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STEMPS Theses & Dissertations

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Investigating The Effect Of Universal Design For Learning On Learner Performance, Engagement, And Self-Efficacy, Ana Elizabeth Redstone Oct 2023

Investigating The Effect Of Universal Design For Learning On Learner Performance, Engagement, And Self-Efficacy, Ana Elizabeth Redstone

STEMPS Theses & Dissertations

This study sought to address the gap in knowledge about the effect of UDL features on asynchronous online postsecondary learners’ achievement, engagement, and self-efficacy. The study also described a process for redesigning an online course to incorporate UDL components and provided specific examples of the implemented UDL guidelines. The study was conducted in a three-phase multimethod research design, which included quantitative and qualitative data collected from the participants, the learning management system (LMS), and the course instructor.

In collaboration with the course instructor, the researcher redesigned an existing asynchronous online university Computer Science course using UDL guidelines to address learning …


Assessing The Impact Of Substituting Interaction Types: An Empirical Study Of The Interaction Equivalency Theory, Scott Alan Hauert Oct 2023

Assessing The Impact Of Substituting Interaction Types: An Empirical Study Of The Interaction Equivalency Theory, Scott Alan Hauert

STEMPS Theses & Dissertations

Multimedia technologies allow instructional designers to transform interpersonal interactions into interactions between learners and content. These learner–content interactions are more scalable in online, asynchronous distance education (DE) than interactions between learners and the instructor or interactions among learners. Additionally, learners sometimes prefer interactions with course content over interactions with their peers and instructor. Studies on learner–learner and learner–instructor interaction provide insight into the preferences and perceived effects of interaction types. However, the literature has not directly discussed the impact on performance resulting from substituting learner–content interaction for learner–learner interaction. This study examined the impact of substituting interaction types on perception …


An Investigation Of An Intervention Embedded In Summer Bridge Programming For Promoting The Self-Regulated Learning And Achievement Of Student-Athletes, Erin W. Cousins Oct 2023

An Investigation Of An Intervention Embedded In Summer Bridge Programming For Promoting The Self-Regulated Learning And Achievement Of Student-Athletes, Erin W. Cousins

STEMPS Theses & Dissertations

Many students, including collegiate student-athletes, face academic challenges throughout their higher education experience, struggling to learn and perform effectively. One reason for this difficulty may be that students are not engaging in adequate self-regulated learning (SRL). Although research has demonstrated the effectiveness of SRL interventions in improving college students’ SRL abilities and academic performance, this research has not adequately explored the unique population of college athletes (Jansen et al., 2019; Theobald, 2021). The present study addressed this gap and aimed to enhance the SRL abilities and achievement of collegiate student-athletes through an intervention implemented within a summer bridge program at …


Teaching Higher Education During A Pandemic: A Phenomenological Study Of Instructor Decisions Associated With Switching From Face-To-Face To Online-Only Sessions, Steven M. Miner May 2023

Teaching Higher Education During A Pandemic: A Phenomenological Study Of Instructor Decisions Associated With Switching From Face-To-Face To Online-Only Sessions, Steven M. Miner

STEMPS Theses & Dissertations

Due to the COVID-19 pandemic, university instructors were required to shift their course delivery from face-to-face to online-only presentations with two weeks of preparation. Volunteering instructors were interviewed via a semi-structured interview protocol regarding their actions to maintain instructor presence in an online-only setting. The term emergency remote teaching (ERT), defined by fellow researchers as the adoption of just-in-time remote teaching practices that would otherwise be offered face-to-face, aligned with the actions taken by interviewees. The data indicated that given an event requiring ERT, instructors should: overcome technology issues for themselves and their students to verify communication pathways, and exhibit …


Examining The Relationship Between Program Satisfaction, Credential Earnings, And Gender On Full-Time Employment Outcomes Of Career And Technical Program High School Graduates In Virginia, Margaret J. Turley May 2023

Examining The Relationship Between Program Satisfaction, Credential Earnings, And Gender On Full-Time Employment Outcomes Of Career And Technical Program High School Graduates In Virginia, Margaret J. Turley

STEMPS Theses & Dissertations

Career and technical education (CTE) incorporates occupational skills, workforce readiness skills, and credentials that make high school graduates better prepared for the workforce. Students who complete CTE programs of study have higher employment rates after high school graduation and often go on to postsecondary education. For those who do not go on to postsecondary education, CTE programs can provide opportunities for increased earnings and more access to the labor market.

