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A Computer Vision-Based Method For Bolt Loosening Detection, Savannah Burdette Apr 2022

A Computer Vision-Based Method For Bolt Loosening Detection, Savannah Burdette

Honors Theses

Routine bolt-loosening inspection plays an essential role in managing and preventing the degradation of our nation’s highway bridges over time. Neglecting to perform these inspections could result in public safety concerns. The study of this thesis develops a cost-effective method of bolt-loosening detection based on computer vision. To this end, two input images of the bolted connections are collected at two different inspection times. The feature points are then identified from the input images, based on which a geometric transformation matrix is applied to correct any perspective differences between the two images. Next, we select the image patches of the …


Physics Alumni Newsletter Spring 2022, Terry Goforth Mar 2022

Physics Alumni Newsletter Spring 2022, Terry Goforth

Physics Alumni Newsletter

Physics Alumni Newsletter

The Physics Alumni Newsletter is produced by the SWOSU Physics Department.

Our Engineering Physics students are recruited in fields such as electronics, aerospace, mechanical engineering, petroleum engineering and software engineering. Graduates also have careers in meteorology, architecture, education and more.


Cookie-Jar Alarms: An Analysis Of First-Grade Students’ Gendered Conceptions Of Engineers Following A Programming Design Task, April Mitchell, Kimberly H. Lott, Colby Tofel-Grehl Feb 2022

Cookie-Jar Alarms: An Analysis Of First-Grade Students’ Gendered Conceptions Of Engineers Following A Programming Design Task, April Mitchell, Kimberly H. Lott, Colby Tofel-Grehl

Teacher Education and Leadership Faculty Publications

Women remain underrepresented in engineering and broadening participation has recently become the focus of education reform efforts. Increased emphasis on K-12 engineering education calls for the design of learning environments and curricula that increase interest and conceptual understanding of engineering work, beginning in the early years of childhood. We seek to understand what works, for whom, in what contexts, how it works, and how engineering curricula can be improved to promote social justice. Here, we evaluate the impact of a curricular intervention designed to promote equity in elementary engineering education. The integrated STEM curriculum unit engages first-grade students in programming …


Designing And Implementing A Novel Graduate Program To Develop Transdisciplinary Leaders In Urban Sustainability, Megan M. Wallen, Ingrid Guerra-Lopez, Louay Meroueh, Rayman Mohamed, Andrea Sankar, Pradeep Sopory, Ryan Watkins, Donna R. Kashian Jan 2022

Designing And Implementing A Novel Graduate Program To Develop Transdisciplinary Leaders In Urban Sustainability, Megan M. Wallen, Ingrid Guerra-Lopez, Louay Meroueh, Rayman Mohamed, Andrea Sankar, Pradeep Sopory, Ryan Watkins, Donna R. Kashian

Biological Sciences Faculty Research Publications

Urban settings, where >50% of the world's population resides, are increasingly faced with environmental challenges that threaten their sustainability. Aging infrastructure, water and air pollution, and increasing recognition of environmental injustices highlight the need for professionals to employ complex scientific reasoning across disciplines where they can effectively address the multifaceted issues of urban sustainability. Here we present an innovative model for preparing the next generation of public, private, and academic leaders to address complex problems in urban sustainability. Specifically, we outline the design and implementation of an integrated, adaptable graduate training program, with the goals of science leadership, curriculum relevancy, …


Reverse Engineering Spinal Motoneuron Properties In Slice And Whole-Cord Preparations Using Computational Modeling, Mohamed H. Mousa Jan 2022

Reverse Engineering Spinal Motoneuron Properties In Slice And Whole-Cord Preparations Using Computational Modeling, Mohamed H. Mousa

