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Articles 811 - 840 of 4291
Full-Text Articles in Business
The Role Of Expectation–Reality Discrepancy In Service Contracts, Xuying Zhao, Hong Guo, Gangshu (George) Cai
The Role Of Expectation–Reality Discrepancy In Service Contracts, Xuying Zhao, Hong Guo, Gangshu (George) Cai
Information Systems and Analytics
Service contracts are common practice in some industries while being eliminated in others. To investigate this phenomenon, we identify expectation–reality discrepancy (ERD) as a key determinant. A provider's ERD is defined as consumers’ ex-ante expected valuation minus their ex-post realized valuation of the provider's service. Our analysis reveals that providers’ contract strategies critically depend on their ERDs rather than the true service valuations. A provider with a higher ERD is more likely to enforce contracts, regardless of whether the true service valuation is higher than that of the competitor. Providers should enforce contracts only when they have positive ERDs. Furthermore, …
A Queueing Model For Customer Rescheduling And No-Shows In Service Systems, Yue Tang, Houyuan Jiang, Jingui Xie, Zhichao Zheng
A Queueing Model For Customer Rescheduling And No-Shows In Service Systems, Yue Tang, Houyuan Jiang, Jingui Xie, Zhichao Zheng
Research Collection Lee Kong Chian School Of Business
We study an M/M/1/K queue where customers can reschedule their appointments. Rescheduled customers show up with higher probabilities, incurring lower no-show costs, but rescheduling also frees up slots that may not be filled later, leading to wasted service capacity and lower throughput. The system manager aims to minimize the long-run average cost by controlling rescheduling policies. We derive conditions under which rescheduling should be allowed for different scenarios depending on whether customers can reschedule only once or multiple times.
Emotional Analysis Of Learning Cybersecurity With Games Using Iot, Maria Valero, Md Jobair Hossain, Shahriar Sobhan
Emotional Analysis Of Learning Cybersecurity With Games Using Iot, Maria Valero, Md Jobair Hossain, Shahriar Sobhan
KSU Proceedings on Cybersecurity Education, Research and Practice
The constant rise of cyber-attacks poses an increasing demand for more qualified people with cybersecurity knowledge. Games have emerged as a well-fitted technology to engage users in learning processes. In this paper, we analyze the emotional parameters of people while learning cybersecurity through computer games. The data are gathered using a non-invasive Brain-Computer Interface (BCI) to study the signals directly from the users’ brains. We analyze six performance metrics (engagement, focus, excitement, stress, relaxation, and interest) of 12 users while playing computer games to measure the effectiveness of the games to attract the attention of the participants. Results show participants …
Resilience Vs. Prevention. Which Is The Better Cybersecurity Practice?, Frank Katz
Resilience Vs. Prevention. Which Is The Better Cybersecurity Practice?, Frank Katz
KSU Proceedings on Cybersecurity Education, Research and Practice
Students in multiple cohorts of our 3000 level Fundamentals of Information Systems Security course were given a discussion question where they had to either agree or disagree with the premise that given all the constant threats to our systems, we should dedicate more of our efforts to quickly repairing the damage of an attack rather than dedicate more of our time and energies to preventing such attacks. They were required to give their reasoning and provide sources to back up their analysis of his comment.
