113 results on '"Godwin, Allison"'
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2. Connection and Alienation during the COVID-19 Pandemic: The Narratives of Four Engineering Students
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McIntyre, Brianna Benedict, Rohde, Jacqueline, Clements, Herman Ronald, and Godwin, Allison
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Background: The COVID-19 pandemic has highlighted, exacerbated, and caused many challenges within engineering education. At the same time, the pandemic provided opportunities for engineering educators to learn from forced change to promote strategic efforts to improve classroom engagement and connection to better support engineering students. Purpose: We leveraged students' stories to discuss ways university administrators, faculty, and instructors can better support their students during times of global crisis and beyond the current pandemic. Design/Method: We conducted longitudinal narrative interviews with four White women engineering students from different universities in their third and fourth years. The students were selected from a larger research project because their rich and reflective stories resonated with other participant narratives, the research team, and ongoing conversations about educating during and after the COVID-19 pandemic. Through narrative inquiry, we constructed "restoryed" vignettes and identified patterns within the four students' distinctive stories by drawing on a theoretical framework designed to examine connection and alienation. Results: The findings provided insights into how students were stressed and disconnected from their education in undesirable ways. The findings also provide insight into how those same students received support and maintained a connection to their institution, advisors, and instructors that educators could emulate. Conclusions: Our theoretical framework of connection and alienation proved helpful for understanding the experiences of four engineering students. Additionally, these stories provide practical examples of how faculty and staff can support student connections beyond the pandemic.
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- 2023
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3. Learning from Failure: A Systematized Review
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Jackson, Andrew, Godwin, Allison, Bartholomew, Scott, and Mentzer, Nathan
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Iteration and improvement are important attributes of design, tacitly indicating that failure is also a part of the process. There are different conceptions of failure in engineering contexts than in other academic settings. Therefore, for beginning designers, these failure experiences may be perceived as mishaps, lowering confidence or interest. Given the seeming disconnect between the nature of design and the goal to foster design identities, it is important to understand experiences of failure and key elements in making failure a learning experience while designing. To map, assess, and synthesize findings related to failure experiences, a systematized literature review was conducted using the EBSCO Education Source database and conference proceedings from the American Society of Engineering Education and IEEE Frontiers in Education annual conferences. Search terms included variants of "failure" and STEM or design education. Thirty-five articles were identified with primary source investigations of failure in the classroom and included in the thematic synthesis. Key findings highlight varied interpretations of failure, even in design, student reactions to failure experiences, failure as a mechanism to uncover key concepts and promote reflection, and the importance of a safe climate for encountering failure.
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- 2022
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4. Engineering Students' Agency Beliefs and Career Goals to Engage in Sustainable Development: Differences between First-Year Students and Seniors
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France, Jar, Milovanovic, Julie, Shealy, Tripp, and Godwin, Allison
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Purpose: This paper aims to explore the differences in first-year and senior engineering students' engineering agency beliefs and career goals related to sustainable development. The authors also sought to understand how topics related to sustainable development in engineering courses affect senior engineering students' goals to address these issues in their careers. This work provides evidence of how students' agency beliefs may be shaped by higher education, which is essential to workforce development. Design/methodology/approach: Findings stem from two national surveys of engineering first-year (Sustainability and Gender in Engineering, n = 7,709) and senior students (Student Survey about Career Goals, College Experiences, n = 4,605). The authors compared both groups using pairwise testing by class standing. Findings: The results indicate that undergraduate studies tend to reinforce students' engineering agency beliefs to improve their quality of life and preserve the environment. Significantly more senior students selected career goals to address environmental issues compared to first-year students. In general, students undervalue their roles as engineers in addressing issues related to social inequities. Those topics are rarely addressed in engineering courses. Findings from this work suggest discussing sustainability in courses positively impact setting career goals to address such challenges. Research limitations/implications: The study compares results from two distinct surveys, conveyed at different periods. Nonetheless, the sample size and national spread of respondents across US colleges and universities are robust to offer relevant insights on sustainable development in engineering education. Practical implications: Adapting engineering curriculum by ensuring that engineering students are prepared to confront global problems related to sustainable development in their careers will have a positive societal impact. Social implications: This study highlights shortcomings of engineering education in promoting social and economic sustainability as related to the engineering field. Educational programs would benefit from emphasizing the interconnectedness of environmental, social and economic dimensions of sustainable development. This approach could increase diversity in engineering education and the industry, and by ripple effect, benefit the communities and local governance. Originality/value: This work is a first step toward understanding how undergraduate experiences impact students' engineering agency beliefs and career goals related to sustainability. It explores potential factors that could increase students' engineering agency and goals to make a change through engineering.
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- 2022
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5. Operationalizing and Monitoring Student Support in Undergraduate Engineering Education
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Lee, Walter C., Hall, Janice L., Godwin, Allison, Knight, David B., and Verdín, Dina
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Background: Supporting undergraduate students in science, technology, engineering, and mathematics (STEM) has been a persistent need. However, assessing the impact of support efforts can prove challenging as it is difficult to operationalize student support and subsequently monitor the combined impacts of the various supports to which students have access simultaneously. Purpose/Hypothesis: This paper describes the development of the STEM student perspectives of support instrument (STEM-SPSI) and explores how perceptions of student support constructs vary across engineering students. Design/Method: Following best practices for instrument development, forming the STEM-SPSI consisted of an iterative cycle of feedback from various STEM stakeholders and two rounds of pilot testing with students at multiple institutions. We employed factor analysis to identify student-support constructs and conduct validation procedures on the instrument. Results: Results suggest that student support can be conceptualized as a combination of 12 constructs. The STEM-SPSI can help engineering educators evaluate their student-support mechanisms at an academic-unit level. Conclusions: The practical contribution of the STEM-SPSI is to assist colleges in monitoring the extent to which their portfolio of support mechanisms is perceived as helpful by undergraduate students. This work makes a theoretical contribution to the model of cocurricular support that undergirds the instrument by producing empirical evidence for its constructs.
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- 2022
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6. Student Outcomes Related to Academic Performance, Motivation, and Mental Health in an Online Materials and Energy Balances Course during the COVID-19 Pandemic
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Adaramola, AraOluwa, Godwin, Allison, and Boudouris, Bryan
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This study evaluates students' outcomes in an online materials and energy balances course during the COVID-19 pandemic. Using multiple linear regression, we found that students' "competence" and "autonomy" beliefs decreased across the semester, with a negative change in competence beliefs predicting higher grades for students, especially women. Also, we used path analysis to model the relationship between "psychological distress," motivation, and final grades. These results give insight into how to support students during difficult circumstances.