This quantitative study used binary logistic regression, using data collected by the Center for Survey Research of the University of Virginia’s Weldon Cooper Center to examine if satisfaction with CTE …


Near Transfer After Direct Instruction: An Experimental Inquiry Within Aviation Technician Training, Francis Eamonn Powers May 2023

Near Transfer After Direct Instruction: An Experimental Inquiry Within Aviation Technician Training, Francis Eamonn Powers

STEMPS Theses & Dissertations

This study put forth two instructional interventions set within a direct instruction (DI) framework specific to an aviation maintenance context. To evaluate the effectiveness of these two training interventions a criterion was established to measure near transfer during a performance evaluation on a live aircraft. Information learned within this study indicates that DI can be highly effective in technical training environments. This study also articulates how VR experiences may be included within these types of training contexts and discusses the factors and affordances that come with utilizing VR in instructional activities.

Additionally, this study revealed experiential characteristics of a DI …


Determining The Degree To Which Ideational Behavior Predicts Occupational Identity Achievement In Emerging Adult College Students Preceding Entry Into The Fourth Industrial Revolution Workforce, Carrington M. Faulk May 2023

Determining The Degree To Which Ideational Behavior Predicts Occupational Identity Achievement In Emerging Adult College Students Preceding Entry Into The Fourth Industrial Revolution Workforce, Carrington M. Faulk

STEMPS Theses & Dissertations

As emerging adults transition into the Fourth Industrial Revolution (4IR) workforce, it is essential to understand the factors that predict successful occupational identity achievement, as automation will impact human occupational identity crises. This descriptive cross-sectional study implemented a correlation design to determine the degree to which ideational behavior predicts occupational identity achievement preceding entry into the 4IR workforce. Using a sample of 166 emerging adult college students from a Mid-Atlantic, diverse, four-year university, data were collected using Runco’s Ideational Behavior Scale (RIBS) and Melgosa’s Occupational Identity Achievement subscale (OIA). Results showed that ideational behavior significantly predicted occupational identity achievement ( …


Leadership Competencies For Instructional Designers: Identifying Critical Incidents Used To Lead Design Projects That Improve Performance, Heidi Elaine Kirby Dec 2022

Leadership Competencies For Instructional Designers: Identifying Critical Incidents Used To Lead Design Projects That Improve Performance, Heidi Elaine Kirby

STEMPS Theses & Dissertations

Even though an instructional designer may not have formal authority or direct reports, to be successful, they need leadership skills. Although the literature calls for instructional designers to possess several critical leadership skills, it does not consistently present the same important skills and often defines them very broadly. Further, authors who have argued that leadership skills are not taught to instructional designers in a sufficient way often call for more education on leadership competencies in graduate school, but the literature does not state where these skills are currently being learned and fostered.

This qualitative research study used methods of grounded …


Factors Predicting Family And Consumer Sciences Teachers' Levels Of Self-Efficacy In Stem Education, Charlene Wirfel Smith Dec 2022

Factors Predicting Family And Consumer Sciences Teachers' Levels Of Self-Efficacy In Stem Education, Charlene Wirfel Smith

STEMPS Theses & Dissertations

Education in science, technology, engineering, and mathematics (STEM) has become widely promoted in recent years. Quality STEM education could maintain or increase the number of individuals preparing for careers in these fields and increase STEM literacy for the population. Family and Consumer Sciences (FCS) education has always used science to improve home life while reinforcing technology, engineering, and mathematics principles through hands on, relevant learning activities in the classroom. However, it is not usually recognized as a STEM subject. The purpose of this study was to determine what factors may affect FCS teachers’ level of self-efficacy in teaching STEM education …


Conceptual Advancement Of Youth Apprenticeship Programs Using A Policy Delphi, Susan L. Wienand Aug 2022

Conceptual Advancement Of Youth Apprenticeship Programs Using A Policy Delphi, Susan L. Wienand

