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Educational Assessment, Evaluation, and Research

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Medmicromaps, A Novel Decision-Tree Guide For Infectious Diseases Differential Diagnoses, And Evaluation Of Pre- And Post-Pandemic User Engagement By Preclinical Medical Students, Jason Ceballos, Tavsimran Luthra, Lucia Garces-Torres, Valerie Lentz, Jack Nelson, Claudia Carceles-Roman, Ian Holyoak, Jane Harrington Jun 2024

Medmicromaps, A Novel Decision-Tree Guide For Infectious Diseases Differential Diagnoses, And Evaluation Of Pre- And Post-Pandemic User Engagement By Preclinical Medical Students, Jason Ceballos, Tavsimran Luthra, Lucia Garces-Torres, Valerie Lentz, Jack Nelson, Claudia Carceles-Roman, Ian Holyoak, Jane Harrington

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

Background: Medical education has undergone major changes in the past 5 years to adapt to the digital-centered student population with diverse learning preferences. To address the challenges of shifting delivery modalities, multimedia resources were created to provide interactive e-learning material on infectious diseases for year 2 medical students.

Methods: Medical students at a USA-accredited Caribbean medical school were provided with supplemental e-learning materials including animations, illustrations, diagnostic algorithms aka MedMicroMaps, and Case-Based tutorials. Participants were classified by semester and lecture delivery: In-person: Cohort 1 (n=526); Virtual: Cohort 2 (n=651); and Hybrid: Cohort 3 ( …


Developing Cultural Humility Through The Arts: Evaluating An Arts Intervention For Healthcare Provider Leaders, Katie L. Nickel Jun 2024

Developing Cultural Humility Through The Arts: Evaluating An Arts Intervention For Healthcare Provider Leaders, Katie L. Nickel

USF Tampa Graduate Theses and Dissertations

At all levels of healthcare, providers are experiencing rising levels of professional burnout. For healthcare provider leaders, burnout is particularly critical since leaders must maintain healthy and trusting relationships with patients and their teams of healthcare professionals. This utilization-focused evaluation study explores an arts intervention program designed to promote cultural humility among healthcare providers. Increased cultural humility may provide coping tools for healthcare providers to ward off burnout. The arts intervention took place over three sessions: one at a museum, one virtual, and one at a hospital. Four types of data were collected including a quantitative pre- and post-survey, observation …


Fostering Self-Reflection On Library Instruction: Testing A Peer Observation Instrument Focused On Questioning Strategies, Eric Silberberg Jun 2024

Fostering Self-Reflection On Library Instruction: Testing A Peer Observation Instrument Focused On Questioning Strategies, Eric Silberberg

Publications and Research

This study demonstrates that a library instruction observation instrument can effectively foster critical self-reflection among academic library faculty and staff on their teaching practices. The paper outlines the instrument's design, which gathers low inference observations on instructors’ use of questioning as a pedagogical strategy based on recommendations from the LIS and education literature. To test and refine the instrument's design, the instructors’ utilised the instrument to collect data from classes taught by five participating instructors, who, during post-observation interviews, engaged in thoughtful reflections on their class planning, student participation, and teaching philosophy. They also provided valuable critiques of the usefulness …


Evaluation Of The Smiling Mind Primary School Program 2023, Tamara Van Der Zant, Katherine Dix, Toby Carslake Jun 2024

Evaluation Of The Smiling Mind Primary School Program 2023, Tamara Van Der Zant, Katherine Dix, Toby Carslake

Wellbeing

In its various forms, the Smiling Mind Primary School Program (the Program) has been delivered in Australian schools since 2016. The Program is a mindfulness-based social and emotional learning (SEL) program designed for primary school students in Years 1 to 6. It aims to support the mental wellbeing and emotional resilience of students. The Program offers an online, digital, curriculum, delivered by trained classroom educators, that incorporates practices and techniques to help students develop skills for managing stress, building resilience, and enhancing their overall mental health.