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- 2022
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7. Engineering students’ agency beliefs and career goals to engage in sustainable development: differences between first-year students and seniors
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France, Jared, Milovanovic, Julie, Shealy, Tripp, and Godwin, Allison
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- 2022
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8. Learning from failure: A systematized review
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Jackson, Andrew, Godwin, Allison, Bartholomew, Scott, and Mentzer, Nathan
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- 2022
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9. Engineering Students' Noncognitive and Affective Factors: Group Differences from Cluster Analysis
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Scheidt, Matthew, Godwin, Allison, Berger, Edward, Chen, John, Self, Brian P., Widmann, James M., and Gates, Ann Q.
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Background: Noncognitive and affective (NCA) factors (e.g., belonging, engineering identity, motivation, mindset, personality, etc.) are important to undergraduate student success. However, few studies have considered how these factors coexist and act in concert. Purpose/Hypothesis: We hypothesize that students cluster into several distinct collections of NCA factors and that identifying and considering the factors together may inform student support programs and engineering education. Design/Method: We measured 28 NCA factors using a survey instrument with strong validity evidence. We gathered responses from 2339 engineering undergraduates at 17 U.S. institutions and used Gaussian mixture modeling (GMM) to group respondents into clusters. Results: We found four distinct profiles of students in our data and a set of unclustered students with the NCA factor patterns varying substantially by cluster. Correlations of cluster membership to self-reported incoming academic performance measures were not strong, suggesting that students' NCA factors rather than traditionally used cognitive measures may better distinguish among students in engineering programs. Conclusions: GMM is a powerful technique for person-centered clustering of high-dimensional datasets. The four distinct clusters of students discovered in this research illustrate the diversity of engineering students' NCA profiles. The NCA factor patterns within the clusters provide new insights on how these factors may function together and provide opportunities to intervene on multiple factors simultaneously, potentially resulting in more comprehensive and effective interventions. This research leads to future work on both student success modeling and student affairs--academic partnerships to understand and promote holistic student success.
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- 2021
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10. Resilient Engineering Identity Development Critical to Prolonged Engagement of Black Women in Engineering
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Ross, Monique S., Huff, James L., and Godwin, Allison
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Background: Social identity theory has been used to understand student and professional engagement in engineering. Engineering identity development, however, can be disrupted by the barriers and challenges associated with the racialized and gendered perceptions of engineering. Purpose/Hypothesis: This study examined the engineering identity development and resilience of Black women engineers in industry through the exploration of their experiences in the engineering workplace. Many studies document challenges that underrepresented groups face in engineering. This work, instead, focuses on particular supports and empowerment that enabled continued participation in the engineering workforce over time. Design/Method: This interpretative phenomenological analysis consisted of nine self-identified Black women engineers currently employed in engineering industry with at least 10 years of work experience and explored the background, pathway into and through engineering, and what it means to be an engineer through 90-min interviews with each participant. Results: The results of this study suggest that engineering identity development alone does not contribute to the retention of Black women in the engineering workplace but instead the confluence of race, gender, and role identity that aids in developing a resilient engineering identity. Conclusions: The formal, informal, and structural educational experiences of Black women engineers are critical to the development of a resilient engineering identity. This identity is dependent on the complexities associated with being Black, a woman, and an engineer.
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- 2021
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11. A Sociocultural Learning Framework for Inclusive Pedagogy in Engineering
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Farrell, Stephanie, Godwin, Allison, and Riley, Donna M.
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This paper describes a sociocultural learning framework for classroom inclusion based on research in three interconnected areas: learner identity, classroom context, and engineering culture. This paper is intended to serve as a resource for "CEE" authors to incorporate research-based inclusive pedagogy into the design and implementation of their chemical engineering education efforts.
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- 2021
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12. Staying or Leaving: Contributing Factors for U.K. Engineering Students' Decisions to Pursue Careers in Engineering Industry
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Striolo, Cicely, Pollock, Michaela, and Godwin, Allison
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This sequential, explanatory mixed-methods study examined students' intentions to stay in or leave engineering industry careers upon graduation. We gathered survey data from 128 second-year engineering students about their intentions and attitudes. The participants were enrolled in a two-week interdisciplinary engineering summer course at University College London called How to Change the World. From this survey, we also interviewed 15 students, eight intending to stay and seven intending to leave, about their intentions and experiences that informed those decisions. We found that students' perceptions of future (motivation), expectations, experiences at university, confidence in their ability to succeed in engineering courses, and sense of belonging in engineering industry were the main contributors to their decisions to stay or leave. The two data streams combined provide a richer picture of how students may be better supported during and through their engineering degree programmes.
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- 2021
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13. Predicting Engineering Students' Desire to Address Climate Change in Their Careers: An Exploratory Study Using Responses from a U.S. National Survey
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Shealy, Tripp, Katz, Andrew, and Godwin, Allison
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More engineering students are needed to address climate change in their careers. These students are necessary because engineering includes designing and building machines, structures, and components that contribute large portions of society's carbon emissions. We surveyed a national sample of undergraduate engineering students (n = 4605) in their last semester of college about their desire to address climate change in their careers and the factors that predicted these responses. Possible variables for wanting to address climate change in their career included course topics, co-curricular experiences, climate knowledge, political affiliation, religion, and other demographics. The strongest factors that predicted engineering students' desire to address climate change in their career were related to a feeling of personal responsibility to deal with environmental problems, recognizing climate change as a technical (not social) issue, believing climate change is caused by burning fossil fuels and livestock production, and their engineering discipline. Students majoring in environmental and architectural engineering were more likely to want to address climate change in their careers than others. Previous known factors to increase motivation for climate action like course topics, political affiliation, student organization participation, undergraduate research experience, and environmental volunteering were not strong predictors among engineering undergraduate students.