STEMPS Theses & Dissertations

Youth apprenticeship programs are a means of bridging the middle skills gap and rebuilding the workforce while combating youth underemployment and unemployment. Previous attempts to advance these programs were unsuccessful. The study identified concepts to include or modify in draft legislation and policy statements to increase the possibility of enactment and implementation. Twenty-three youth apprenticeship advocates participated as panelists in a four-round online policy Delphi to garner opinions on posited recommendations and panelists’ responses to openended prompts. A codifying committee of three educators/researchers was used to review, reduce, categorize, and code the qualitative data. The aggregated lists were used to …


Diffusion Of Public Library Innovations: A Case Study On Parking Lot Wi-Fi Hotspots Diffusion Development, Samantha Laine Hull Aug 2022

Diffusion Of Public Library Innovations: A Case Study On Parking Lot Wi-Fi Hotspots Diffusion Development, Samantha Laine Hull

STEMPS Theses & Dissertations

Public libraries have begun to provide services well beyond books and online databases. Prior to the pandemic, many libraries expanded their collection to include items like power drills or board games in their circulation. They also started partnering with social service organizations to better serve their patrons’ needs beyond those that are educational and entertainment based. Despite being broadly trusted by most people and having clever and innovative ideas, some public libraries’ budgets and time limits left marketing efforts at a minimum. In order to address the communication problem many public libraries face, in this study I sought to align …


An Instrumental Case Study Of Confirmative Evaluation In The Continuous Improvement Of Online Remote Leaders’ Work, Chad Lawrence Mclane Aug 2022

An Instrumental Case Study Of Confirmative Evaluation In The Continuous Improvement Of Online Remote Leaders’ Work, Chad Lawrence Mclane

STEMPS Theses & Dissertations

Confirmative evaluation is often noted as an important element of models of Human Performance Technology and Performance Improvement, but there exists confusion around what is and what is not confirmative evaluation. A significant issue limiting the use of confirmative evaluation is the Performance Improvement field’s inability to clearly classify confirmative evaluation in terms of its purpose and scope. Additionally, the performance improvement field lacks sufficient examples of confirmative evaluation in the literature necessary to adequately define confirmative evaluation and demonstrate its use. Without sufficient examples of confirmative evaluation, practitioners of performance improvement are left without a clear path of how …


Instructional Designers Conducting Professional Learning Using Social Media: A Phenomenological Study Of Their Experiences Through A Self-Regulated Learning Lens, Pauline S. Muljana Aug 2022

Instructional Designers Conducting Professional Learning Using Social Media: A Phenomenological Study Of Their Experiences Through A Self-Regulated Learning Lens, Pauline S. Muljana

STEMPS Theses & Dissertations

Because the instructional design and technology field is dynamic (Sharif & Cho, 2015; Wang et al., 2021), instructional designers need to pursue continuous, just-in-time professional learning (Carliner, 2018) to improve knowledge, skills, and abilities (Sharif & Cho, 2015; Ritzhaupt & Martin, 2015), without being constrained by location, budget, and time (Muljana et al., 2020; Muljana et al., 2021). On the one hand, the omnipresent social media technologies offer affordances for facilitating this type of professional learning. Such technologies allow instructional designers to reach out to colleagues, search for ready-to-implement strategies, and find relevant, timely information. On the other hand, conducting …


Career Literacy: Developing, Validating, And Establishing The Reliability Of The Career Literacy Continuum Scale, Kesha S. Valentine Jun 2022

Career Literacy: Developing, Validating, And Establishing The Reliability Of The Career Literacy Continuum Scale, Kesha S. Valentine

STEMPS Theses & Dissertations

The purpose of this study was to develop a valid, reliable measure of career literacy skills called the Career Literacy Continuum Scale (CLCS). Career literacy is a person’s ability to read, understand, evaluate, and make decisions based on career-related information. The study participants were adolescents in grades 6 - 12 who attended public school in the southeastern United States. This study used an instrumentation research design and was conducted in two phases, item generation followed by test analysis and optimization.

Validity was established throughout the process by using content experts and establishing the item and scale validity indices. Item response …


Metacognitive Supports In Online Community College Learners, Bethany L. Emory May 2022

Metacognitive Supports In Online Community College Learners, Bethany L. Emory

STEMPS Theses & Dissertations

Community colleges provide educational, social and professional lifelines for students. Community college students are often characterized by their need to balance school amidst conflicting life needs, such as employment and family. As a result, many community college students struggle to find time to commit to on campus classes. Asynchronous online courses offer these students flexibility. Without the ability to self-regulate their learning, this mode of learning has been shown to be more challenging, resulting in students who succeed and persist in coursework less consistently.

