A Computational Academic Integrity Framework

L'abast creixent i la naturalesa canviant dels programes acadèmics constitueixen un repte per a la integritat dels protocols tradicionals de proves i exàmens. L'objectiu d'aquesta tesi és introduir una alternativa als enfocaments tradicionals d'integritat acadèmica, per a cobrir la bretxa del buit de l'anonimat i donar la possibilitat als instructors i administradors acadèmics de fer servir nous mitjans que permetin mantenir la integritat acadèmica i promoguin la responsabilitat, accessibilitat i eficiència, a més de preservar la privadesa i minimitzin la interrupció en el procés d'aprenentatge. Aquest treball té com a objectiu començar un canvi de paradigma en les pràctiques d'integritat acadèmica. La recerca en l'àrea de la identitat de l'estudiant i la garantia de l'autoria són importants perquè la concessió de crèdits d'estudi a entitats no verificades és perjudicial per a la credibilitat institucional i la seguretat pública. Aquesta tesi es basa en la noció que la identitat de l'alumne es compon de dues capes diferents, física i de comportament, en les quals tant els criteris d'identitat com els d'autoria han de ser confirmats per a mantenir un nivell raonable d'integritat acadèmica. Per a això, aquesta tesi s'organitza en tres seccions, cadascuna de les quals aborda el problema des d'una de les perspectives següents: (a) teòrica, (b) empírica i (c) pragmàtica.El creciente alcance y la naturaleza cambiante de los programas académicos constituyen un reto para la integridad de los protocolos tradicionales de pruebas y exámenes. El objetivo de esta tesis es introducir una alternativa a los enfoques tradicionales de integridad académica, para cubrir la brecha del vacío anonimato y dar la posibilidad a los instructores y administradores académicos de usar nuevos medios que permitan mantener la integridad académica y promuevan la responsabilidad, accesibilidad y eficiencia, además de preservar la privacidad y minimizar la interrupción en el proceso de aprendizaje. Este trabajo tiene como objetivo iniciar un cambio de paradigma en las prácticas de integridad académica. La investigación en el área de la identidad del estudiante y la garantía de la autoría son importantes porque la concesión de créditos de estudio a entidades no verificadas es perjudicial para la credibilidad institucional y la seguridad pública. Esta tesis se basa en la noción de que la identidad del alumno se compone de dos capas distintas, física y de comportamiento, en las que tanto los criterios de identidad como los de autoría deben ser confirmados para mantener un nivel razonable de integridad académica. Para ello, esta tesis se organiza en tres secciones, cada una de las cuales aborda el problema desde una de las siguientes perspectivas: (a) teórica, (b) empírica y (c) pragmática.The growing scope and changing nature of academic programmes provide a challenge to the integrity of traditional testing and examination protocols. The aim of this thesis is to introduce an alternative to the traditional approaches to academic integrity, bridging the anonymity gap and empowering instructors and academic administrators with new ways of maintaining academic integrity that preserve privacy, minimize disruption to the learning process, and promote accountability, accessibility and efficiency. This work aims to initiate a paradigm shift in academic integrity practices. Research in the area of learner identity and authorship assurance is important because the award of course credits to unverified entities is detrimental to institutional credibility and public safety. This thesis builds upon the notion of learner identity consisting of two distinct layers (a physical layer and a behavioural layer), where the criteria of identity and authorship must both be confirmed to maintain a reasonable level of academic integrity. To pursue this goal in organized fashion, this thesis has the following three sections: (a) theoretical, (b) empirical, and (c) pragmatic