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- 2021
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14. Senior engineering students in the USA carry misconceptions about climate change: Implications for engineering education
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Milovanovic, Julie, Shealy, Tripp, and Godwin, Allison
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- 2022
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15. Identity-Based Motivation: Connections between First-Year Students' Engineering Role Identities and Future-Time Perspectives
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Godwin, Allison and Kirn, Adam
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Background: Research in engineering education has highlighted the importance of identity and motivation for a number of student outcomes, including persistence. However, these constructs have often been studied separately, despite theorized and demonstrated connections between students' identity and motivation in other fields. Purpose/Hypothesis: Our study fills this gap by investigating the connections between identity and motivation. We specifically examined the connections between students' engineering role identity and future-time perspective (FTP; a theory of human motivation) theories to understand students' interest in choosing an engineering major after their first year, which we call continuing engineering major interest. Design/Methods: The data came from a questionnaire distributed during Fall 2015 (n = 2,879). Structural equation modeling was used to understand the connections between the latent factors of engineering role identity and FTP. We also examined the predictive validity of this model on students' continuing engineering major interest. Results: Our results show connections between students' engineering role identity and the domain-specific constructs of FTP. Identity was fully mediated by students' FTPs, and these perspectives were important for predicting continuing major interest. Engineering role identity measures explained a combined 69% of the variance in the FTP measures, and engineering role identity and FTP measures together explained 14.2% of the variance in engineering major interest. Conclusions: These findings provide empirical evidence for linking identity and motivation in studies of engineering students' career pathways. The results of this work inform how theories of identity and motivation can be used collectively in engineering education research.
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- 2020
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16. Exploring the Sustainability-Related Career Outcome Expectations of Community College Students Interested in Science and Engineering Careers
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Verdín, Dina, Godwin, Allison, and Klotz, Leidy
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Community colleges are rarely at the forefront of conversations regarding science, technology, engineering, and mathematics (STEM) workforce. Attracting diverse students into STEM fields is an important issue, and equally important is the need for science students to be prepared for and interested in tackling pressing societal issues. This study investigated the research question, "Which sustainability-related career outcome expectation measures are related to community college students' interest in pursuing a career in engineering and science?" Data for this study came from a large survey administered at 17 US, 2-year institutions. A binary logistic regression analysis was used to predict which sustainability-related career outcome students hoped to directly address with their chosen engineering and science career field. Our results emphasize a broad range of sustainability-related career outcomes community college students (particularly women and first-generation college students) interested in various engineering and science disciplines seek to address. Community college students interested in environmental science, math, and physics careers were the only science fields interested in addressing energy-related topics. Whereas students seeking a career in biomedical, civil, mechanical, and electrical/computer engineering were more likely to be interested in addressing energy-related concerns. Women, irrespective of their desired science career, were more likely to be interested in addressing issues pertaining to disease, poverty and distribution of wealth and resources, and food availability. This work emphasizes the types of sustainability-related outcomes that can be leveraged when preparing community college students for future careers in science and engineering.
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- 2020
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17. Design Thinking among First-Year and Senior Engineering Students: A Cross-Sectional, National Study Measuring Perceived Ability
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Coleman, Emma, Shealy, Tripp, Grohs, Jacob, and Godwin, Allison
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Background: Prior researchers developed an instrument to measure perceived design thinking ability of first-year students interested in engineering, and they validated the instrument through exploratory factor analysis. Purpose/Hypothesis: Our study uses the previously developed instrument to evaluate perceived design thinking ability of senior engineering students. We make a cross-sectional comparison of this measure on a national scale. Design/Method: We surveyed a national sample of senior engineering students in 2018 and conducted a cross-sectional comparison with results from a 2012 national sample of first-year students who were interested in declaring an engineering major. Two-way analysis of variance tests compared average design thinking scores across sample groups. Confirmatory factor analysis was conducted to improve the design thinking instrument. Results: First-year students who intended to declare an engineering major score significantly higher (2.80) on the design thinking scale than senior engineering students (2.59) with a medium effect size of 0.4. The senior engineering sample performs significantly worse on the feedback seeking and experimentalism instrument items, but significantly better on the integrative thinking and collaboration items. We found no significant differences in perceived design thinking ability among engineering disciplines among senior students. Conclusions: Feedback seeking and experimentalism are traits that engineering educators should develop in their students to improve perceived design thinking ability. Incorporation of user-centered design and divergent thinking in the engineering classroom are recommended as avenues to foster feedback seeking and experimentalism. We also offer recommendations to improve the design thinking instrument for future research.
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- 2020
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18. Fostering Motivation for Chemical Engineering Students' Academic Success: An Example from a Sophomore Materials and Energy Balances Course
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Godwin, Allison and Boudouris, Bryan W.
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An introductory sophomore-level chemical engineering course was redesigned, and this redesign included cyber-assisted learning through online videos, team formation, and team evaluation software. We compared the traditional 2018 course (n = 48) with the redesigned 2019 course (n = 67) on student persistence (DFW rates), motivation, and course performance (final GPA). We found descriptively lower DFW rates (-10.4%) and higher performance predicted by students' positive changes in their competence beliefs after the cyber-assisted redesign.
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- 2020
19. Holistic Wellbeing and Belonging: Attempting to Untangle Stress and Wellness in Their Impact on Sense of Community in Engineering
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Perkins, Heather, Gesun, Julianna, Scheidt, Matthew, Major, Justin, Chen, John, Berger, Ed, and Godwin, Allison
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- 2021
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20. Design Experiences, Engineering Identity, and Belongingness in Early Career Electrical and Computer Engineering Students
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Rohde, Jacqueline, Musselman, Lisa, Benedict, Brianna, Verdin, Dina, Godwin, Allison, Kirn, Adam, Benson, Lisa, and Potvin, Geoff
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Contribution: This paper found that design experiences can foster engineering identity and belongingness for early career electrical and computer engineering students. Students had different interpretations of what it meant to be an engineer (identity) and their belongingness in engineering. This paper provides novel insights into how students may be developing identities and belongingness in engineering, both critical for student retention and success. Background: Design experiences are crucial for engineering students, both for developing academic competencies and allowing students to see how they can become engineers. Existing literature has mixed results with respect to the influence of team-based design experiences on engineering identity and belongingness. Research Questions: 1) How do design experiences influence early career electrical and computer engineering students' identification and belongingness in engineering? and 2) How do these students describe what it means to identify as an engineer and belong in engineering? Methodology: The beliefs of electrical and computer engineering students were examined using mixed methods to understand the intersection of design experiences, engineering identity, and belongingness. Findings: Students interpreted their engineering identity and belongingness differently, particularly, with respect to how design experiences can shape these attitudes. Whereas students interpreted engineering identity through their performance and interest in authentic engineering tasks, they interpreted belongingness as a means of comparing themselves to their peers. The findings have implications for engineering education researchers, and design instructors, to foster ways of being and belonging in engineering.