The Program was delivered to 733 schools in 2023, and due to the ongoing …


Learning Through Play At School Ukraine: Final Research Report (Ukrainian Version), Rachel Parker, Amy Berry, David Jeffries, Prue Anderson, Oksana Zabolotna Jun 2024

Learning Through Play At School Ukraine: Final Research Report (Ukrainian Version), Rachel Parker, Amy Berry, David Jeffries, Prue Anderson, Oksana Zabolotna

Student learning processes

The Learning Through Play (LTP) at School Research Study Ukraine was a four-year intervention study funded by the LEGO Foundation and implemented by the Australian Council for Educational Research (ACER) and the Ukrainian Educational Research Association (UERA). The intervention was a two-year professional learning program that blended online, and face-to-face learning called the Teacher Innovative Play Program (TIPP). The TIPP was designed based on documented evidence that reports that teachers need opportunities to experiment and reflect to change practice. The study was guided by three research questions which were revised following the full-scale invasion of Ukraine by Russian armed forces …


Learning Through Play At School: Ukraine, 2019-2024 (Ukrainian Version), Rachel Parker, Amy Berry, Kellie Picker, David Jeffries, Prue Anderson, Oksana Zabolotna Jun 2024

Learning Through Play At School: Ukraine, 2019-2024 (Ukrainian Version), Rachel Parker, Amy Berry, Kellie Picker, David Jeffries, Prue Anderson, Oksana Zabolotna

Student learning processes

The Learning Through Play at School Research Study Ukraine was a four-year longitudinal intervention study funded by the LEGO Foundation and implemented by the Australian Council for Educational Research (ACER) and the Ukrainian Educational Research Association (UERA). The study was implemented between 2019 and 2024, during COVID-19 and the full-scale invasion of Ukraine by Russian armed forces. Despite, at times, insurmountable challenges, the professional learning intervention was successful in supporting most teachers to progress from a surface level understanding of learning through play to a deep level. In addition, almost all children’s literacy and social-emotional skills grew significantly from start …


Gender Disparity In Students’ Performance Of Science And Mathematics: Evidence From Nationwide Study In Pakistan, Sadia Muzaffar Bhutta, Aisha Naz Ansari, Sohail Ahmad Jun 2024

Gender Disparity In Students’ Performance Of Science And Mathematics: Evidence From Nationwide Study In Pakistan, Sadia Muzaffar Bhutta, Aisha Naz Ansari, Sohail Ahmad

Institute for Educational Development, Karachi

Gender disparity in science and mathematics performance is being researched internationally. In a complex education system, like Pakistan, studying the difference in isolation may not generate holistic understanding. Therefore, this paper investigates changes in trends of performance in Science and Mathematics for both genders across public and private schools. Data were gathered from a nationwide sample of elementary grades students (n=15,391) using SATs/MATS. Independent t-test and two-way-ANOVA were employed to analyse data. Results revealed that girls outperformed boys in Science (p<0.01) while no gender differences in performance were observed in Mathematics. Gender and school systems demonstrated significant interaction effect only in mathematics, unveiling that girls perform better in public schools while this difference diminished in the private school system. The results show implications for employing gender-fair policies and practices in science and mathematics education.


Estimating And Applying Parameters Necessary To Plan Cluster Randomized Trials (Crts) And Multisite Cluster Randomized Trials (Mscrts), Dea Mulolli Jun 2024

Estimating And Applying Parameters Necessary To Plan Cluster Randomized Trials (Crts) And Multisite Cluster Randomized Trials (Mscrts), Dea Mulolli

Dissertations

Cluster randomized trials (CRTs) are commonly used to study the effectiveness of educational interventions. During the design phase of a study, it is critical for researchers to ensure their studies are adequately powered to detect meaningful treatment effects, including both main and moderator effects. Designing CRTs with adequate power to detect main and moderator effects requires accurate estimates of design parameters. This research aims to advance the literature on design parameters for power analyses, specifically focusing on empirical estimates of intraclass correlations (ICCs). The work consists of three research papers that examine the role of including the teacher level in …


Poetry In Teaching & Learning Qualitative Research, Amber Mullens, Audra Skukauskaite, Megan K. Mitchell Jun 2024

Poetry In Teaching & Learning Qualitative Research, Amber Mullens, Audra Skukauskaite, Megan K. Mitchell

The Qualitative Report

This article stems from a workshop presented at the 15th TQR conference on poetry in teaching and learning qualitative research. Over the last few decades, scholars have argued for the use of poetry and other arts-based techniques in qualitative research. Most of the research, however, focuses on using poetry for data analysis and representation. In this article, we shift the conversation to the use of poetry for teaching and learning qualitative research. Starting with a poem in three voices of educator, student, and researcher, we provide an overview of poetry use in qualitative inquiry. We then offer brief overviews of …


Applying An Intersectional And Multi-Systemic Level Approach To Adei Institutional Assessments In Social Work Higher Education, Diana A. Melendez Jun 2024