This quantitative, quasi experimental study involving 92 asynchronous online community college participants from the southeast, explores …


A Case Study The Effects Of Student Engagement On Academic Achievement In African American Women: Comparing Undergraduate Stem Majors To Non-Stem Majors From A Historically Black College And University, Zenora E. Gay May 2022

A Case Study The Effects Of Student Engagement On Academic Achievement In African American Women: Comparing Undergraduate Stem Majors To Non-Stem Majors From A Historically Black College And University, Zenora E. Gay

STEMPS Theses & Dissertations

The nation is at a critical juncture in history as it seeks to increase the number of students who enter the Science, Technology, Engineering, and Mathematics (STEM) workforce. The national push to have a properly trained STEM workforce was at the forefront of the past administration’s top priority list. The higher education community has a unique opportunity to contribute to the creation of a sustainable U.S. STEM workforce. Although significant progress has been made in STEM fields, some argue that movement has been too slow in certain cases, as shown in degrees earned by women in engineering (National Academies of …


Factors Promoting And Inhibiting The Practice Of Needs Assessment By Human Performance Practitioners, Christopher D. Adams May 2022

Factors Promoting And Inhibiting The Practice Of Needs Assessment By Human Performance Practitioners, Christopher D. Adams

STEMPS Theses & Dissertations

Needs assessment is an essential activity for human performance improvement practitioners. This qualitative study employed the critical incident technique to determine factors, encountered by practitioners during needs assessment, which promote or inhibit successful needs assessment by exploring practitioners work across 50 incidents. Using extreme cases representing practitioners’ most and least successful needs assessment experiences allowed participants to recall rich detail of their process and the context in which they were working. Participants were also asked to reflect on what criteria they used to select most and least successful examples. From that basis, the study explored three research questions and associated …


A Case Study On Targeted Support Using Tpack Model For Newly Hired Secondary Mathematics Teachers, Kristin Leigh Mckitrick-Rojas May 2022

A Case Study On Targeted Support Using Tpack Model For Newly Hired Secondary Mathematics Teachers, Kristin Leigh Mckitrick-Rojas

STEMPS Theses & Dissertations

As teachers plan for instruction, technology integration is an important factor in the planning and implementation process. This is become imperative in a virtual learning environment for instructors to be competent (Gregory & Lodge, 2015). Problems exist with integrating technology that aligns with teaching and learning in content areas. Among the many possible factors that contribute to these problems is lack of understanding of technology, lack of support for teachers with technology, everchanging technology tools, inadequate training alignment to instruction, technology training that is not content-specific, lack of support with the integration of technology, pedagogy, and content (Koehler et al., …


Entrepreneurship Education Relation To Mathematical Proficiency Amongst Secondary Youth, Mariam Abdelhamid May 2022

Entrepreneurship Education Relation To Mathematical Proficiency Amongst Secondary Youth, Mariam Abdelhamid

STEMPS Theses & Dissertations

Mathematical aptitude in the United States has been a concern over the past few decades, not only from an international perspective but from a student proficiency perspective. This phenomenon is also further negatively impacted due to COVID-19 associated learning loss. Correspondingly, there are calls for students to develop entrepreneurial skills to thrive in the 21st century economy. The purpose of this quasi-experimental study was to examine whether participation in an entrepreneurship class was related to mathematical proficiency (Algebra II) in high school. Data on students from two school districts were used, consisting of 2,741 and 1,172 Algebra II students in …


Closing The Contextual And Chronological Gap: A Design And Development Study Of A Systematic Tool For The Selection Of Learning And Performance Support Interventions, James Knapp Iii Dec 2021

Closing The Contextual And Chronological Gap: A Design And Development Study Of A Systematic Tool For The Selection Of Learning And Performance Support Interventions, James Knapp Iii

STEMPS Theses & Dissertations

Gaps in human performance resulting from a lack of skills and knowledge require solutions – interventions. The process of selecting the most effective intervention (solution) for closing a skills and knowledge gap—such as classroom training, e-Learning, Structured on-the-job Training (SOJT), or job-aid—is a fundamental and vital practice for Human Performance Technology (HPT) practitioners. Unlike other activities in the Performance Improvement/HPT (PI/HPT) model, the activity of intervention selection is ambiguous. Meaning, there is currently no systematic process or tool in place for selecting learning and performance-improvement solutions that is reflective of the learning science. Consequently, the critical activity of intervention selection …