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- 2019
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21. High School Experiences and Climate Change Beliefs of First Year College Students in the United States
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Shealy, Tripp, Klotz, Leidy, Godwin, Allison, Hazari, Zahra, Potvin, Geoff, Barclay, Nicole, and Cribbs, Jennifer
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Climate change has not been well understood by high school students in the US and the topic is often connected to misconceptions, which is especially damaging since accurate understandings of the concepts are strongly predictive of intent to do something about it. We use data from a national (US) survey of first year college students to identify high school experiences which correlate with the belief that climate change is caused by human activities. In-class coverage of climate change is less predictive of belief than time spent on science homework or science-themed extracurricular activities. These correlations suggest that simply covering climate change in class may not necessarily lead to greater belief in the scientific consensus. While deeper understanding is a worthy goal, the results indicate that, when it comes to high school science education, social factors such as the process and culture of education are also important for belief in climate change. These finding aligns with previous research about college students, which suggest student activities are more strongly correlated with student viewpoints than professor beliefs. Given the potential for curricula to become politicized these finding suggests an alternative route to achieve climate change education goals.
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- 2019
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22. Gendered Interests in Electrical, Computer, and Biomedical Engineering: Intersections with Career Outcome Expectations
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Potvin, Geoff, McGough, Catherine, Benson, Lisa, Boone, Hank J., Doyle, Jacqueline, Godwin, Allison, Kirn, Adam, Ma, Beverly, Rohde, Jacqueline, Ross, Monique, and Verdin, Dina
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Contribution: The current study finds that female-identified students report stronger associations between "helping others" and interest in bioengineering/biomedical engineering than non-females, while they report less interest in electrical and computer engineering overall, with similar associations to factors such as "inventing/designing things" than non-females. Background: While women have made gains in STEM, electrical and computer engineering programs award 13% of their Bachelor's degrees to women while bioengineering/biomedical engineering programs award over 40%. Prior work suggests that women's persistent under-representation in electrical and computer engingeering may be due to them being drawn into other disciplines. Women persist in engineering at similar rates as men, so a better understanding of early college attitudes is needed. Research Questions: (1) How are career outcome expectations associated to electrical engineering, computer engineering, and bioengineering/biomedical engineering? (2) What are females' interests in electrical engineering, computer engineering, and bioengineering/biomedical engineering? (3) Are outcome expectations and major interests distinct for female-identified students? Methodology: Regression analyses were conducted on multiply-imputed data of introductory engineering students at four public universities in the U.S. Findings: Students associate inventing/designing things and "developing new knowledge and skills" to electrical engineering, and associate inventing/designing things and "working with people" (negative) to computer engineering. Students associate helping others and "supervising others" (negative) to bioengineering/biomedical engineering. Female-identified students are less interested in electrical and computer engineering, more interested in bioengineering/biomedical engineering, and associate helping others to bioengineering/biomedical engineering more strongly.
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- 2018
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23. Changing Classroom Ecology to Support Continued Engineering Enrollment.
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Bahnson, Matthew, McChesney, Eric T., DeAngelo, Linda, and Godwin, Allison
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ENGINEERING education ,BACHELOR'S degree ,HIGHER education ,ENGINEERING students ,HISPANIC American students - Abstract
Engineering requires more bachelor's degree graduates to meet the growing demand for engineering skills globally. One way to address this demand is increasing student degree completion, which is lower than higher education in general. In particular, Black, Latino/a/x, and Indigenous (BLI) students are less likely to complete an engineering degree than their peers. BLI students experience a host of unwelcoming behaviors in engineering environments that contribute to departure without their intended degree. Improving environments to support belonging may offer one solution. Through an ecological belonging intervention, we seek to improve continued enrollment and increase belonging. Quasi-experimental methods were used in a second-semester engineering programming course. Surveys collected before and after an intervention combined with institutional data were used to test the moderation effects of the intervention on continued enrollment in engineering during the semester following the intervention. BLI students who were enrolled in intervention treatment sections were more likely to be enrolled in engineering the following fall. The intervention treatment increased belonging such that control section participants were less likely to continue to be enrolled in engineering. While research to assess the efficacy and mechanisms of the intervention is ongoing, the intervention offers promising results to address attrition, particularly for BLI students. [ABSTRACT FROM AUTHOR]
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- 2024
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24. Civil Engineering Students' Beliefs about Global Warming and Misconceptions about Climate Science
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Shealy, Tripp, Katz, Andrew, Godwin, Allison, and Bell, Michael
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Civil engineers will face increasing challenges in their careers due to climate change. The infrastructure they design and construct will directly contribute to or mitigate it. Action to reduce the greenhouse gas emissions that cause climate change requires both a belief in human-caused global warming and a basic understanding of climate science. To understand which current engineering education efforts are successful or may need more consideration, a national sample of civil engineering students and students from other engineering disciplines was asked about their belief in global warming, understanding of greenhouse gases, the causes of global climate change, and ways to help reduce or slow it. The overwhelming majority of civil engineering students (83%) and students from other engineering disciplines (81%) acknowledged that global warming is happening. Nearly three of every four civil engineering students (73.5%) and other engineering students (71.3%) believed that global warming is caused by humans. However, only about half of civil engineering students (55.6%) and other engineering students (52.3%) felt that global warming is personally important. The majority of civil engineering students and other engineering students did not understand the causes and actions to reduce global warming. More than half of civil engineering students (60%) believed that nuclear power generation is a cause of global warming, which is significantly more than students from other engineering disciplines (52.6%). More than 8 of every 10 civil engineering students (83%) incorrectly believed or were unsure that the ozone hole in the upper atmosphere is a cause of global warming. A possible explanation for these misconceptions is that civil engineering students recognized general problems, such as nuclear waste and the ozone hole, but they did not link particular causes with particular consequences. Possible interventions were discussed for making climate change information personally relevant to engage students to think about cause and effect related to the climate.
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- 2021
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25. The Intersection of Gender and Race: Exploring Chemical Engineering Students' Attitudes
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Godwin, Allison, Verdín, Dina, Kirn, Adam, and Satterfield, Derrick
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We surveyed 342 first-year engineering students at four U.S. institutions interested in a chemical engineering career about their feelings of belonging in engineering, motivation, and STEM identities. We compared these students by both gender and race/ethnicity on these attitudinal factors. We found several significant differences in belongingness, motivation, and physics and engineering identities for both majority and minority women from their peers. We also found significantly higher mathematics identity for majority men than their peers. Our results provide more nuanced implications for how to support diverse students in chemical engineering classrooms.
