogenous Variable, Mohammad Saha A. Patwary

School of Computing and Informatics

Forecasting stock market indices is challenging because stock prices are usually nonlinear and non- stationary. COVID-19 has had a significant impact on stock market volatility, which makes forecasting more challenging. Since the number of confirmed cases significantly impacted the stock price index; hence, it has been considered a covariate in this analysis. The primary focus of this study is to address the challenge of forecasting volatile stock indices during Covid-19 by employing time series analysis. In particular, the goal is to find the best method to predict future stock price indices in relation to the number of COVID-19 infection rates. …

Successfully Scaling Digital Technology Ventures: An Empirical Study Of The Strategic Choices That Maximize Firm Value, Scott Morris

Dissertations

Our study aims to understand the choices managers working for subscription-based digital ventures must make at arguably the most critical juncture of their firm’s lifecycle. With few slack resources to repair mistakes, managers at these scaling firms must make decisions that are larger in scope and scale than in the start-up phase. Tradeoffs are often required as decision-makers face choices such as investing more resources in sales and marketing to drive growth or in product development to improve quality and add new products or features. In many instances, the question is whether to forego some growth opportunities to maximize profitability …

Responses To General Capabilities Framework For Tertiary Education, Tony Shannon

International Journal for Business Education

The Australian Government Department of Education, Skills and Employment (DESE) is consulting on how best to develop a general capabilities framework for tertiary education. This is being done with NOUS, a business management consultancy, and the Assessment Research Centre of the University of Melbourne

Eye-Tracking Benchmark Of Retail Grocery Packaging, Julie R. Suggs, Andrew Hurley, Paul Dawson, William S. Whiteside, Sarah F. Griffin

Journal of Applied Packaging Research

Eye-tracking technology allows researchers from a wide array of disciplines to capture consumers’ viewing patterns and provides insight into where people look, when they look at something, and how long they look at it. Eye tracking can help investigate the subconscious considerations of consumers and can facilitate a wide range of research, especially in conjunction with other forms of data collection. The availability of eye-tracking technology has increased in the last decade, leading to more companies using this as their primary avenue for market research and consumer insight endeavors. Despite the popularity of eye-tracking technology, there have been few reports …

Generating Variance Analysis Models Based On Responsibility Centers, Craig M. Sorochuk

Department of Computing and Decision Sciences Faculty Publications

No abstract provided.

Irish Catholic History In Australia's Oldest Secretarial College, David Ryan

International Journal for Business Education

Patrick Careers Academy, founded in 1923 by the Sisters of Mercy as St Patrick’s Commercial College began as a way of helping young working class women gain employment in Sydney’s corporate world with training as personal assistants and legal secretaries.

Comments On Teqsa Discussion Paper: "Making And Accessing Claims Of Scholarship And Scholarly Activity", No Author

International Journal for Business Education

The Background and initial discussion are extracts from the TEQSA paper dated 12 October 2020, as are the subsequent statements of Principles and associated Questions. The layout here is to make it easier for interested staff to comment and contribute to our response to TEQSA if it is eventually deemed appropriate and useful to make such a submission. In any case, it is useful to have a discussion among colleagues on this important topic and what the regulator expects from providers and their staff.