Business Analytics Commons^™

Longitudinal Analysis Of Perceived And Objective Airline Performance Quality, Kaetlyn Blocker, Javad Gorjidooz

Student Works

Commercial air carrier performance is a multivariable function, uniquely and substantially impacted by passenger's perception of negative employee behavior. High industry visibility, coupled with exponential social media growth, has provided the incredible potential to either widen or narrow the perception-performance gap. The present research conducts a rare longitudinal evaluation of objective airline performance quality in contrast with consumer perceptions of perceived airline performance and the dynamic changes occurring therein. Additionally, the implications regarding air carriers facing both objective and perceived performance challenges, as well as implications for the industry as a whole, are discussed. Utilizing nearly 30 years of objective …

A Descriptive Study Of Variable Discretization And Cost-Sensitive Logistic Regression On Imbalanced Credit Data, Lili Zhang, Jennifer Priestley, Herman Ray, Soon Tan

Published and Grey Literature from PhD Candidates

Training classification models on imbalanced data tends to result in bias towards the majority class. In this paper, we demonstrate how variable discretization and cost-sensitive logistic regression help mitigate this bias on an imbalanced credit scoring dataset, and further show the application of the variable discretization technique on the data from other domains, demonstrating its potential as a generic technique for classifying imbalanced data beyond credit scoring. The performance measurements include ROC curves, Area under ROC Curve (AUC), Type I Error, Type II Error, accuracy, and F1 score. The results show that proper variable discretization and cost-sensitive logistic regression with …

Sample Syllabus For Teaching Online Database Modeling And Management, Joshua Moritz

Open Educational Resources

Students learn the basics of database modeling and managements as well as the analytical techniques and tools used to assess, enhance, and profit from customer-relationship management. The course reviews database technology, organization and planning including technology needs and outsourcing considerations; sampling techniques such as nth selects and frozen files; creating powerful predictor variables such as univariate and cross tabulations, ratios, time series variables, and other measures. The course also covers predicting customer actions by using multiple linear regression and correlation to model response, payment, attrition, churn, and other factors that assist in segmentation. Students also learn how to combine prospect …

College Of Business Dean's Report: 2018-2019, Ryan Butt

College of Business Dean’s Reports

No abstract provided.

Determinants Of Cloud Computing Intentions To Use: Role Of Firm’S Size, Managerial Structure And Industrial Sector, Shailja Tripathi

Journal of International Technology and Information Management

Currently many companies are adopting cloud computing to accomplish their diverse purposes and to create an elastic and responsive environment that can rapidly respond to new business requirements. This paper attempts to investigate the factors influencing cloud computing adoption from the managerial perspective with inclusion of size of firm, organizational structure and type of industry as control variables. The model is developed with various technological, economic and cognitive factors that affect the behavioral intention to use cloud computing using technology acceptance model (TAM).Questionnaires were randomly distributed to around 1000 senior managers of various firms in India. Hierarchical multiple regression (HMR) …

Machine Learning With Multi-Class Regression And Neural Networks: Analysis And Visualization Of Crime Data In Seattle, Erkin David George

Honors Projects

This article examines the implications of machine learning algorithms and models, and the significance of their construction when investigating criminal data. It uses machine learning models and tools to store, clean and analyze data that is fed into a machine learning model. This model is then compared to another model to test for accuracy, biases and patterns that are detected in between the experiments. The data was collected from data.seattle.gov and was published by the City of Seattle Data Portal and was accessed on September 17, 2018. This research will be looking into how machine learning models can be used …

Data Quilting: Art And Science Of Analyzing Disparate Data, Murugan Anandarajan, Chelsey Hill

Department of Information Management and Business Analytics Faculty Scholarship and Creative Works

Motivated by incongruences between today’s complex data, problems and requirements and available methodological frameworks, we propose data quilting as a means of combining and presenting the analysis of multiple types of data to create a single cohesive deliverable. We introduce data quilting as a new analysis methodology that combines both art and science to address a research problem. Using a three-layer approach and drawing on the comparable and parallel process of quilting, we introduce and describe each layer: backing, batting and top. The backing of the data quilt is the research problem and method, which supports the upper layers. The …

Executive Leadership Challenges In Today’S Environment, Herbert J. Degraffe Jr.