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- 2018
26. STEM Roles: How Students' Ontological Perspectives Facilitate STEM Identities
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Verdín, Dina, Godwin, Allison, and Ross, Monique
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Educational researchers have explored the importance of performance, recognition, and interest in establishing and maintaining a STEM identity. Research has also demonstrated that the ways students describe themselves and how they participate in STEM communities can provide insight into their role identity salience; however, there has been little work to explore the ontological beliefs of students about STEM people and how this influences their ability to see themselves as possessing a STEM identity. This research explores the ontological beliefs of high school students, with specific attention to the ways in which they describe what constitutes a math person, science person, physics person, or engineer and how these descriptions influence their ability to take on these role identities.
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- 2018
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27. Development of the Engineering Student Integration Instrument: Rethinking Measures of Integration
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Lee, Walter C., Godwin, Allison, and Nave, Amy L. Hermundstad
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Background: There is a need for engineering-specific theories and constructs to advance our understanding of student development. Student integration, widely used in educational research, is a suitable construct; however, it has also received some criticism. These critiques can be addressed by rethinking student integration and its use in the context of engineering education. Purpose/Hypothesis: This article re-conceptualizes student integration and describes the development of the Engineering Student Integration Instrument (ESII), which measures integration, as well as provides evidence of its validity. Design/Method: Preliminary items for the ESII were developed using open-ended survey responses from undergraduate engineering students about the impact of co-curricular support. These items were reviewed by multiple researchers to assess question phrasing, formatting, and face validity. The resulting instrument was administered electronically to students in the College of Engineering at a large East Coast public university. Data from 586 students were used to develop evidence of validity by conducting an exploratory factor analysis on half of the data and a confirmatory factor analysis on the other half. Results: Evidence of validity indicates the appropriateness of the ESII for measuring integration and operationalizes integration constructs from the model of co-curricular support (MCCS) for undergraduate engineering students, including academic, social, professional, and university integration. Conclusions: Grounded in the MCCS, the ESII begins to address several critiques of student integration as originally defined by Tinto's model of institutional departure, those related particularly to the measurement of the integration constructs.
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- 2018
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28. Connecting Engineering Students' Perceptions of Professional Competencies and Their Leadership Development
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Simmons, Denise R., Clegorne, Nicholas, Polmear, Madeline, Scheidt, Matthew, and Godwin, Allison
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The evolving challenges and demands of engineering require future professionals to have a broad skillset. To be adequately prepared for industry, undergraduate engineering students need to recognize the importance of professional competencies and develop their leadership identities. This sequential explanatory mixed-methods study investigated the connection between ratings of professional competencies that enable leadership (referred to as leadership-coupled professional competencies) and the leadership development process. Cluster analysis was used to identify discrete groupings of undergraduate engineering students based on survey responses indicating their perceptions of the value of 19 leadership-coupled professional competencies to their future careers. A subset of respondents was interviewed to explore their perspectives on skills needed to be successful after graduation, their leadership experiences, and their leadership identity development stage. The quantitative and qualitative analyses were mixed, and suggested that students who place greater value on leadership-coupled professional competencies are at more advanced stages in their leadership identity development. The results indicate the benefit of cultivating professional competencies and leadership identities in the undergraduate engineering experience to increase students' awareness of the leadership development process and their workforce preparation.
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- 2021
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29. Comparing Design Thinking Traits between National Samples of Civil Engineering and Architecture Students
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Todoroff, Emma Coleman, Shealy, Tripp, Milovanovic, Julie, Godwin, Allison, and Paige, Frederick
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Civil engineers and architects are both trained in design thinking, but they approach the process of design from differing perspectives largely due to the divergence in their educational curriculums. With an interest in the effect of differing educational perspectives on design thinking outcomes, comparisons were made between the self-identified design thinking abilities of students in their final year of undergraduate civil engineering or architecture programs. Perceived design thinking ability was evaluated through a survey that was distributed to students enrolled in 4-year institutions across the United States. An analysis of variance (ANOVA) test was used to compare responses between the civil engineering (n=356) and architecture (n=335) student samples. There is a significant difference in perceived design thinking ability between the groups. Architecture students score higher than civil engineering students on all design thinking traits. Based on these results, the civil engineering curriculum may benefit from the incorporation of pedagogy that emphasizes design thinking, like studio-based learning.
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- 2021
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30. JEE SELECTS RESEARCH IN PRACTICE : KEYS TO STUDENT SUCCESS: SUPPORT AND INTEGRATION
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Lee, Walter C., Godwin, Allison, and Nave, Amy L. Hermundstad
- Published
- 2018
31. Pushing and Pulling Sara: A Case Study of the Contrasting Influences of High School and University Experiences on Engineering Agency, Identity, and Participation
- Author
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Godwin, Allison and Potvin, Geoff
- Abstract
This manuscript reports a longitudinal case study of how one woman, Sara, who had previously considered dropping out of high school, authored strong mathematics and science identities and purposefully exhibited agency through her experiences in high school science. These experiences empowered her to choose an engineering major in college; however, her introductory university engineering experiences ultimately pushed her out of engineering. Drawing on critical agency theory, we argue that by paying careful attention to how and why women author their identities and build agency through their experiences in high school, we may gain insight into why women may choose an engineering path in college. Additionally, we examine how Sara's perceptions of engineering structures and practices chipped away at the critical engineering agency she developed and caused her to leave engineering after her first year in college.
- Published
- 2017
- Full Text
- View/download PDF
32. Disciplinary Differences in Out-of-School High School Science Experiences and Influence on Students' Engineering Choices
- Author
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Godwin, Allison, Sonnert, Gerhard, and Sadler, Philip M.
- Abstract
Participation from a variety of students is important to the long-term growth of the engineering field. Much of the research on engineering recruitment or career choice has focused on engineering as a whole, even though engineering disciplines are varied in student participation and focus. This work examines how students' out-of-school interests and experiences in high school predict the likelihood of choosing a career in a particular engineering discipline. Out-of-school experiences offer more unstructured ways for students to meaningfully engage with science and engineering outside of the confines of the classroom. These experiences offer opportunities to spark particular science interests not included in traditional high school science curriculum. Additionally, participation in engineering for women has been historically low. For this reason, we also examined reported differences in out-of-school experiences by gender. Our findings indicate that reported out-of-school experiences increased the odds of students choosing particular engineering disciplines. Experiences traditionally stereotyped as masculine and more often reported by men, such as tinkering, increased the odds of choosing engineering disciplines with higher representation of men. However, some experiences equally reported by men and women, such as mixing chemicals or engaging with chemistry in the kitchen or talking with friends or family about science, predicted higher odds of choosing engineering disciplines with higher representation of women (chemical, biomedical, environmental). These quantitative results are a first step in understanding how out-of-school experiences are connected to the nuanced decisions of disciplinary engineering career decisions and have implications for the way engineering faculty draw on prior experience in the classrooms and for researchers on how out-of-school activities may predict students' long-term career decisions.