Applying An Intersectional And Multi-Systemic Level Approach To Adei Institutional Assessments In Social Work Higher Education, Diana A. Melendez

Dissertations, Theses, and Capstone Projects

Institutional Anti-racism, Diversity, Equity and Inclusion (ADEI) tools and assessment models are needed to support schools of social work in demonstrating compliance with the Council on Social Work Education’s (CSWE) 2022 Educational Policy and Accreditation Standards (EPAS). This study develops a new tool and model for ADEI institutional assessment in social work higher education using a collaborative, intersectional and multi-systemic level approach. The primary aim of the project was to develop and test a new tool to gather and document experience(s) of coloniality within a social work higher education institution, from multiple stakeholders’ perspectives, as a usable model of ADEI …


An Examination Of The Relationship Between Instructional Modality And Pedagogy Licensure Exam Scores In Post-Baccalaureate Educator Preparation Programs In Indiana, Kelly Eckel Jun 2024

An Examination Of The Relationship Between Instructional Modality And Pedagogy Licensure Exam Scores In Post-Baccalaureate Educator Preparation Programs In Indiana, Kelly Eckel

Dissertations

The efficacy of the modality of instruction employed in higher education institutions has been a point of contention among students, faculty, administration, and other stakeholders in the educational realm. Since the COVID-19 pandemic, online and hybrid instruction has become a valued and desirable option for Educator Preparation Programs (EPPs) to offer for recruitment and retention purposes. The effectiveness of varying modalities in relation to teacher licensure exams has been limited in research and can serve as a critical quantitative measure for EPPs to assess. This longitudinal study examined the relationship between instructional modality and pedagogy teacher licensure exam scores in …


The Fourth Wall Of Dialogue: A Co-Constructive Collaboration On Bipoc Student Sense Of Belonging In Higher Education, Valarie Lindsey Jun 2024

The Fourth Wall Of Dialogue: A Co-Constructive Collaboration On Bipoc Student Sense Of Belonging In Higher Education, Valarie Lindsey

Dissertations

Black, Indigenous, People of Color (BIPOC) students’ sense of belonging (SOB) at higher education institutions has decreased over the last 30 years despite numerous initiatives aimed at increasing a sense of belonging for this group of students and addressing the challenges they face from various intersectionalities including cultural biases, gender marginalization, and racial subjectivities. Sense of belonging is often subjective in nature because it refers to an individual's lived experience, it is important for higher education institutions to tailor their Diversity, Equity, and Inclusive (DEI) initiatives to meet the needs of the students on their campus. This initiative should include …


Adaptations And Transformations: Perceptions Of Change In Academic Motivation, Resilience, And Covid-19 Stress, Ella V. Gregorio Jun 2024

Adaptations And Transformations: Perceptions Of Change In Academic Motivation, Resilience, And Covid-19 Stress, Ella V. Gregorio

Dissertations, Theses, and Capstone Projects

Of concern to educators, post-COVID-19 assessments have revealed significant achievement gaps in student performance, as well as significant decreases in adolescent mental health. Less is known about changes in achievement motivation. Here we ask how students perceive their own motivation and whether it changed between “before” the pandemic to the present (Fall 2022 - Spring 2023), about three years after the beginning of the pandemic when many school routines were returning to “normal.” To understand how variance in these perceived changes might be related to pandemic-related stressors, trait resilience, and current mental health, we conducted a large survey study (N …


Factors That Impact New York City Public High School Graduation: Finding Barriers To Education Through Data Analysis And Visualization, Kyoung Kang Jun 2024

Factors That Impact New York City Public High School Graduation: Finding Barriers To Education Through Data Analysis And Visualization, Kyoung Kang

Dissertations, Theses, and Capstone Projects

This capstone project is to provide visual evidence about the factors related to high school graduation rates of New York City public high school students. By analyzing the NYC public high school data, including graduation rates, school survey results, and school funding allocations, this project explores the graduation gaps among different student bodies, such as ethnic groups and school locations. The graduation disparities across the five boroughs are further examined for students with disabilities, economic difficulties, and language barriers. School-level data is used to visualize the gaps in school performances and funding allocations across the five boroughs. Lastly, the visualization …


Teacher Beliefs And Experiences Addressing Healthy Racial And Ethnic Identity Instructionally Through Social Emotional Learning, Juliana Gutierrez May 2024