This paper will describe and explain the concept of cyber resiliency. It will then evaluate …
Warshipping: Hacking The Mailroom, Jackson Szwast, Bryson Payne
Warshipping: Hacking The Mailroom, Jackson Szwast, Bryson Payne
KSU Proceedings on Cybersecurity Education, Research and Practice
Everyone knows what package shipping is, but not everyone knows what warshipping is. Corporate mailrooms are rarely considered as part of the cybersecurity attack surface of most organizations, but they offer physical access to millions of uninspected packages daily. UPS shipped 5.5 billion items last year, with their daily average being 21.9 million items and operating through 1,800 locations in 2020. FedEx shipped 6.5 million packages daily and operates 2,150 locations. The United States Postal Service delivered 143 billion pieces of mail in 2019. Increasingly the world’s consumers are relying on e-commerce, and during the recent COVID-19 pandemic, package deliveries …
Towards Assessing Password Workarounds And Perceived Risk To Data Breaches For Organizational Cybersecurity Risk Management Taxonomy, Michael J. Rooney, Yair Levy, Wei Li, Ajoy Kumar
Towards Assessing Password Workarounds And Perceived Risk To Data Breaches For Organizational Cybersecurity Risk Management Taxonomy, Michael J. Rooney, Yair Levy, Wei Li, Ajoy Kumar
KSU Proceedings on Cybersecurity Education, Research and Practice
Cybersecurity involves a broad range of techniques, including cyber-physical, managerial, and technical, while authentication provides a layer of protection for Information Systems (IS) against data breaches. The recent COVID-19 pandemic brought a tsunami of data breach incidents worldwide. Authentication serves as a mechanism for IS against unauthorized access utilizing various defense techniques, with the most popular and frequently used technique being passwords. However, the dramatic increase of user accounts over the past few decades has exposed the realization that technological measures alone cannot ensure high level of IS security; this leaves the end-users holding a critical role in protecting their …
Analyzing Robotics Software Vulnerabilities, Hossain Shahriar, Md Jobair Hossain Faruk, Shahriar Sobhan, Mohammad Nazim
Analyzing Robotics Software Vulnerabilities, Hossain Shahriar, Md Jobair Hossain Faruk, Shahriar Sobhan, Mohammad Nazim
KSU Proceedings on Cybersecurity Education, Research and Practice
Robots are widely used in our day-to-day life in various domains. For example, eldercare robots, such as CareO-Bots [1]are used to perform household tasks and provide mobility assistance [2]. Amazon uses manufacturing robots to accomplish manufacturing labor activities, such as welding and assembling equipment [2]. According to the International Data Corporation, spending on robotics is expected to reach USD 241.4 billion by the end of 2023 [4].
However, malicious users can exploit security vulnerabilities in hardware and software components of robotics systems to conduct security attacks and cause malfunction, i.e., deviate robots from their expected behaviors. Security attacks on robots …
A Taxonomy Of Cyberattacks Against Critical Infrastructure, Miloslava Plachkinova, Ace Vo
A Taxonomy Of Cyberattacks Against Critical Infrastructure, Miloslava Plachkinova, Ace Vo
KSU Proceedings on Cybersecurity Education, Research and Practice
The current study proposes a taxonomy to organize existing knowledge on cybercrimes against critical infrastructure such as power plants, water treatment facilities, dams, and nuclear facilities. Routine Activity Theory is used to inform a three-dimensional taxonomy with the following dimensions: hacker motivation (likely offender), cyber, physical, and cyber-physical components of any cyber-physical system (suitable target), and security (capable guardian). The focus of the study is to develop and evaluate the classification tool using Design Science Research (DSR) methodology. Publicly available data was used to evaluate the utility and usability of the proposed artifact by exploring three possible scenarios – Stuxnet, …
Transformational Leadership Dimensions And Job-Based Psychological Ownership As Facilitators In International Intrapreneurship Of Family Firms, Huynh Thi Thuy Giang, Luu Tien Dung
Transformational Leadership Dimensions And Job-Based Psychological Ownership As Facilitators In International Intrapreneurship Of Family Firms, Huynh Thi Thuy Giang, Luu Tien Dung
The South East Asian Journal of Management
Research Aims: The purpose of this study is to examine the effects of transformational leadership dimensions (TL) and job-based psychological ownership (PO) on nonfamily employee international intrapreneurship in family firms (FFs). Design/methodology/approach: The study adopted a sample of 246 key role nonfamily employees at 118 family-owned export and import SMEs in Ho Chi Minh City, Vietnam. The data are analysed using a partial least squares structural equation modelling (PLS-SEM). Results: The article identifies four dimensions of TL and international intrapreneurship in which both concepts are interlinked. Job-based PO plays a significant role in the TL dimensions' effects on international intrapreneurship. …