A computational academic integrity framework

L'abast creixent i la naturalesa canviant dels programes acadèmics constitueixen un repte per a la integritat dels protocols tradicionals de proves i exàmens. L'objectiu d¿aquesta tesi és introduir una alternativa als enfocaments tradicionals d'integritat acadèmica, per a cobrir la bretxa del buit de l'anonimat i donar la possibilitat als instructors i administradors acadèmics de fer servir nous mitjans que permetin mantenir la integritat acadèmica i promoguin la responsabilitat, accessibilitat i eficiència, a més de preservar la privadesa i minimitzin la interrupció en el procés d'aprenentatge. Aquest treball té com a objectiu començar un canvi de paradigma en les pràctiques d'integritat acadèmica. La recerca en l'àrea de la identitat de l'estudiant i la garantia de l'autoria són importants perquè la concessió de crèdits d'estudi a entitats no verificades és perjudicial per a la credibilitat institucional i la seguretat pública. Aquesta tesi es basa en la noció que la identitat de l'alumne es compon de dues capes diferents, física i de comportament, en les quals tant els criteris d'identitat com els d'autoria han de ser confirmats per a mantenir un nivell raonable d'integritat acadèmica. Per a això, aquesta tesi s'organitza en tres seccions, cadascuna de les quals aborda el problema des d'una de les perspectives següents: (a) teòrica, (b) empírica i (c) pragmàtica.El creciente alcance y la naturaleza cambiante de los programas académicos constituyen un reto para la integridad de los protocolos tradicionales de pruebas y exámenes. El objetivo de esta tesis es introducir una alternativa a los enfoques tradicionales de integridad académica, para cubrir la brecha del vacío anonimato y dar la posibilidad a los instructores y administradores académicos de usar nuevos medios que permitan mantener la integridad académica y promuevan la responsabilidad, accesibilidad y eficiencia, además de preservar la privacidad y minimizar la interrupción en el proceso de aprendizaje. Este trabajo tiene como objetivo iniciar un cambio de paradigma en las prácticas de integridad académica. La investigación en el área de la identidad del estudiante y la garantía de la autoría son importantes porque la concesión de créditos de estudio a entidades no verificadas es perjudicial para la credibilidad institucional y la seguridad pública. Esta tesis se basa en la noción de que la identidad del alumno se compone de dos capas distintas, física y de comportamiento, en las que tanto los criterios de identidad como los de autoría deben ser confirmados para mantener un nivel razonable de integridad académica. Para ello, esta tesis se organiza en tres secciones, cada una de las cuales aborda el problema desde una de las siguientes perspectivas: (a) teórica, (b) empírica y (c) pragmática.The growing scope and changing nature of academic programmes provide a challenge to the integrity of traditional testing and examination protocols. The aim of this thesis is to introduce an alternative to the traditional approaches to academic integrity, bridging the anonymity gap and empowering instructors and academic administrators with new ways of maintaining academic integrity that preserve privacy, minimize disruption to the learning process, and promote accountability, accessibility and efficiency. This work aims to initiate a paradigm shift in academic integrity practices. Research in the area of learner identity and authorship assurance is important because the award of course credits to unverified entities is detrimental to institutional credibility and public safety. This thesis builds upon the notion of learner identity consisting of two distinct layers (a physical layer and a behavioural layer), where the criteria of identity and authorship must both be confirmed to maintain a reasonable level of academic integrity. To pursue this goal in organized fashion, this thesis has the following three sections: (a) theoretical, (b) empirical, and (c) pragmatic

When academic integrity rules should not apply: a survey of academic staff

This study examines circumstances when academic integrity rules may not apply. To this end, we conducted a multinational survey of teaching, research, administrative and support staff (N=79). The results suggest that exemptions may be granted on compassionate grounds such as personal welfare, situations where institutional policies are perceived to be unfair or discriminatory, in cases of honest mistakes, and for special activities such as ideological and philosophical debates. Exceptions to academic integrity rules may also be granted to first-time offenders and international students. We argue that inconsistency in policy objectives coupled with differences in staff attitudes, values and beliefs create additional challenges for the implementation of academic integrity measures. However, where policy is perceived to be morally questionable, non-compliance is regarded as an attempt to restore a personal sense of fairness and trust. We further stress that ambiguity of expectations and a disproportionate focus on student action, but not on that of staff, results in an environment where different, and often conflicting, academic integrity practices may operate in parallel leading to even greater inconsistency and procedural unfairness. We discuss the implications and offer recommendations for practice and future research

Institutional Level Identity Control Strategies in the Distance Education Environment: A Survey of Administrative Staff

Physical separation of students and instructors creates the gap of anonymity and limited control over the remote learning environment. The ability of academic institutions to authenticate students and validate authorship of academic work at various points during a course is necessary for preserving not only perceived credibility but also public safety. With the growing scope of distance education programs that permeate critical areas such as healthcare, airspace, water management, and food solutions, universities have a moral obligation to employ secure measures to verify learning outcomes. This study examines the measures universities with large distance education programs employ to align identity of learners with the academic work they do, as well as the effectiveness of and challenges and barriers to their implementation. The research was undertaken using a multiple case approach and examined survey responses from five academic administrators at five officially accredited post secondary institutions in three countries. The cases examined in the study include: Athabasca University, Open University UK, Penn State University World Campus, University of Maryland University College, and eConcordia,Concordia University's distance learning facility. This study is not an exhaustive attempt to examine all aspects of academic integrity, but rather to create awareness about various learner authentication strategies. This study confirms that secure learner authentication in the distance education environment is possible. However, with greater pressure to enhance security of learner authentication, the openness of open learning is challenged and may change as we know it