Walden Faculty and Staff Publications

Abstract

Individuals in top management positions often have conflicting interpretations concerning the authoritative qualities that align with the intrinsic and external relations of an organization. Although, researchers may still debate about the extent to which athletic development personality factors are important internal components of an individual. The purpose of this correlational study was to determine if athletic development personality factors correlate with decision making at the executive leadership level. The research questions focused on determining if there was a relationship between athletic development personality factors and decision making. Social exchange theory, social representations theory, and leadership theories comprised the theoretical …

Cost-Benefit Analysis Of Studying Spanish And Construction In Tandem, Daniel Joseph Eide

Construction Management

Does Spanish bilingualism have measurable fiscal value in the U.S. construction industry? Studying and becoming proficient in Spanish is feasible, affordable, and can be accomplished at Cal Poly in conjunction with a Construction Management major. In a dynamic industry that values versatile employees, where communication is key to success, the capability of speaking Spanish is a substantial value-add in the workforce. Using qualitative and quantitative data analysis, it is concluded that individuals who possess English and Spanish-speaking abilities in the U.S. construction industry can expect a 3 percent wage premium when compared to English-only speakers. This study weighs the costs …

Optimize The Effectiveness Of Recruiting Campaigns, Ryan A. Talk, Lakshmi Bobbillapati, Marshall Coyle

SMU Data Science Review

Abstract. Recruiting marketing plays an important role in the talent acquisition strategy today. To find the best candidates, companies make substantial investments through numerous recruiting agencies, job boards, and internal systems such as Indeed, LinkedIn, Monster, Talent Communities. In this paper we obtained a company’s LinkedIn Job Posting data to try to predict the number of visits they will receive for each job posting based on the time of the year it is posted. We compare AR(1), AR(2), AR(52), MA(1), and ARMA(1, 1) time series methods to a baseline of a persistence model. We found that out of these 5 …

It Is In The Cards: An Analysis Of Greeting Card Selection Through Identity And Personality, Emily Topilow

Honors Projects

In this exploratory study, personal and social identity were analyzed for their effect on how consumers choose greeting cards. Factors, including personality, relationships, and identity will be qualitatively analyzed to understand people’s buying habits. Certain factors, including gender, personality, relationships, type of card, and frequency of receiving and giving cards, will be qualitatively analyzed for frequency. The two theories analyzed were the Social Identity Theory (SIT) and the Identity Theory (IT).

525 college-aged students were surveyed to examine their purchasing habits of greeting cards. The results showed that the identity of the card giver and the identity of the card …

Black Swamp Pub And Bistro Analysis, Sara Aniol

Honors Projects

The Black Swamp Pub and Bistro is a full-service restaurant located in the Union on the Bowling Green State University Campus. We mainly do sit-down service, but we also do take-out orders and have a full bar with draft beers as well as mixed drinks. Our menu tends to change a lot, with new additions as well as some of the items being deleted. My goal of this project is to try to give some insight on the patterns that are too big to see with day-to-day operations as well as give some recommendations for the future that is backed …

Authentic Csr In Professional Sport Organizations: Application Of A Theoretical Framework, Yoseph Mamo

LSU Doctoral Dissertations

Within the present dissertation, determinants for authentic CSR, process and outcomes are explored. A three-paper multiple method examination has been conducted, including a conceptual paper framework (Chapter 2), a structural equation model (Chapter 3), and MANOVA analysis (Chapter 4). Chapter 2 extends literature on when, why, and how professional sport organizations (PSO) can develop authentic CSR activities that can have a long-term positive impact on stakeholders. Chapter 3 advances literature on identifying the relevant dimensions of CSR that are supported by the fans rather than using a more holistic approach will advance our understanding of the relationships between different types …

Demand Forecasting: An Open-Source Approach, Murtada Shubbar, Jared Smith

SMU Data Science Review

In this paper, we compare demand forecasting methods used by the supply chain department at Bilports to open-source forecasting methods. The design and implementation of the open-source forecasting system also attempts to use several external datasets such as consumer sentiment, housing permit starts, and weather to improve prediction quality. Additionally, the performance of the forecast is evaluated by the reduction of shipment lead times from China, the company’s primary vendor. The objective of our paper is to improve Bilports’s forecasting capabilities. The primary motivation of this paper is to increase forecasting accuracy and identify the weaknesses of the methods used …

Leveraging Reviews To Improve User Experience, Anthony Schams, Iram Bakhtiar, Cristina Stanley

SMU Data Science Review

In this paper, we will explore and present a method of finding characteristics of a restaurant using its reviews through machine learning algorithms. We begin by building models to predict the ratings of individual reviews using text and categorical features. This is to examine the efficacy of the algorithms to the task. Both XGBoost and logistic regression will be examined. With these models, our goal is then to identify key phrases in reviews that are correlated with positive and negative experience. Our analysis makes use of review data publicly made available by Yelp. Key bigrams extracted were non-specific to the …