Perception And Challenges Of Select Higher Educational Institutions On Its Role In The Technology Business Incubation In The Visayas, Philippines, Adrian P. Ybañez, Siegfried D. Mendoza, Cristina Caintic, Mae S. Sabayton
Perception And Challenges Of Select Higher Educational Institutions On Its Role In The Technology Business Incubation In The Visayas, Philippines, Adrian P. Ybañez, Siegfried D. Mendoza, Cristina Caintic, Mae S. Sabayton
The South East Asian Journal of Management
Research Aims: The present study aims to document perceptions and identify the challenges on the participation and role of technology business incubators (TBIs) of select academic institutions in Visayas, Philippines. Design/methodology/approach: It is quantitative-qualitative research, which utilized survey questionnaires and focus group discussion of twenty-five (25) key informants (KIs) from nine higher education institutions (HEIs) in the Visayas. KIs include key officials and faculty who handled research, technology transfer, business incubation, intellectual property, and/or technology licensing functions in their respective HEIs. Research Findings: All KIs were from state universities or colleges, and most KIs were female (64%), married (60%), and …
The Impact Of Achievement Motivation On Organizational Capabilities And Firm Performance In The Creative Industry Context, Immanuel Billy Tanjung, Soebowo Musa
The Impact Of Achievement Motivation On Organizational Capabilities And Firm Performance In The Creative Industry Context, Immanuel Billy Tanjung, Soebowo Musa
The South East Asian Journal of Management
Research Aims: This paper aims to validate achievement motivation (AM) as a possible cause of the issues faced in the Indonesian creative industry context and establish a possible relationship between variables comprising organizational capabilities and organizational performance. Design/Methodology/Approach: This paper is a confirmatory study that uses a quantitative approach utilizing an online survey/questionnaire. The study examines 214 valid respondent survey answers from invited respondents from the Indonesian creative industry via email and social media platforms. Research Findings: This paper provides empirical validation of the hypotheses that AM is positively related with organizational capabilities and that those capabilities are positively related …
Digital Leadership As A Resource To Enhance Managers’ Psychological Well-Being In Covid-19 Pandemic Situation In Indonesia, Rany Komala Dewi, Bertina Sjabadhymi
Digital Leadership As A Resource To Enhance Managers’ Psychological Well-Being In Covid-19 Pandemic Situation In Indonesia, Rany Komala Dewi, Bertina Sjabadhymi
The South East Asian Journal of Management
Research Aims: The digitalization of work forced by the coronavirus disease (COVID-19) pandemic has led to excessive job demands that might reduce psychological well-being. Hence, this study aims to explore the relationship between digital leadership and psychological well-being during the COVID-19 pandemic situation. Design/Methodology/Approach: A total of 1,899 managers participated in this study. A logistic regression analysis was performed to test for associations between well-being and digital leadership skills. Research Findings: The results show that as a unidimensional variable, digital leadership is a strong predictor of psychological well-being. However, as a multidimensional variable, the digital leadership – skill dimension has …
The Effect Of Perceived Product Quality, Brand Personality, And Loyalty On Brand Switching Intention Of Technological Products, Lidya Nur Hanifati, Imam Salehudin
The Effect Of Perceived Product Quality, Brand Personality, And Loyalty On Brand Switching Intention Of Technological Products, Lidya Nur Hanifati, Imam Salehudin
The South East Asian Journal of Management
Research Aims: Laptops are essential in people's everyday lives. Since laptop utilization has been very high during the COVID-19 pandemic because of the restrictions imposed by the pandemic, many laptop manufacturers have made efforts to drive consumers to switch to their laptop brands. The main objective of this research is to examine how perceived product quality, brand personality, and loyalty affect brand switching intention. Design/methodology/approach: The data were collected online from 216 consumers. Structural Equation Modelling (SEM) was employed to analyse the data. Research Findings: The result demonstrates that perceived product quality, brand personality, and loyalty have both direct and …
The Effect Of Work-Based Benefits And Demand On Engagement And Well-Being As Mediated By Work-University Facilitation And Conflict Among Working Students In Indonesia, Iin Yessica Putrilima Sinaga, Riani Rachmawati
The Effect Of Work-Based Benefits And Demand On Engagement And Well-Being As Mediated By Work-University Facilitation And Conflict Among Working Students In Indonesia, Iin Yessica Putrilima Sinaga, Riani Rachmawati
The South East Asian Journal of Management