A Computational Academic Integrity Framework

L'abast creixent i la naturalesa canviant dels programes acadèmics constitueixen un repte per a la integritat dels protocols tradicionals de proves i exàmens. L'objectiu d'aquesta tesi és introduir una alternativa als enfocaments tradicionals d'integritat acadèmica, per a cobrir la bretxa del buit de l'anonimat i donar la possibilitat als instructors i administradors acadèmics de fer servir nous mitjans que permetin mantenir la integritat acadèmica i promoguin la responsabilitat, accessibilitat i eficiència, a més de preservar la privadesa i minimitzin la interrupció en el procés d'aprenentatge. Aquest treball té com a objectiu començar un canvi de paradigma en les pràctiques d'integritat acadèmica. La recerca en l'àrea de la identitat de l'estudiant i la garantia de l'autoria són importants perquè la concessió de crèdits d'estudi a entitats no verificades és perjudicial per a la credibilitat institucional i la seguretat pública. Aquesta tesi es basa en la noció que la identitat de l'alumne es compon de dues capes diferents, física i de comportament, en les quals tant els criteris d'identitat com els d'autoria han de ser confirmats per a mantenir un nivell raonable d'integritat acadèmica. Per a això, aquesta tesi s'organitza en tres seccions, cadascuna de les quals aborda el problema des d'una de les perspectives següents: (a) teòrica, (b) empírica i (c) pragmàtica.El creciente alcance y la naturaleza cambiante de los programas académicos constituyen un reto para la integridad de los protocolos tradicionales de pruebas y exámenes. El objetivo de esta tesis es introducir una alternativa a los enfoques tradicionales de integridad académica, para cubrir la brecha del vacío anonimato y dar la posibilidad a los instructores y administradores académicos de usar nuevos medios que permitan mantener la integridad académica y promuevan la responsabilidad, accesibilidad y eficiencia, además de preservar la privacidad y minimizar la interrupción en el proceso de aprendizaje. Este trabajo tiene como objetivo iniciar un cambio de paradigma en las prácticas de integridad académica. La investigación en el área de la identidad del estudiante y la garantía de la autoría son importantes porque la concesión de créditos de estudio a entidades no verificadas es perjudicial para la credibilidad institucional y la seguridad pública. Esta tesis se basa en la noción de que la identidad del alumno se compone de dos capas distintas, física y de comportamiento, en las que tanto los criterios de identidad como los de autoría deben ser confirmados para mantener un nivel razonable de integridad académica. Para ello, esta tesis se organiza en tres secciones, cada una de las cuales aborda el problema desde una de las siguientes perspectivas: (a) teórica, (b) empírica y (c) pragmática.The growing scope and changing nature of academic programmes provide a challenge to the integrity of traditional testing and examination protocols. The aim of this thesis is to introduce an alternative to the traditional approaches to academic integrity, bridging the anonymity gap and empowering instructors and academic administrators with new ways of maintaining academic integrity that preserve privacy, minimize disruption to the learning process, and promote accountability, accessibility and efficiency. This work aims to initiate a paradigm shift in academic integrity practices. Research in the area of learner identity and authorship assurance is important because the award of course credits to unverified entities is detrimental to institutional credibility and public safety. This thesis builds upon the notion of learner identity consisting of two distinct layers (a physical layer and a behavioural layer), where the criteria of identity and authorship must both be confirmed to maintain a reasonable level of academic integrity. To pursue this goal in organized fashion, this thesis has the following three sections: (a) theoretical, (b) empirical, and (c) pragmatic

Virtue, Utility and Improvisation: A Multinational Survey of Academic Staff Solving Integrity Dilemmas

Academic staff owe a duty of fidelity to uphold institutional standards of integrity. They also have their own values and conceptions of integrity as well as personal responsibilities and commitments. The question of how academic practitioners address or reconcile conflicting values and responsibilities has been underexplored in the literature. Before we can examine effectiveness of academic integrity strategies and develop best practices, we need to examine the breadth of integrity decisions. To this end we posited the academic integrity problem as a set of seven dilemmas and presented them to post-secondary education staff (N = 80) located in Europe, North America, Oceania, and Asia. We asked the participants to recommend a solution to each dilemma. This yielded a modest sample of 498 themes across 30 categories. We expected the responses to fall on a binary scale where decisions either support the integrity or ignore it. However, the data suggests that academic integrity decisions are better suited to continuum where participants aim to reconcile personal and institutional obligations. We further argue that academic integrity decisions are predicated on personal experience and therefore pose a challenge for policy standardization and enforcement