Lean Application: An Assessment Of 5s On Employee Attitudes And Productivity, Nickolaos Dimitrios Karvounis Dec 2021

Lean Application: An Assessment Of 5s On Employee Attitudes And Productivity, Nickolaos Dimitrios Karvounis

STEMPS Theses & Dissertations

This study examines the effect of the implementation of 5S on employee attitudes and productivity in an Asian based facility of a global manufacturing company. Utilizing an assessment of the 5S implementation in various areas of the facility and organizational performance data for each of those areas, a non-experimental, causal comparative approach is used to analyze the impact. The study concluded that statistically significant improvements from the implementation of 5S were found both in quality and product cost for this facility; however, the study also found statistical significance where the implementation of 5S led to a decrease in performance and …


Towards Failure-Based Instructional Design: A Phenomenological Study Of The Perceptions Of Drone Pilots About The Use Of Simulations To Promote Failure-Based Learning, Nikisha Watson Jul 2021

Towards Failure-Based Instructional Design: A Phenomenological Study Of The Perceptions Of Drone Pilots About The Use Of Simulations To Promote Failure-Based Learning, Nikisha Watson

STEMPS Theses & Dissertations

Simulations have become increasingly popular in many contexts, particularly for performance optimization, testing, and safety (Aldrich, 2003). By nature, simulations immerse the learner in an environment that is an approximate imitation of the situation or process to be learned (Baek, 2009). In the literature, there is a lack of qualitative research on the perceptions of learners regarding the use of failure-based learning in simulations. The idea of learning through failure experiences is not a new concept, yet, to date, no instructional design models have discussed how to employ failure strategically within education (Tawfik, Rong, & Choi, 2015).

This study utilized …


Relationship Between Technology Student Association Participation And Soft Skills Development, Controlling For Gender, Lauren M. Lapinski Jul 2021

Relationship Between Technology Student Association Participation And Soft Skills Development, Controlling For Gender, Lauren M. Lapinski

STEMPS Theses & Dissertations

The purpose of this study was to determine the relationship between student participation in Technology Student Association and the development of soft skills necessary for gainful employment. This study specifically sought information on relationships between soft skills development and (a) time spent on Technology Student Association activities; (b) competitive event success; (c) assumption of leadership roles; (d) gender. Data were provided by Pennsylvania Technology Student Association and consisted of survey responses from middle and high school students who are active Technology Student Association members across the state (n = 229).

In addition to descriptive data, a multiple linear …


Patient-Perspective Task Performance: Creating Contextually Relevant Student Clinical Training Through The Use Of Patient Experience, Candice L. Freeman Jul 2021

Patient-Perspective Task Performance: Creating Contextually Relevant Student Clinical Training Through The Use Of Patient Experience, Candice L. Freeman

STEMPS Theses & Dissertations

Patient-centered and patient-focused care purports that patients are at the center of all clinical decisions made for optimal medical outcomes. Optimal medical outcomes originate from accurately and reliably executed task performance by healthcare professionals trained to administer highly specific care for each patient condition. Many of these executed tasks are performed in the presence of the patient; this is defined as direct patient care. However, there are equally important tasks executed that are not performed in the presence of the patient; the performance of diagnostic laboratory testing is an example of such tasks.

Clinical training of healthcare laboratory professionals begins …


Perceptions Of Burden In Needs Assessment: An Exploration Of Measurement Creation And Validation, Kim N. Pinckney-Lewis Apr 2021

Perceptions Of Burden In Needs Assessment: An Exploration Of Measurement Creation And Validation, Kim N. Pinckney-Lewis

STEMPS Theses & Dissertations

Needs assessment is a valuable tool in the instructional designer and performance improvement practitioner toolbox. However, it is often avoided due to perceived burdens associated with the needs assessment process. The current research explores needs assessment participants’ perceptions of four proposed components of burden, including: 1) duties, obligations, and responsibilities; 2) cost; 3) needs assessment facilitator skills; and 4) needs assessment facilitator systemic sensitivities. The researcher also developed and tested a Perceived Burden for Needs Assessment Participants Survey (PBNAPS) as a potentially reliable and valid measure of this phenomena. The PBNAPS proved to be both internally consistent (a= 0.86) and …


How Interactions With Staff Relate To Students' Early-Career Success At Small Residential Colleges, Donna L. Fenton Apr 2021

How Interactions With Staff Relate To Students' Early-Career Success At Small Residential Colleges, Donna L. Fenton

STEMPS Theses & Dissertations

College completion in the United States is a complex and incessant problem resistant to change despite decades of effort. To address a precursor to completion, this quantitative study focused on early-career success within college. The problem of this study was to examine settings beyond large research universities and explore how interactions with professional staff affect student success.