Research Aims: This study uses a depletion and enrichment model to examine the effect of role conflict whereby work-based benefits and demands on a person’s first role (workers) influence facilitation and conflict on their second role (university student), and influence the students’ engagement and well-being. Design/methodology/approach: This research tested whether facilitation and conflict acted as mediators between benefits and demands with engagement and well-being. The hypotheses were tested using 290 respondents (63.4% were female with an average age of 23.4 years) who were working while studying. Research Findings: The results suggested that benefits were associated positively with facilitation; demands were …
Categorizing Taxpayers: A Mixed-Method Study On Small Business Tax Compliance In The Philippines, Imelda T. Angeles
Categorizing Taxpayers: A Mixed-Method Study On Small Business Tax Compliance In The Philippines, Imelda T. Angeles
The South East Asian Journal of Management
Research Aims: The purpose of this study is to determine the underlying reasons behind the management’s tax compliance and non-compliance decisions. Design/methodology/approach: This study employed a mixed-method research approach in which the scale observations of taxpayers’ tax compliance practices and the taxpayers' lived experiences and perspectives about tax where integrated. The quantitative approach utilized binary logistic regression, and the qualitative approach used thematic and joint-result analyses. Research Findings: The integration of the two research methods revealed three distinct types of taxpayers: impulsive, reflective, and active. The result indicates that the taxpayer's compliance behavior may have an effect on the sustainability …
Medication Bottle With Anti-Tampering Features, Bahar Aliakbarian, Muhammad Rabnawaz, Susan E. Selke, Krystal Cheng, Arun Ross, Austin Cozzo, Anurag Chowdhury, Ali Tamayol, Carina Russell, Prem Chahal
Medication Bottle With Anti-Tampering Features, Bahar Aliakbarian, Muhammad Rabnawaz, Susan E. Selke, Krystal Cheng, Arun Ross, Austin Cozzo, Anurag Chowdhury, Ali Tamayol, Carina Russell, Prem Chahal
Department of Supply Chain Management and Analytics: Faculty Publications
A medication bottle includes an outer container wall, an inner container wall and a fluid, such as an aversive liquid, located between the walls. In another aspect, the fluid is located within separate compartments or channels located between the walls where the walls contact or are secured to each other. A further aspect provides a removeable cap including multiple sensors, at least one of which is a biometric sensor.
Using Role Play To Develop An Empathetic Mindset In Executive Education, Siu Loon Hoe, Tamsin Greulich-Smith
Using Role Play To Develop An Empathetic Mindset In Executive Education, Siu Loon Hoe, Tamsin Greulich-Smith
Research Collection School Of Computing and Information Systems
The purpose of this article is to discuss the importance of a role play activity as part of an experiential instructional strategy to develop an empathetic mindset among professionals, managers, and executives (PMEs) attending an executive education program in change management. This article provides an approach and process for management educators and facilitators of executive education programs to introduce and teach role play for the busy executives to learn about empathy. Role play is a useful teaching method that helps adult learners understand the importance of seeing things from another person’s point of view especially within a short period of …
The Value Of A Technical Service Bulletin Index For The Consumer, Robert J. Richardson
The Value Of A Technical Service Bulletin Index For The Consumer, Robert J. Richardson
Communications of the IIMA
Automobile Technical Service Bulletin Index represents additional information pertaining on the quality of a vehicle. Currently, there is no way for the consumer to evaluate this large amount of information when buying a new car. A Technical Service Bulletin Index is developed as an aid to the consumer to better understand the quality issues related to thirty different car models. When compared to two major existing surveys, the J.D. Power Initial Quality Study and the J.D. Power Vehicle Dependability Study, the Technical Service Bulletin Index proved that it provides new, useful information about automobile quality for consumers to use when …
Knowledge Sharing In The Higher Education Environment Of Developing Economies – The Case Of Eritrea, Samuel Tewelde Yigzaw, Ilkka Jormanainen, Markku Tukiainen
Knowledge Sharing In The Higher Education Environment Of Developing Economies – The Case Of Eritrea, Samuel Tewelde Yigzaw, Ilkka Jormanainen, Markku Tukiainen
The African Journal of Information Systems
This paper explores the prevailing higher education environment in Eritrea as a case study, with the aim of identifying factors influencing knowledge sharing and collaboration in the community both within and across the institutions. The research is based on qualitative data from semi-structured interviews with seven respondents: leaders and senior academicians representing all six higher education institutions (HEIs) in Eritrea. It investigates the environment from the socio-technical systems perspective with a holistic view of the institutional system rather than sub-systems. The results show that the HEIs have considerable levels of underutilized technology tools available in the community, and institutional guidelines …