Teacher Beliefs And Experiences Addressing Healthy Racial And Ethnic Identity Instructionally Through Social Emotional Learning, Juliana Gutierrez

Theses and Dissertations

Children and youth develop within an ecological context that includes family, peers, and broader social environments including school. Children’s understanding of their ethnic or racial group and the meaning they attribute to belonging in that group is also shaped by interactions in their school environment. Most research on school-based social-emotional learning (SEL) programs has focused on student behavioral and academic outcomes. However, as SEL spreads across U.S. K-12 schools, questions have emerged surrounding how children from diverse racial and cultural groups and unequal opportunity can benefit from universal SEL programs. Using a mixed-methods design, this study explores teachers’ understanding and …


A Case Study Of Early Childhood Educators' Self-Determination In Implementing Social Emotional Learning Pedagogy, Ingrid Brouwer May 2024

A Case Study Of Early Childhood Educators' Self-Determination In Implementing Social Emotional Learning Pedagogy, Ingrid Brouwer

Doctoral Dissertations and Projects

The purpose of this single common case study will be to answer the question, “How does intrinsic motivation and self-determination in the ability to make choices and manage one’s behavior guide the implementation of social-emotional teaching practices into the early childhood classroom?” for the participants at Mount Uinta (pseudonym). The theory guiding this study will be Deci and Ryan’s Self-determination Theory (SDT), as it will validate the three basic psychological needs to strengthen learners’ autonomy, competence, and a sense of positive relatedness in social-emotional learning and teaching. Reaching the goal of implementing intrinsic motivation and professional development (PD) for early …


Analyzing The Cognitive Complexity Of The Questions On The Advanced Placement Computer Science Principles Exam, Lauren Zirpoli May 2024

Analyzing The Cognitive Complexity Of The Questions On The Advanced Placement Computer Science Principles Exam, Lauren Zirpoli

Seton Hall University Dissertations and Theses (ETDs)

This convergent parallel mixed methods study with qualitative and quantitative content analysis was conducted to analyze and describe the cognitive complexity of the publicly released Advanced Placement Computer Science Principles Exam questions compared to the language of higher-order thinking found in research literature. Hess’ Cognitive Rigor Matrix was used to determine the frequency and percentage of questions categorized as higher-order thinking within each cell of the matrix. The qualitative method consisted of content analysis of the language of each question analyzed, followed by deductive coding, and culminated with categorizing the depth and type of thinking required on Hess’ Cognitive Rigor …


Black School Leader Truth: How Black School Leader Epistemology Influences Liberatory Mindset Development In Their Staff, Orpheus Williams May 2024

Black School Leader Truth: How Black School Leader Epistemology Influences Liberatory Mindset Development In Their Staff, Orpheus Williams

Dissertations

Black students in the United States have consistently been denied access to empowering, culturally affirming, and responsive learning experiences in the traditional public system. The epistemological and pedagogical beliefs embedded in a liberatory mindset can subvert this pattern of disempowerment (Shujaa, 1998). Black school leaders (BSLs) who understand the systemic and institutional pressures Black children may face and have to overcome, having undergone similarly racialized experiences in school, are uniquely placed to create liberatory spaces for Black students by recruiting and developing these liberatory mindsets in their staff. This instrumental case study used qualitative research methods of front-porch pedagogy (McTighe …


Financial Literacy And Aspirations: Experimental Evidence From Eastern Uganda, Ester Agasha May 2024

Financial Literacy And Aspirations: Experimental Evidence From Eastern Uganda, Ester Agasha

Master's Theses

Financial literacy and the cultivation of aspirations are pivotal in empowering individuals and fostering economic growth, particularly within disadvantaged com munities. Although prior research has extensively analyzed the individual effects of financial education and motivational interventions on economic behaviors, there is less clarity on how the synergy between them can collectively impact the socioe conomic status of individuals in developing economies, especially women. Through randomized control experiment(RCT), this study explored the effectiveness of two interventions; 1) a financial literacy digital gaming application and, 2) an aspirations intervention (a short video documentary and a follow-up curriculum) in not only enhancing financial …


The Meta-Analysis Of Wisconsin Card Sorting Test Reliability, Naila N. Al Kharusi, Hussain Al Kharousi, Mai Helmy May 2024

The Meta-Analysis Of Wisconsin Card Sorting Test Reliability, Naila N. Al Kharusi, Hussain Al Kharousi, Mai Helmy

An-Najah University Journal for Research - B (Humanities)