Browse all Theses and Dissertations

Since Hodgkin and Huxley’s discoveries in the 1950s, mathematical modeling became an indispensable tool in neuroscience. The evolution of computer systems paved the way for computational models to improve our understanding of the nervous system. The long-term goals of this research are to develop tools for examining, understanding, and analyzing experimental data from spinal motoneurons (MNs), which are implicated in many motor disorders. Specifically, I developed high-fidelity, anatomically-detailed computational models that could be used to 1) study the cellular mechanisms underlying the non-linear MNs firing behaviors, 2) analyze the multifactorial process of MNs excitability regulation, and how it is affected …


Computer Enabled Interventions To Communication And Behavioral Problems In Collaborative Work Environments, Ashutosh Shivakumar Jan 2022

Computer Enabled Interventions To Communication And Behavioral Problems In Collaborative Work Environments, Ashutosh Shivakumar

Browse all Theses and Dissertations

Task success in co-located and distributed collaborative work settings is characterized by clear and efficient communication between participating members. Communication issues like 1) Unwanted interruptions and 2) Delayed feedback in collaborative work based distributed scenarios have the potential to impede task coordination and significantly decrease the probability of accomplishing task objective. Research shows that 1) Interrupting tasks at random moments can cause users to take up to 30% longer to resume tasks, commit up to twice the errors, and experience up to twice the negative effect than when interrupted at boundaries 2) Skill retention in collaborative learning tasks improves with …


Virtual Reality-Based Serious Role-Playing Games As Digital Experiential Learning Tools To Deliver Healthcare Skills Through Mobile Devices, Dixit Bharatkumar Patel Jan 2022

Virtual Reality-Based Serious Role-Playing Games As Digital Experiential Learning Tools To Deliver Healthcare Skills Through Mobile Devices, Dixit Bharatkumar Patel

Browse all Theses and Dissertations

Inadequate professional training and practices related to health care may result in severe complications to care experiences and outcomes. Moreover, healthcare professionals are as susceptible to the possibility of implicit biases as any other group. Importantly, the health care training is critical and challenging as minor prejudicial beliefs have an adverse influence or serious consequences on patients' health outcomes. Thus, facilitating serious role-playing virtual care practices along with raising awareness of healthcare professionals about the enduring impact of implicit/explicit biases and Social Determinants of Health (SDH) on health outcomes assist to advance the patient-provider relation, care experiences (e.g., healthcare experience …


Machine Learning In Requirements Elicitation: A Literature Review, Cheligeer Cheligeer, Jingwei Huang, Guosong Wu, Nadia Bhuiyan, Yuan Xu, Yong Zeng Jan 2022

Machine Learning In Requirements Elicitation: A Literature Review, Cheligeer Cheligeer, Jingwei Huang, Guosong Wu, Nadia Bhuiyan, Yuan Xu, Yong Zeng

Engineering Management & Systems Engineering Faculty Publications

A growing trend in requirements elicitation is the use of machine learning (ML) techniques to automate the cumbersome requirement handling process. This literature review summarizes and analyzes studies that incorporate ML and natural language processing (NLP) into demand elicitation. We answer the following research questions: (1) What requirement elicitation activities are supported by ML? (2) What data sources are used to build ML-based requirement solutions? (3) What technologies, algorithms, and tools are used to build ML-based requirement elicitation? (4) How to construct an ML-based requirements elicitation method? (5) What are the available tools to support ML-based requirements elicitation methodology? Keywords …


A Probabilistic Perspective Of Human-Machine Interaction, Mustafa Canan, Mustafa Demir, Samuel Kovacic Jan 2022

A Probabilistic Perspective Of Human-Machine Interaction, Mustafa Canan, Mustafa Demir, Samuel Kovacic

Engineering Management & Systems Engineering Faculty Publications

Human-machine interaction (HMI) has become an essential part of the daily routine in organizations. Although the machines are designed with state-of-the-art Artificial Intelligence applications, they are limited in their ability to mimic human behavior. The human-human interaction occurs between two or more humans; when a machine replaces a human, the interaction dynamics are not the same. The results indicate that a machine that interacts with a human can increase the mental uncertainty that a human experiences. Developments in decision sciences indicate that using quantum probability theory (QPT) improves the understanding of human decision-making than merely using classical probability theory (CPT). …