Non-experimental research was conducted in Fall 2020, the first full semester of in-person education during the COVID-19 pandemic. Students were recruited from first-year seminars (FYS) and follow-up seminars (FUS) at a small residential college in the Midwest region of the United States. Of …


A Multi-Case Examination Of Training Of Self-Explanation When Combined With Worked Examples, Laura Leveridge Stapleton Apr 2021

A Multi-Case Examination Of Training Of Self-Explanation When Combined With Worked Examples, Laura Leveridge Stapleton

STEMPS Theses & Dissertations

As more students enter higher education unprepared for college level mathematics, amelioration of deficiencies may be a key barrier which, once faced, will increase overall college graduation rates (Attewell, Lavin, Domina, & Levey, 2006). Corequisite courses offer the opportunity for the underprepared learner to take the gateway mathematics course with support (Complete College America, 2012). Upon passing, mathematics and STEM courses will “unlock,” thus allowing the learner to successfully complete their degree requirements. Faculty are challenged to retain the rigor of college-level coursework while supporting learners who possess a wide range of mathematics levels (Daugherty, Gomez, Carew, Mendoza-Graf, & Miller, …


An Analysis Of The Effect Of Digital Badging On Workplace Self-Directed E-Learners' Achievement, Persistence, And Self-Regulation, Emma Awuor Agola Dec 2020

An Analysis Of The Effect Of Digital Badging On Workplace Self-Directed E-Learners' Achievement, Persistence, And Self-Regulation, Emma Awuor Agola

STEMPS Theses & Dissertations

Despite the advantages and increase in popularity of self-directed e-learning, this mode of learning is still reported to suffer from low voluntary enrollment rates, high learner dropout rates, as well as low retention of learning. Although there is a paucity of motivation research with regard to self-directed e-learning, a considerable number of studies identify shortfalls in factors related to learner motivation as the most prevalent factor contributing to these pitfalls.

The current study investigated the effect of digital badges, an extrinsic reward, on learning effectiveness, persistence and self-regulation in a corporate self-directed e-learning environment. The study employed an experimental between-subjects …


Designing For The One-Shot: Building Consensus On Design Processes For Academic Librarians, Kirsten Hostetler Dec 2020

Designing For The One-Shot: Building Consensus On Design Processes For Academic Librarians, Kirsten Hostetler

STEMPS Theses & Dissertations

Academic librarians have long been responsible for teaching information literacy competencies on college campuses, even as many are hesitant to accept the title of teacher. With inadequate instructional design preparation and one-shot sessions serving as a popular, if limited, instructional medium, librarians’ design processes are often developed on the job and infrequently explored in the literature. Previous research has examined specific design models and instructional strategies, but no studies were found that determined how academic librarians select and implement these design decisions within the unique context of a one-shot.

The purpose of this study was to describe academic librarians’ design …


The Unheralded Hero: Mid-Level Manager Training And Development In Student Affairs, A Case Study Analysis, Sherri L. Watson Apr 2020

The Unheralded Hero: Mid-Level Manager Training And Development In Student Affairs, A Case Study Analysis, Sherri L. Watson

STEMPS Theses & Dissertations

Mid-level managers are the largest administrative group, yet the most professionally underdeveloped, in the organizational structure on college campuses. Mid-level managers are responsible for navigating and communicating to those both above and below them in the organization. The challenge in this three-part mixed methods study was to determine the impact of a short-term training intervention on mid-level manager self-efficacy. Specifically, the training intervention was a week-long residential professional development Institute which focused on the following areas: free speech, cultural competency, budgeting and strategic planning, collaboration and partnership, and leading/managing/followership-navigating the political landscape. In the first, a quantitative phase, secondary data …