The Quality Of Xbrl Structured Financial Statements: An Empirical Examination Of Custom Tags, Aidana Razhap Kyzy

Theses and Dissertations

In 2009 the US Securities and Exchange Commission (SEC) adopted the eXtensible Business Reporting Language (XBRL) system to improve the process by which financial statements can be used. Interactive financial data filed with the SEC using XBRL provides easily readable and comparable financial data, thereby improving transparency and efficiency in the corporate market. SEC rules permit companies to use custom tags in their financial reports in cases when an appropriate element cannot be found in the Financial Accounting Standards Board (FASB) standard XBRL taxonomy. The inordinate use of custom tags may result in a reduction of financial report quality by …

The Performance Of Military Defense Contracted Companies After September 11th, 2001: The Case Of Politically Connected Companies, Derek J. Larsen

All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

This paper examines the effect that the terrorist attacks on September 11^th, 2001 had on the stock prices of companies within the military defense industry. In addition, this paper studies the effect of the defense firms’ political engagement (through lobbying activities) and how this affected the stock price response to the terrorist attacks. Our study finds that the cumulative abnormal returns of these companies are positively significant and that companies who lobbied experienced higher returns relative to those who did not lobby.

Distilling Managerial Insights And Lessons From Ai Projects At Singapore's Changi Airport (Part 2), Steve Lee, Steven M. Miller

Asian Management Insights

Since 2017, Changi Airport group (CAG) has initiated a host of pilot projects that use connective and intelligent technologies to enable its move towards digital transformation and SMART Airport Vision. This has resulted in a first wave of deployment of AI and Machine Learning-enabled applications across various functions that can better sense, analyse, predict, and interact with people.

Ai Gets Real At Singapore's Changi Airport (Part 1), Steve Lee, Steven M. Miller

Asian Management Insights

Ranked as the best airport for seven consecutive years, Singapore’s Changi Airport is lauded the world over for the efficient, safe, pleasurable and seamless service it offers the millions of passengers that pass through its facilities annually. Much of Changi Airport’s success can be attributed to the organisation’s customer-oriented business focus and deeply embedded culture of service excellence, combined with a host of advanced technologies operating invisibly in the background. The framework for this technology enablement is Changi Airport Group’s (CAG’s) SMART Airport Vision—an enterprise-wide approach to connective technologies that leverages sensors, data fusion, data analytics, and artificial intelligence (AI), …

An Analysis Of The Business Structures And Performance Of Traditional Vs. "Freemium" Applications, Daztar Pagdiwala

Honors Scholar Theses

This thesis will examine the rationale and financial success of “freemium” applications versus traditional applications. I define what the “freemium” model is, and how it compares to the traditional (premium) and “free trial” models. In addition, I discuss the value proposition of the business structure, and how it is fully dependent on the consumer’s ability to perceive an increase in value through the purchase of additional features. I also analyze the major positive and negative aspects of the “freemium structure.

Overall trends that I note in the paper include a general shift towards “freemium” and “subscription” based products; within the …

Microsoft Store Strategic Audit, James Onnen

Honors Program: Senior Projects (Public)

This paper looks at Microsoft's Universal Store's digital distribution strategies for apps and games and potential strategies Microsoft can use to leverage its store to create value for itself and its users. This paper looks at specific uncaptured markets in gaming that Microsoft could capture.

The Relationship Between Capital Structure And Profitability Of United States Manufacturing Companies: An Empirical Analysis, Cuibing Wu

Morehead State Theses and Dissertations

A thesis presented to the faculty of the Elmer R. Smith College of Business and Technology at Morehead State University in partial fulfillment of the requirements for the Degree Master of Science by Cuibing Wu on April 22, 2019.