- Published
- 2016
- Full Text
- View/download PDF
33. Exploring First-Year Engineering Students' Innovation Self-Efficacy Beliefs by Gender and Discipline
- Author
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Verdín, Dina, Godwin, Allison, and Benedict, Brianna
- Abstract
The expectations for engineers to solve complex, global issues are growing at rates that exceed current curricula in engineering education. Studies show that early career engineering students are not confident in their ability to innovate. In this paper, the authors investigated the innovation self-efficacy beliefs (i.e., questioning, observing, experimenting, idea networking, and associational thinking) of first-year engineering students and how those beliefs might differ by gender and engineering discipline. This study used multiple regression to examine the innovation self-efficacy beliefs of 2,678 first-year engineering students. Findings indicate men interested in construction management engineering had significant innovation self-efficacy beliefs in all areas except idea networking. Of those interested in civil engineering, only women were more likely to hold innovation self-efficacy beliefs in the area of experimenting. The authors' work highlights how students enter college with positive innovation self-efficacy beliefs and uncovers specific behavioral and cognitive skills that can be developed through the engineering curricula.
- Published
- 2020
- Full Text
- View/download PDF
34. Development of Global Engineering Competency Scale: Exploratory and Confirmatory Factor Analysis
- Author
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Mazzurco, Andrea, Jesiek, Brent K., and Godwin, Allison
- Abstract
Due to globalization trends, engineers are increasingly expected to work effectively across national and cultural boundaries. However, there remains a lack of valid and reliable measures of global engineering competency. To address this gap, the research team has undertaken a large-scale research project to develop a suite of instruments to measure global engineering competency (GEC), including self-reported scales and situational judgment tests. This study reports on the development and initial validation of one such instrument, the Global Engineering Competency Scale (GECS). The GECS was administered to 400 practicing engineers, and exploratory and confirmatory factor analyses were conducted in sequence to further develop and evaluate the instrument. The results provide evidence of the construct validity of the GECS to measure two distinct dimensions of GEC: behavioral and cognitive competencies. In addition to describing some possible uses for this assessment tool, the need for further research to collect additional evidence regarding the validity and reliability of the instrument is also discussed.
- Published
- 2020
- Full Text
- View/download PDF
35. PUBLISHING YOUR RESEARCH ON EDUCATION.
- Author
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KORETSKY, MILO D., GODWIN, ALLISON, and VISCO JR., DONALD P.
- Subjects
PODCASTING ,TEACHING methods ,ENGINEERING students ,CHEMICAL engineering education ,EDUCATION research - Published
- 2023
- Full Text
- View/download PDF
36. Identity, Critical Agency, and Engineering: An Affective Model for Predicting Engineering as a Career Choice
- Author
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Godwin, Allison, Potvin, Geoff, Hazari, Zahra, and Lock, Robynne
- Abstract
Background: Prior to college, many students have no experience with engineering, but some ultimately choose an engineering career. Women choose engineering at lower rates than men. This article uses critical engineering agency (CEA) to understand first-year students' attitudes and self-beliefs to predict the choice of an engineering career. Purpose/Hypothesis: We investigated how first-year students' math and physics identities and students' beliefs about the ability of science to improve the world predict choice of engineering as a career and whether these beliefs differ by gender. Design/Method: The data were from the Sustainability and Gender in Engineering survey distributed during fall 2011 (N = 6,772). Structural equation modeling was used to understand first-year students' affective beliefs for predicting engineering career choice. Results: Math and physics identities are important for predicting engineering choice at the beginning of college. Recognition from others and interest in a subject are positive predictors of physics and math identities. Students' performance/competence beliefs alone are negative predictors of engineering career choice but are mediated by interest and recognition from others. Student identities and agency beliefs are significant predictors of engineering career choice, explaining 20% of the variance. We also found gender differences in students' math and physics identities and agency beliefs. Conclusions: This article emphasizes the importance of students' recognition beliefs and the importance of agency beliefs for women in predicting engineering career choice.
- Published
- 2016
- Full Text
- View/download PDF
37. Sustainability as a Route to Broadening Participation in Engineering
- Author
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Klotz, Leidy, Potvin, Geoff, Godwin, Allison, Cribbs, Jennifer, Hazari, Zahra, and Barclay, Nicole
- Abstract
Background: Sustainability is increasingly a vital consideration for engineers. Improved understanding of how attention to sustainability influences student major and career choice could inform efforts to broaden participation in engineering. Purpose: Two related questions guided our research. How do career outcome expectations related to sustainability predict the choice of an engineering career? Which broader sustainability-related outcomes do students perceive as related to engineering? To address both questions, we compared effects for engineering and nonengineering students while controlling for various confounding variables. Design/Method: We conducted a survey to collect responses about sustainability and other variables of interest from a national sample of college students in introductory English classes. Data were analyzed using descriptive statistics and correlational analysis. Results: Students who hope to address certain sustainability issues such as energy, climate change, environmental degradation, and water supply are more likely to pursue engineering. Those who hope to address other sustainability issues such as opportunities for women and minorities, poverty, and disease are less likely to do so. Students hoping to address sustainability-related outcome expectations with obvious human relevance are less likely to pursue engineering. Yet those students who perceive "improving quality of life" and "saving lives" as associated with engineering are more likely to pursue the profession. Conclusions: Our results suggest that showing students the connection between certain sustainability issues and engineering careers could help those striving to increase and diversify participation in engineering. A broader range of engineers would likely bring new ideas and ways of thinking to engineering for sustainability.
- Published
- 2014
- Full Text
- View/download PDF
38. THE 2022 ASEE/AICHE CHEMICAL ENGINEERING SUMMER SCHOOL.
- Author
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Koretsky, Milo D., Burkey, Daniel, and Godwin, Allison
- Subjects
CHEMICAL engineering education ,SUMMER schools ,PROFESSIONAL education ,SOCIAL support ,WORKSHOPS (Facilities) - Published
- 2023
- Full Text
- View/download PDF
39. Chemical Engineering Students: A Distinct Group among Engineers
- Author
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Godwin, Allison and Potvin, Geoff
- Abstract
This paper explores differences between chemical engineering students and students of other engineering disciplines, as identified by their intended college major. The data used in this analysis was taken from the nationally representative Sustainability and Gender in Engineering (SaGE) survey. Chemical engineering students differ significantly from other engineers in several dimensions including career interests and science identity. The results of this comparative analysis highlight key factors to consider when teaching this unique group of engineering students.