Authenticity, Originality, and Beating the Cheats

The chapter argues that ensuring academic integrity is vital to higher education, but it can be challenging to implement effectively. Academic staff may struggle due to unclear policies and a lack of support for the related administrative workload. Additionally, faculty members must balance their personal and institutional obligations, which can lead to inconsistent application of policy. However, a holistic approach that considers various aspects of academic integrity is necessary to develop a comprehensive solution. This approach involves creating a learning community, developing authentic and meaningful assessment, and adopting the best verification and authentication technologies. By prioritizing student engagement and building relationships of trust, virtual universities can foster a culture of academic integrity that benefits both students and faculty

The Higher Education Dilemma: The Views of Faculty on Integrity, Organizational Culture, and Duty of Fidelity

For over half a century there have been concerns about increases in the occurrence of academic misconduct by higher education students and this is now claimed to have reached crisis proportions (e.g. Mostrous & Kenber, 2016a). This study explores the extent to which multi-national faculty judge the effectiveness of higher education institutions in dealing with such misconduct. A survey of multi-national higher education faculty was conducted to explore the perceived barriers to the implementation of academic integrity processes. It asked faculty how likely some hypothetical scenarios of failures of such processes were to occur in the real world of higher education institutions. 63% of our participants perceived there to be institutional and/or faculty barriers to effectively dealing with academic misconduct. Mostly, they blamed the higher education model for this which, in the interests of mass education, has come to prioritise the need for institutions to focus more on their quantity of output as corporate business enterprises than on the integrity of their output as educators. In discussing participants’ comments, about the relationship of faculty to their employing institutions, Schein and Scheins’ (2016) theory of three levels of organisational culture was used. Participants’ comments suggested that, at the deepest level of organisational culture i.e. basic underlying taken-for-granted assumptions about beliefs and values, inadequate integrity measures have tended to become normalised. Despite the often considerable, efforts of the institutions, organisational barriers were noted which mitigate against faculty behaving professionally i.e. from doing a ‘good job’ in respect of student academic misconduct. Some blame was also placed on faculty. We argue that apparent institutional inability to effectively manage the integrity process, has potentially significant consequences for wider society. We discuss ways in which this situation might be improved including a recommendation that governments regulate this aspect of the corporate social responsibility of higher education institutions as they do other aspects, requiring that it be managed effectively

Using learning analytics for preserving academic integrity

This paper presents the results of integrating learning analytics into the assessment process to enhance academic integrity in the e-learning environment. The goal of this research is to evaluate the computational-based approach to academic integrity. The machine-learning based framework learns students¿ patterns of language use from data, providing an accessible and non-invasive validation of student identities and student-produced content. To assess the performance of the proposed approach, we conducted a series of experiments using written assignments of graduate students. The proposed method yielded a mean accuracy of 93%, exceeding the baseline of human performance that yielded a mean accuracy rate of 12%. The results suggest a promising potential for developing automated tools that promote accountability and simplify the provision of academic integrity in the e-learning environment.Este documento presenta los resultados de la integración de análisis de aprendizaje en el proceso de evaluación para mejorar la integridad académica en el entorno de e-learning. El objetivo de esta investigación es evaluar el enfoque computacional de la integridad académica. El marco basado en aprendizaje automático aprende los patrones de uso del lenguaje de los estudiantes a partir de los datos, proporcionando una validación accesible y no invasiva de las identidades de los estudiantes y el contenido producido por los estudiantes. Para evaluar el rendimiento del enfoque propuesto, llevamos a cabo una serie de experimentos utilizando asignaciones escritas de estudiantes de posgrado. El método propuesto arrojó una precisión media del 93%, que excede la línea de base del rendimiento humano que arrojó una tasa de precisión media del 12%. Los resultados sugieren un potencial prometedor para desarrollar herramientas automatizadas que promuevan la rendición de cuentas y simplifiquen la provisión de integridad académica en el entorno de e-learning.Aquest document presenta els resultats de la integració d'anàlisi d'aprenentatge en el procés d'avaluació per millorar la integritat acadèmica en l'entorn d'e-learning. L'objectiu d'aquesta investigació és avaluar l'enfocament computacional de la integritat acadèmica. El marc basat en aprenentatge automàtic aprèn els patrons d'ús del llenguatge dels estudiants a partir de les dades, proporcionant una validació accessible i no invasiva de les identitats dels estudiants i el contingut produït pels estudiants. Per avaluar el rendiment de l'enfocament proposat, portem a terme una sèrie d'experiments utilitzant assignacions escrites d'estudiants de postgrau. El mètode proposat llançar una precisió mitjana del 93%, que excedeix la línia de base del rendiment humà que va donar una taxa de precisió mitjana del 12%. Els resultats suggereixen un potencial prometedor per desenvolupar eines automatitzades que promoguin la rendició de comptes i simplifiquin la provisió d'integritat acadèmica en l'entorn d'e-learning