An Evaluation Of The Key Influencing Factors For Tramp Shipping Corporations Selecting Ship Management Companies, Ta-Yuan Lin, Cheng-Chi Chung, Tien-Chun Ho

Journal of Marine Science and Technology–Taiwan

The shipping industry is a global business and the number of privately-owned ships represents the strength of the shipping industry. However, global trades and the shipping business today are in poor economic shape. The more ships a company owns, the greater the burden on shipping operators. For the tramp shipping industry, using ship leasing, besides convenience, flexibility, time-saving, and tax benefits, commissioning a ship management company (SMC) to handle its non-core business can also result in greater financial liquidity providing the shipping companies with increased investment and purchasing power in other areas. This study is based on a consideration of …

A Heuristic Algorithm For The Multi-Depot Vehicle Routing Problem With Outsider Carrier Selection, Ching-Wu Chu, Jiang-Ren Chang, Kai-Huei Chang

Journal of Marine Science and Technology–Taiwan

The delivery and pickup of goods from a depot to local customers is an important and practical problem of a logistics manager. In practice, professional logistics company owns more than one depot and the fleet is composed of different types of trucks. This situation is a multi-depot vehicle routing problem with delivery and pickup. When the everyday demand is known, the logistics manger is facing a deterministic multi-depot vehicle routing problem with simultaneously pickup and delivery. In reality, the demands fluctuate over time within a year. When the total demand is greater than the whole capacity of owned trucks, the …

Collaboration Enhances Utilization Of Production Factors In Container Shipping Industry, Rong-Her Chiu, Dong-Hua Wang

Journal of Marine Science and Technology–Taiwan

This study investigates both theoretically and empirically the economic impact of collaborative operation between container carriers. Using the property of superadditivity of the Leontief production function, this study aims to demonstrate that the utilization rate of production factors will improve when liner carriers collaboratively provide services through a strategic alliance. Two production factors, containership slot utilization (CSU) and container circulation velocity (CCV), are used to empirically prove the existence of the efficiency improvement effect after 2000 (since 2000, strategic alliances have become a formal collaborative mechanism and have been restructured continuously)

Cyanotech: A Strategic Audit, Trent Hoppe

Honors Program: Senior Projects (Public)

Microalgae is a fascinating group of organisms that possess a diverse array of interesting traits and benefits relevant to food, medicine, and biofuel. Extensive research behind the viability of microalgae to disrupt the market has sparked an emergent microalgae industry. Founded in 1983, one of the top microalgae companies in the world today is Cyanotech. With a 90-acre algae farm in Kailua-Kona, Hawaii and two flagship microalgae products that are world leaders in their categories, Cyanotech is well- positioned be setting the course for the industry and revolutionizing the use microalgae commercially. Despite these favorable attributes, Cyanotech has been trapped …

A Strategic Audit Of Nintendo Co., Ltd., Emily Wagner

Honors Program: Senior Projects (Public)

The astounding success of the Nintendo Switch since its launch in March 2017 has brought Nintendo back into the spotlight of the gaming industry. However, what strategies led to the Switch’s success, enabling Nintendo to come back from the complete and utter failure of the Wii U? Also, what does Nintendo need to do to maintain its success over the lifetime of the Switch and beyond? This paper offers a strategic analysis of Nintendo, examining the company’s history, recent products, competitive advantages, and reasons for the success of the Switch. It also provides an analysis of Nintendo’s internal and external …

The Use Of Blockchain Technology To Solve Common Challenges In The Supply Chain, Michael Cohen

Thinking Matters Symposium Archive

When blockchain was first invented by Satoshi Nakamoto in 2008 it was thought to only be used for Bitcoin; a digital currency. It had been used to record transactions made without needing a third party authenticator. Blockchain showed the ability to reduce costs, speed up transactions, and reinvent the processes of how things are done. Once people fully understood what blockchain does, entrepreneurs and investors realized it could be used for much more than just a cryptocurrency. It could be applied to transportation, products sold, food, the medical industry, and much more.
With the help of blockchain, industries can operate …

Decision Making On Pursuing Computer Science Masters In United States, Chaitali Sunil Sawant

Engineering and Technology Management Student Projects

Graduate study comprises of sophisticated degree program which focuses on academic mastery or profession. It will build a strong foundation which emphasis on research and practical training. When it comes to pursuing master, there are many options to consider but the most important option is college and your interest. As USA is a home to many of the world’s most prestigious universities (including half of the global top 10), and hosts more international students than any other country. The master’s degree in USA is mostly research-based which helps the students to build skill set and knowledge that help them grow …

Amarcord Inc: Combating Money Laundering Using Data Analytics, Alyssa Ardai

Honors Program Contracts

This case study of Amarcord Incorporative will be discussing how Amarcord combats money laundering using data analytics. With the addition of new laws from 1970-current, it is harder for money laundering to be committed due to the requirement of reports and bank inspections. Using data analytics techniques such as the time-series analysis, we can analyze data sets to look closer and tell what transactions are money laundering, and what are actual ones.