- Published
- 2013
40. Institutional Characteristics and Engineering Student Non-Cognitive and Affective (NCA) Profiles.
- Author
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MAJOR, JUSTIN C., SCHEIDT, MATTHEW, GODWIN, ALLISON, PERKINS, HEATHER, KIM, SANGA, SELF, BRIAN, CHEN, JOHN, and BERGER, EDWARD
- Subjects
INSTITUTIONAL characteristics ,ENGINEERING students ,CLUSTER analysis (Statistics) ,UNDERGRADUATES ,ENGINEERING education - Abstract
In our prior work, a cluster analysis (n = 2,339) identified four groups of engineering undergraduates' non-cognitive and affective (NCA) factors from a list of 28 dimensions such as belongingness, engineering identity, self-control, and perceptions of faculty caring. We found clusters of students that generally contained favorable student success characteristics (high belonging, high engineering identity, high motivation, and others), as well as those that were characterized by less favorable characteristics for student success (low belonging, low perception of faculty caring, and others). Higher education institutions have varying missions and profiles, and they serve different student populations. We hypothesize that as institutional characteristics are related to specific NCA (institutional characteristics may affect belongingness, stress support, perceptions of faculty caring, or other constructs from our NCA-based clusters), they may also be related to cluster membership. To test our hypothesis, we merged our dataset with institutional data from the Integrated Postsecondary Education Data System (IPEDS), engineering program enrollment data from the American Society for Engineering Education (ASEE) Engineering Data Management System (EDMS), and financial data from the U.S. Census Bureau. The final data for this analysis consisted of n = 1,252 responses across 14 U.S. institutions. We used multinomial logistic regression to predict cluster membership as a function of both individual and institutional characteristics. We found that institutional characteristics correlate to cluster membership in important ways: students at large and/or and doctoral granting institutions have decreased odds of being in a generally positive cluster containing favorable student success characteristics, while enrollment at guaranteed tuition institutions increases these odds. These results elevate the role of institutional culture and its alignment to student characteristics as a key component of successful student outcomes. These results, when considered as a question of student-institution alignment, offer opportunities to rethink student academic and social support structures that encourage growth in specific NCA factors. In turn. this growth may support expanded engineering student success. [ABSTRACT FROM AUTHOR]
- Published
- 2023
41. Connection and alienation during the COVID‐19 pandemic: The narratives of four engineering students.
- Author
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McIntyre, Brianna Benedict, Rohde, Jacqueline, Clements, Herman Ronald, and Godwin, Allison
- Subjects
COVID-19 pandemic ,ENGINEERING students ,WOMEN engineering students ,STUDENT engagement ,COLLEGE administrators - Abstract
Background: The COVID‐19 pandemic has highlighted, exacerbated, and caused many challenges within engineering education. At the same time, the pandemic provided opportunities for engineering educators to learn from forced change to promote strategic efforts to improve classroom engagement and connection to better support engineering students. Purpose: We leveraged students' stories to discuss ways university administrators, faculty, and instructors can better support their students during times of global crisis and beyond the current pandemic. Design/Method: We conducted longitudinal narrative interviews with four White women engineering students from different universities in their third and fourth years. The students were selected from a larger research project because their rich and reflective stories resonated with other participant narratives, the research team, and ongoing conversations about educating during and after the COVID‐19 pandemic. Through narrative inquiry, we constructed "restoryed" vignettes and identified patterns within the four students' distinctive stories by drawing on a theoretical framework designed to examine connection and alienation. Results: The findings provided insights into how students were stressed and disconnected from their education in undesirable ways. The findings also provide insight into how those same students received support and maintained a connection to their institution, advisors, and instructors that educators could emulate. Conclusions: Our theoretical framework of connection and alienation proved helpful for understanding the experiences of four engineering students. Additionally, these stories provide practical examples of how faculty and staff can support student connections beyond the pandemic. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
42. A Scoping Literature Review of Engineering Thriving to Redefine Student Success.
- Author
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Gesun, Julianna S., Major, Justin C., Berger, Edward, Godwin, Allison, Jensen, Karin J., Chen, John, and Froiland, John Mark
- Subjects
ENGINEERING education ,ENGINEERING teachers ,ENGINEERING students ,UNDERGRADUATE education ,STUDENT development - Abstract
Background: The importance of thriving is well-established, but little is known about thriving for undergraduate engineering students. We introduce engineering thriving as the process by which engineering students develop optimal functioning in undergraduate engineering programs. Since thriving is currently underexplored in the engineering education literature, we investigated the larger body of literature on engineering student success. Purpose: We introduce the concept of engineering thriving to synthesize the largely discrete existing bodies of literature on engineering student success to bring together many different perspectives, methodological approaches, and findings that shape our understanding of engineering thriving. Our work on thriving unites disparate lines of research on engineering student success, challenges the assumption that addressing barriers automatically leads to success, and strives to change the way engineering education views student success. Scope/Method: We used the scoping literature review method to investigate papers on undergraduate engineering student success. Four databases were searched, yielding 726 initial papers that studied separate dimensions of engineering student success, such as academic, personal, cognitive, and behavioral. We integrated the relationships among these dimensions to develop an understanding of engineering thriving. Our final analysis included 68 papers after removing duplicates and applying selection criteria. Conclusions: Our findings indicate that an engineering student thriving includes multiple dimensions of success, involves cyclical processes of growth and adaptation, and consists of synergistic competencies that should ideally be studied together with as many other competencies as possible. These findings support the conclusion that engineering thriving can be understood as helping students manage constantly changing internal and external factors within the broader engineering education system. [ABSTRACT FROM AUTHOR]
- Published
- 2023
43. A Third Special Section on the ASEE/AIChE Chemical Engineering Summer School.
- Author
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Godwin, Allison, Koretsky, Milo D., and Burkey, Daniel D.
- Subjects
CHEMICAL engineering ,SUMMER schools - Published
- 2024
- Full Text
- View/download PDF
44. A Second Special Section on the ASEE/AIChE Chemical Engineering Summer School.
- Author
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Burkey, Daniel, Godwin, Allison, and Koretsky, Milo D.
- Subjects
CHEMICAL engineering education ,SUMMER schools - Published
- 2024
- Full Text
- View/download PDF
45. STUDENT OUTCOMES RELATED TO ACADEMIC PERFORMANCE, MOTIVATION, AND MENTAL HEALTH IN AN ONLINE MATERIALS AND ENERGY BALANCES COURSE DURING THE COVID-19 PANDEMIC.