Meta-Analysis Of Factors Influencing Student Acceptance Of Massive Open Online Courses For Open Distance Learning, Cecilia Temilola Olugbara, Moeketsi Letseka, Ropo Ebenezer Ogunsakin, Oludayo Olufolorunsho Olugbara
Meta-Analysis Of Factors Influencing Student Acceptance Of Massive Open Online Courses For Open Distance Learning, Cecilia Temilola Olugbara, Moeketsi Letseka, Ropo Ebenezer Ogunsakin, Oludayo Olufolorunsho Olugbara
The African Journal of Information Systems
This study aimed to apply the meta-analysis methodology to systematically synthesize results of primary studies to discover the main significant factors influencing student acceptance of massive open online courses (MOOCs) for open distance learning (ODL). An abundance of studies on MOOCs exists, but there is a lack of meta-analysis research on student acceptance of MOOCs, which is a novel contribution of the current study. The meta-analysis methodology was applied to investigate effect sizes, statistical heterogeneity, and publication bias across 36 primary studies involving 14233 participating students. The study findings show satisfaction to be the main significant factor influencing student acceptance …
The Impact Of Computerized Management Information Systems On The Performance Of Employees In Mobile Telecommunications Company, Abdelkader Msalem
The Impact Of Computerized Management Information Systems On The Performance Of Employees In Mobile Telecommunications Company, Abdelkader Msalem
Al Jinan الجنان
This study aimed to identify the impact of computerized management information systems on the performance of employees In the mobile communications company, and to achieve the objectives of the study was designed, developed a questionnaire consisting of (3) items for the purpose of data collection and measurement variables of the study. It was relying on the statistical package SPSS, using the following statistical methods: descriptive statistics measurements, multiple regression analysis, Spearman correlation coefficient and analysis of variance. The study reached the following findings and having the effect of a statistically significant with the requirements of the operation and management of …
Exploring The Correlation Between Information And Communication Technology Maturity And Value Of Listed Companies In The Nigerian Stock Exchange, Victor Akinbola Olutayo, Godspower Osaretin Ekuobase
Exploring The Correlation Between Information And Communication Technology Maturity And Value Of Listed Companies In The Nigerian Stock Exchange, Victor Akinbola Olutayo, Godspower Osaretin Ekuobase
The African Journal of Information Systems
A fundamental issue within the Nigerian economy that has resulted in information and communication technology (ICT) mis-planning is the uncertainty surrounding how ICT value relates to ICT maturity. In response, the value-added intellectual coefficient model has been used to measure the value of ICT across sectors in the Nigerian stock exchange while their ICT maturity has been measured using the ICT maturity model for small-and-medium scale enterprises. The result has shown that the Nigerian economy is web based in ICT maturity with an index of about 0.67. The ICT value index has been estimated to be about 5.65, an indication …
Now Is The Time: The Effects Of Linguistic Time Reference And National Time Orientation On Innovative New Ventures, Jintong Tang, Jun Yang, Wenping Ye, Shaji Khan
Now Is The Time: The Effects Of Linguistic Time Reference And National Time Orientation On Innovative New Ventures, Jintong Tang, Jun Yang, Wenping Ye, Shaji Khan
Ed G. Smith College of Business Faculty Works
Two perspectives stand out in examining international variations in innovative new venture creation: institutions and national culture. However, systematic insights into the interconnections between institutional and cultural perspectives and their effects on entrepreneurship are severely lacking. In order to fill this gap, the current research integrates two prominent yet under-explored institutional and cultural factors: linguistic future-time reference (FTR) as an institutional factor and long-term orientation as a cultural factor, and considers how they are linked through the time perspective reflected in risk and uncertainty perception. Drawing upon linguistic relativity theory and cultural theory, we propose that institutions with strong FTR …
Law Helps Ensure Safety Of The Supply Chain, Kenneth Maxik, Craig Kimble, Alberto Coustasse
Law Helps Ensure Safety Of The Supply Chain, Kenneth Maxik, Craig Kimble, Alberto Coustasse
Management Faculty Research
The Drug Quality and Security Act was signed into law on November 27, 2013, and included the Title 2 Drug Supply Chain and Security Act (DSCSA). This legislation was introduced to enact a federal prescription drug safety standard to decrease contamination, counterfeiting, diversion, and otherwise harmful illicit activities. It also improves the detection and elimination of potentially unsafe drugs from the drug supply chain to protect US consumers.