The study aimed at meta-analysis of the reliability coefficients of Wisconsin Card Sorting Test scores to find out the typical estimate value of the reliability coefficient of test scores, and to reveal the various factors that may contribute to the high or low value of the reliability coefficient. A total of (36) studies were subjected to meta-analysis of reliability, where the number of reliability coefficients calculated were (206) reliability coefficients out of (16) indicators of the Wisconsin Card Sorting Test. The current study focused on (98) reliability coefficients calculated by the method of test-retest reliability for six indicators. The results …


Using An Interrupted Case Study To Engage Undergraduates’ Critical Thinking Style And Enhance Content Knowledge, Kelsey Hall, Katherine Starzec May 2024

Using An Interrupted Case Study To Engage Undergraduates’ Critical Thinking Style And Enhance Content Knowledge, Kelsey Hall, Katherine Starzec

Journal on Empowering Teaching Excellence

Access the online Pressbooks version of this article here.

The interrupted case study is a structured way to engage students in active learning. Interruptions, or pauses for reflection and discussion scheduled within the case-study presentation, provide students with a chance to collaborate and engage in critical thinking. Critical thinking style, which is a measure of how one tends to think critically, provides insight into how one tackles problem solving. This article describes a pilot project that combined critical-thinking style and an interrupted case study, delivered over a two-class-period time frame, to four college courses. The project’s goals were to assess …


Navigating Epistemological Barriers For Inclusive Assessment: A Collaborative Self-Study, Yuankun Yao, Comfort M. Ateh May 2024

Navigating Epistemological Barriers For Inclusive Assessment: A Collaborative Self-Study, Yuankun Yao, Comfort M. Ateh

Education Faculty Publications

While inclusive pedagogy has been increasingly embraced in teacher education, inclusive assessment of student learning remains an area that has received limited attention. A critical friend (Ateh) from an outside institution encouraged Yao to examine how he approached inclusive assessment in a course on assessment strategies for preservice teachers. The collaborative self-study showed that his initial understanding of inclusivity was limited when he taught and practiced inclusive strategies in the assessment course. Yao’s reflections came upon moments of tensions as he navigated through barriers for conceptualizing and implementing inclusive assessment strategies. The weekly interactions with his critical friend, helped Yao …


Expanded Food And Nutrition Education Program Generates Economic Value Through Body Mass Index Improvement: A Cost-Benefit Analysis, Andrea Leschewski, M. Catalina Aragon, Dave Weatherspoon, Karen Barale, Garry Auld, Richard Acquah-Sarpong, Susan S. Baker May 2024

Expanded Food And Nutrition Education Program Generates Economic Value Through Body Mass Index Improvement: A Cost-Benefit Analysis, Andrea Leschewski, M. Catalina Aragon, Dave Weatherspoon, Karen Barale, Garry Auld, Richard Acquah-Sarpong, Susan S. Baker

Journal of Extension

Prior economic evaluations of the Expanded Food and Nutrition Education Program (EFNEP) perform cost-benefit analyses (CBA) reliant on self-reported behavioral data and unvalidated criteria for disease prevention. This study aims to conduct a CBA of Colorado and Washington EFNEP using an objective biomarker, Body Mass Index, to monetize program benefits. A longitudinal study of a convenience sample of EFNEP participants was conducted utilizing a single-group pretest-posttest design. Results indicate Colorado and Washington EFNEP generates $9.23 of benefits per $1.00 of costs and demonstrate the feasibility and value of using biomarkers in economic evaluations of nutrition education interventions delivered through Extension.


The Impact Of Dual Credit On Student Success: A Mixed Methods Study At A Texas University, Jennifer D. Coker Goddard May 2024

The Impact Of Dual Credit On Student Success: A Mixed Methods Study At A Texas University, Jennifer D. Coker Goddard

Electronic Theses and Dissertations

In 2015, the number of students enrolled in dual credit coursework in United States (U.S.) schools had reached over 1.4 million, a 68% increase over the previous few years (Field, 2021). By this year, 88% of U.S. high schools offered dual credit programs, and 34% of students enrolled in dual credit coursework, indicating a steady growth in dual credit programming (Rhine, 2022). Furthermore, 27% of public high school students in Texas earned credit for dual credit coursework (Villarreal, 2017). Despite significant growth in dual credit coursework offerings, limited knowledge of the effectiveness of these programs in preparing students for post-secondary …


The Learn Method: An Interactive Guide For Effective Learning, Karla Lassonde May 2024

The Learn Method: An Interactive Guide For Effective Learning, Karla Lassonde

MSU Authors Collection

The LEARN Method is a program designed to teach students strategies to improve learning.