Rural Stem Teachers: An Oasis In The Desert, Ryan G. Zonnefeld, Valorie L. Zonnefeld Jan 2022

Rural Stem Teachers: An Oasis In The Desert, Ryan G. Zonnefeld, Valorie L. Zonnefeld

Faculty Work Comprehensive List

Teacher preparation programs for STEM education should prepare teachers for all settings, including rural schools. Students across geographic locales show equal interest in STEM fields, but rural students often lack access to highly qualified STEM teachers. UNESCO (2014) notes that the disparity in education between rural and urban schools is a concern of many countries. In the United States, the National Center for Educational Statistics confirms that twenty percent of students are educated in rural schools and the STEM teachers in these schools are often the only STEM expert. These teachers become backbone teachers that set the foundation and direction …


Strategies Leaders Of Stem-Focused Education Nonprofit Organizations Use To Engage Hiring Corporations, Andrew Kanas Jan 2022

Strategies Leaders Of Stem-Focused Education Nonprofit Organizations Use To Engage Hiring Corporations, Andrew Kanas

Walden Dissertations and Doctoral Studies

Some leaders of nonprofit Science Technology Engineering and Math (STEM) focused nonprofit education organizations lack strategies to engage STEM-focused hiring corporations to support their organizations’ missions. Nonprofit leaders are concerned about engaging individuals, organizations, and government entities to help support sustainability. Grounded in human capital theory, the purpose of this qualitative single case study was to explore strategies leaders of nonprofit STEM-focused education organizations use to engage STEM-focused hiring corporations to support their nonprofit organizations’ mission. The participants consisted of five board members of a nonprofit partner organization in the U.S. state of Florida who successfully managed STEM-focused stakeholder engagement. …


Fundamental Factors For Success: Engineering Faculty And Industry Partners, Molly F. Schaefer Jan 2022

Fundamental Factors For Success: Engineering Faculty And Industry Partners, Molly F. Schaefer

All Graduate Theses, Dissertations, and Other Capstone Projects

Partnerships and collaborations between higher education and industry have a long history in the United States. Numerous partnerships have contributed to advancements in the economy, education and training, humanity, and innovation. The subject areas of science, engineering, and technology are fields in which many of the collaborations occur, and many of the partnerships are often initiated and led by a faculty and a member of industry. Yet, it remains unclear how academia and industry achieve successful partnerships when the goals, language, culture, and organizational structures significantly differ from one organization to another. This study examined whether partnerships among engineering faculty …


Elementary Preservice Teachers Self-Efficacy And Confidence Teaching Engineering, Andrea Perrin Jan 2022

Elementary Preservice Teachers Self-Efficacy And Confidence Teaching Engineering, Andrea Perrin

Theses and Dissertations--Science, Technology, Engineering, and Mathematics (STEM) Education

Engineering has become a popular topic within science standards in recent years. However, many teachers do not have experience teaching or doing engineering. With the possibility of engineering becoming a major part of the science curriculum, it is important that teachers are prepared and well equipped to teach and instruct engineering activities, lessons, and support. This quantitative study studied elementary preservice teachers’ self-efficacy and confidence with teaching engineering in the classroom after experiencing and teaching engineering activities. Overall, the implementation of the engineering activities had both positive and negative impacts on preservice teachers’ perceptions of themselves and teaching engineering in …


Secret Sharing And Its Variants, Matroids,Combinatorics., Shion Samadder Chaudhury Dr. Dec 2021

Secret Sharing And Its Variants, Matroids,Combinatorics., Shion Samadder Chaudhury Dr.