The Impact Of Information Presentation Format On User Purchase Decision-Making, Muhammad Jawad
The Impact Of Information Presentation Format On User Purchase Decision-Making, Muhammad Jawad
Dissertations, Theses, and Capstone Projects
Online reviews have garnered considerable attention, especially in recent years, from scholars in various domains (such as information systems and marketing) seeking to understand their role in purchase decision-making. With the growing popularity of online review videos, however, understanding the role of information presentation format in online decision-making becomes crucial. While prior research has explored how presentation formats affect users’ perceptions differently, the extent of these differences and their implications in purchase decision-making stages are not yet fully understood. Specifically, this dissertation work examines the role of presentation format of online reviews in two decision-making stages: 1) choice-reduction stage, which …
Organizational Decision-Making In The Age Of Big Data And Artificial Intelligence, Anh Luong
Organizational Decision-Making In The Age Of Big Data And Artificial Intelligence, Anh Luong
Dissertations, Theses, and Capstone Projects
This dissertation examines organizational decision-making in the context of big data and artificial intelligence (machine learning) technologies. There are three studies. All three focus on collaborative decision-making in organizations, with study 1 examining it in the context of big data, while study 2 and 3 in the context of artificial intelligence.
Study 1: This study examines the impact of different manners of presenting information on collaborative decision-making performance. Using controlled economic experiments, I assign participants with a resource allocation decision-making task (adapted from the game theoretic public goods provision problem) and examine the collaborative outcomes of groups when exposed to …
Essence Of Partnership Management In Project-Based Learning: Insights From A University’S Global Project Programme, Gary Pan, Poh Sun Seow, Shankararaman, Venky, Kevin Koh
Essence Of Partnership Management In Project-Based Learning: Insights From A University’S Global Project Programme, Gary Pan, Poh Sun Seow, Shankararaman, Venky, Kevin Koh
Research Collection School Of Accountancy
Universities today are embracing teaching pedagogy of project-based learning (PBL) through collaboration with industry. PBL allows students to learn theory in the classroom, then apply what they have learned in the field, solving a wide array of business or societal challenges facing organizations, while at the same time, solidifying their own knowledge. While there are many benefits of such academic-industry partnership, there are also challenges that if not addressed, may have serious consequences. This study aims to develop a framework that highlights the essence of partnership management in a PBL setting and validate the framework by conducting a focus group …
Robust And Ethical Data Governance Critical To Growth In Digital Age, Themin Suwardy, Melvin Yong
Robust And Ethical Data Governance Critical To Growth In Digital Age, Themin Suwardy, Melvin Yong
Research Collection School Of Accountancy
With increasing digitalisation, and companies collecting an ever-increasing amount of their customer and business data, organisations have to become more accountable to stakeholders such as regulators, customers and investors on the issue of data. Observers say expectations are also increasing, with incidents of data breaches capturing much media attention. Just as corporate governance encompasses more than just compliance, experts say data governance is more than just data protection and security but also about creating value.
Exploring, Understanding, Then Designing: Twitter Users’ Sharing Behavior For Minor Safety Incidents, Mashael Yousef Almoqbel
Exploring, Understanding, Then Designing: Twitter Users’ Sharing Behavior For Minor Safety Incidents, Mashael Yousef Almoqbel
Dissertations
Social media has become an integral part of human lives. Social media users resort to these platforms for various reasons. Users of these platforms spend a lot of time creating, reading, and sharing content, therefore, providing a wealth of available information for everyone to use. The research community has taken advantage of this and produced many publications that allow us to better understand human behavior. An important subject that is sometimes discussed and shared on social media is public safety. In the past, Twitter users have used the platform to share incidents, share information about incidents, victims and perpetrators, and …
Participatory Learning: Measuring Learning And Educational Technology Acceptance, Erick Sanchez Suasnabar
Participatory Learning: Measuring Learning And Educational Technology Acceptance, Erick Sanchez Suasnabar
Dissertations
Participatory Learning (PL) integrates several learning approaches, engaging students throughout the entire assignment process for both online and face-to-face courses. Beyond simply providing a solution, students also craft a problem (problem-based learning), grade each other (peer assessment and feedback), evaluate themselves (self-assessment), and can view others’ work (learning by example). This dissertation research explores the resulting learning effects. Contributions to both educational and Information Systems research include extending an early PL model and experiments that applied the PL approach to examinations, by validating and testing new constructs based on user activity and critical thinking. In addition, the study explores a …