NOTE: Some of the interactive elements are not available in the PDF version. Please visit https://minnstate.pressbooks.pub/learnmethod/ to view the online version with full H5P elements.


The Impact Of The Master Schedule On Student Perception Of Teacher-Student Relationships In Minnesota Middle Schools, Jonathon Graff May 2024

The Impact Of The Master Schedule On Student Perception Of Teacher-Student Relationships In Minnesota Middle Schools, Jonathon Graff

Dissertations, Theses, and Projects

Teacher-student relationships have been shown to have a marked decline at the transition to middle school (Hughes & Cao, 2018). The decline has been linked to a potential mismatch between middle school structure and the unique needs of the young adolescents that they serve (Eccles et al., 1993). This quantitative, correlational study explored the impact of school master schedules (i.e., school structure) on teacher-student relationships (i.e., TSRs) in Minnesota middle schools. The study searched for potential associations between student perceived teacher care and master scheduling type with the intent to fill a gap in literature and to help inform district …


Getting Real: Examining The Effectiveness Of Authentic Learning In The English/ Language Arts Classroom, Tanya Miller May 2024

Getting Real: Examining The Effectiveness Of Authentic Learning In The English/ Language Arts Classroom, Tanya Miller

Dissertations, Theses, and Projects

To prepare students for the challenges of the future that cannot even be imagined, a paradigm shift is needed to change the focus of classroom to a more organic, learner-centered approach. The purpose of this study was to understand the heightened level of engagement with an authentic learning experience that goes beyond the walls of the classroom. It answers one question: Why does authentic learning affect students’ engagement and motivation to learn in English/ language arts (ELA) classes? This qualitative, instrumental case study used an interpretivist paradigm with a combination of emic and etic lenses. The participants were mostly White …


Investigating The Direction Of Item Parameter Bias In The Presence Of Rapid Guessing, Sarah Alahmadi May 2024

Investigating The Direction Of Item Parameter Bias In The Presence Of Rapid Guessing, Sarah Alahmadi

Dissertations, 2020-current

Inadequate examinee test-taking effort is especially concerning when the results of low-stakes tests are used to inform high-stakes policy or psychometric decisions. Although abundant is the literature on the negative impact of low test-taking effort (e.g., Wise & DeMars, 2005) and ways to address it (e.g., Alahmadi & DeMars, 2024; Lau et al., 2009), integrating it into assessment practices has long been in a rudimentary stage. The findings presented in this dissertation serve as a clarion call for testing professionals to reinforce efforts that bridge research and practice. The current study investigated how rapid guessing (RG)—a form of non-effortful test-taking …


A Qualitative Lens For Exploring Ethical Reasoning: Developing The 8 Key Question Codebook, Yelisey Shapovalov May 2024

A Qualitative Lens For Exploring Ethical Reasoning: Developing The 8 Key Question Codebook, Yelisey Shapovalov

Dissertations, 2020-current

The Ethical Reasoning in Action program leveraged program assessment data to further promote student learning based on their effective educational framework for ethical reasoning: The Eight Key Question (8KQ) strategy. A cross-disciplinary team of five core researchers launched the first constructivist qualitative inquiry into students’ ethical reasoning process. The purpose was to comparatively describe essays of Low and High performing students. The basic qualitative design evolved over 19 months to create the 8KQ Codebook through an emergent, iterative, and conceptually sensitizing process. The 8KQ Codebook synthesized structural coding with a mix of theory-driven and data-driven codes across six research questions: …


Using Recurrent Neural Networks To Predict Mastery Outcomes From Learning Journey Clickstream Data, Sean A. York May 2024

Using Recurrent Neural Networks To Predict Mastery Outcomes From Learning Journey Clickstream Data, Sean A. York

Dissertations, 2020-current

In this study, I use recurrent neural networks (RNN) and modern natural language processing techniques to analyze clickstream activity data from an automated, online, mastery learning platform called the Indiana University Plagiarism Tutorials and Tests (IPTAT). IPTAT offers learning materials and certification tests on recognizing and avoiding plagiarism, and has awarded over 1.17 million certificates since 2016. Learners may use or not use resources as they wish, but must pass a randomized test drawn from a large item pool to obtain a certificate. Most learners pass after one to seven test attempts, but some take as many as 50 randomized …