- Author
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ADARAMOLA, ARAOLUWA, GODWIN, ALLISON, and BOUDOURIS, BRYAN W.
- Subjects
ACADEMIC achievement ,OUTCOME assessment (Education) ,ACADEMIC motivation ,MENTAL health ,COVID-19 pandemic - Published
- 2022
- Full Text
- View/download PDF
46. Operationalizing and monitoring student support in undergraduate engineering education.
- Author
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Lee, Walter C., Hall, Janice L., Godwin, Allison, Knight, David B., and Verdín, Dina
- Subjects
ENGINEERING education ,STUDENT attitudes ,UNDERGRADUATE education ,PSYCHOLOGICAL feedback ,UNDERGRADUATES ,ENGINEERING students - Abstract
Background: Supporting undergraduate students in science, technology, engineering, and mathematics (STEM) has been a persistent need. However, assessing the impact of support efforts can prove challenging as it is difficult to operationalize student support and subsequently monitor the combined impacts of the various supports to which students have access simultaneously. Purpose/Hypothesis: This paper describes the development of the STEM student perspectives of support instrument (STEM‐SPSI) and explores how perceptions of student support constructs vary across engineering students. Design/Method: Following best practices for instrument development, forming the STEM‐SPSI consisted of an iterative cycle of feedback from various STEM stakeholders and two rounds of pilot testing with students at multiple institutions. We employed factor analysis to identify student‐support constructs and conduct validation procedures on the instrument. Results: Results suggest that student support can be conceptualized as a combination of 12 constructs. The STEM‐SPSI can help engineering educators evaluate their student‐support mechanisms at an academic‐unit level. Conclusions: The practical contribution of the STEM‐SPSI is to assist colleges in monitoring the extent to which their portfolio of support mechanisms is perceived as helpful by undergraduate students. This work makes a theoretical contribution to the model of cocurricular support that undergirds the instrument by producing empirical evidence for its constructs. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
47. A SOCIOCULTURAL LEARNING FRAMEWORK FOR INCLUSIVE PEDAGOGY IN ENGINEERING.
- Author
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FARRELL, STEPHANIE, GODWIN, ALLISON, and RILEY, DONNA M.
- Subjects
CHEMICAL engineering education ,STEM education ,DIVERSITY & inclusion policies ,SOCIAL justice - Published
- 2021
- Full Text
- View/download PDF
48. Predicting engineering students' desire to address climate change in their careers: an exploratory study using responses from a U.S. National survey.
- Author
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Shealy, Tripp, Katz, Andrew, and Godwin, Allison
- Subjects
ENGINEERING students ,ENVIRONMENTAL education ,SUSTAINABLE development education ,CURRICULUM ,CLIMATE change - Abstract
More engineering students are needed to address climate change in their careers. These students are necessary because engineering includes designing and building machines, structures, and components that contribute large portions of society's carbon emissions. We surveyed a national sample of undergraduate engineering students (n = 4605) in their last semester of college about their desire to address climate change in their careers and the factors that predicted these responses. Possible variables for wanting to address climate change in their career included course topics, co-curricular experiences, climate knowledge, political affiliation, religion, and other demographics. The strongest factors that predicted engineering students' desire to address climate change in their career were related to a feeling of personal responsibility to deal with environmental problems, recognizing climate change as a technical (not social) issue, believing climate change is caused by burning fossil fuels and livestock production, and their engineering discipline. Students majoring in environmental and architectural engineering were more likely to want to address climate change in their careers than others. Previous known factors to increase motivation for climate action like course topics, political affiliation, student organization participation, undergraduate research experience, and environmental volunteering were not strong predictors among engineering undergraduate students. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
49. Staying or leaving: contributing factors for U.K. engineering students' decisions to pursue careers in engineering industry.
- Author
-
Striolo, Cicely, Pollock, Michaela, and Godwin, Allison
- Subjects
ENGINEERING students ,ENGINEERING education ,MIXED methods research ,CURRICULUM - Abstract
This sequential, explanatory mixed-methods study examined students' intentions to stay in or leave engineering industry careers upon graduation. We gathered survey data from 128 second-year engineering students about their intentions and attitudes. The participants were enrolled in a two-week interdisciplinary engineering summer course at University College London called How to Change the World. From this survey, we also interviewed 15 students, eight intending to stay and seven intending to leave, about their intentions and experiences that informed those decisions. We found that students' perceptions of future (motivation), expectations, experiences at university, confidence in their ability to succeed in engineering courses, and sense of belonging in engineering industry were the main contributors to their decisions to stay or leave. The two data streams combined provide a richer picture of how students may be better supported during and through their engineering degree programmes. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
50. Engineering students' noncognitive and affective factors: Group differences from cluster analysis.
- Author
-
Scheidt, Matthew, Godwin, Allison, Berger, Edward, Chen, John, Self, Brian P., Widmann, James M., and Gates, Ann Q.
- Subjects
- *
ENGINEERING students , *CLUSTER analysis (Statistics) , *GAUSSIAN mixture models , *AFFECT (Psychology) , *ENGINEERING education - Abstract
Background: Noncognitive and affective (NCA) factors (e.g., belonging, engineering identity, motivation, mindset, personality, etc.) are important to undergraduate student success. However, few studies have considered how these factors coexist and act in concert. Purpose/Hypothesis: We hypothesize that students cluster into several distinct collections of NCA factors and that identifying and considering the factors together may inform student support programs and engineering education. Design/Method: We measured 28 NCA factors using a survey instrument with strong validity evidence. We gathered responses from 2339 engineering undergraduates at 17 U.S. institutions and used Gaussian mixture modeling (GMM) to group respondents into clusters. Results: We found four distinct profiles of students in our data and a set of unclustered students with the NCA factor patterns varying substantially by cluster. Correlations of cluster membership to self‐reported incoming academic performance measures were not strong, suggesting that students' NCA factors rather than traditionally used cognitive measures may better distinguish among students in engineering programs. Conclusions: GMM is a powerful technique for person‐centered clustering of high‐dimensional datasets. The four distinct clusters of students discovered in this research illustrate the diversity of engineering students' NCA profiles. The NCA factor patterns within the clusters provide new insights on how these factors may function together and provide opportunities to intervene on multiple factors simultaneously, potentially resulting in more comprehensive and effective interventions. This research leads to future work on both student success modeling and student affairs–academic partnerships to understand and promote holistic student success. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
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