Doctoral Theses

The main focus of this thesis is secret sharing. Secret Sharing is a very basic and fundamental cryptographic primitive. It is a method to share a secret by a dealer among different parties in such a way that only certain predetermined subsets of parties can together reconstruct the secret while some of the remaining subsets of parties can have no information about the secret. Secret sharing was introduced independently by Shamir [139] and Blakely [20]. What they introduced is called a threshold secret sharing scheme. In such a secret sharing scheme the subsets of parties that can reconstruct a secret …


2021 Fall Engr333 Project Section B Final Report, Calvin University 2021 Engr333 Section B Dec 2021

2021 Fall Engr333 Project Section B Final Report, Calvin University 2021 Engr333 Section B

ENGR 333

In 2020, residences used 16.5% of all final energy in the United States, and residences were responsible for 19.3% of all U.S. CO2 emissions. Calvin ENGR 333 students partnered with Habitat for Humanity to tackle the issue of carbon emissions when designing their homes. Habitat for Humanity for Kent County is endeavoring to design homes that reduce energy consumption, energy expenditures, and carbon emissions. They are embarking upon a “carbon footprint build” that will minimize energy consumption and carbon emissions, both during construction and across the lifetime of their new Habitat for Humanity homes. This semester, the senior mechanical engineering …


2021 Fall Engr333 Project Section A Final Report, Gerald Darkey, Jonathan Jansma, Chris Singh, Ryan Whitney, Adam Brunsting, Adam Tjoelker, Jack Van Der Molen, Cornelius Van Liere, Derrick Bittner, William Terpstra, Matthew Winkle, Kelsey Yen, Kasen Anderson, Jack Cahalane, Samantha Krupa, James Kulaga, Chukwudubem Nweke, Nathan Holwerda, Jacob Meulink, John Stehouwer, Isaac Spackman, Moses Yang Dec 2021

2021 Fall Engr333 Project Section A Final Report, Gerald Darkey, Jonathan Jansma, Chris Singh, Ryan Whitney, Adam Brunsting, Adam Tjoelker, Jack Van Der Molen, Cornelius Van Liere, Derrick Bittner, William Terpstra, Matthew Winkle, Kelsey Yen, Kasen Anderson, Jack Cahalane, Samantha Krupa, James Kulaga, Chukwudubem Nweke, Nathan Holwerda, Jacob Meulink, John Stehouwer, Isaac Spackman, Moses Yang

ENGR 333

Habitat for Humanity (HFH) requested a carbon footprint analysis of their most recent home build. Mark Ogland-Hand, a representative of HFH, connected with Professor Heun’s ENGR 333 students to perform the carbon footprint analysis on their new low carbon house. Assuming Consumer’s Energy will incorporate their predicted percentage of renewables into their electric grid, the London home reduces projected carbon emissions by 18% when compared to a “To Code” house over a 25 year lifespan. For the current Consumer’s Energy grid, the “Improved” London house is shown to reduce projected carbon emissions by 30% when compared to the current London …


2021 Fall Engr333 Poster, Section B, Calvin University 2021 Engr Section B Dec 2021

2021 Fall Engr333 Poster, Section B, Calvin University 2021 Engr Section B

ENGR 333

In 2020, residences used 21% of all final energy in the United States and were responsible for 20% of all U.S. carbon dioxide emissions (henceforth referred to as carbon emissions). Habitat for Humanity for Kent County is endeavoring to design homes that reduce energy consumption, energy expenditures, and carbon emissions. They have established a goal of a “low carbon footprint build” that will minimize energy consumption and carbon emissions, both during construction and across the lifetime of the house. To accomplish this goal, Habitat for Humanity for Kent County partnered with Calvin’s ENGR 333 – Thermal System Design and asked …


2021 Fall Engr333 Poster, Section A, Gerald Darkey, Jonathan Jansma, Chris Singh, Ryan Whitney, Adam Brunsting, Adam Tjoelker, Jack Van Der Molen, Cornelius Van Liere, Derrick Bittner, William Terpstra, Matthew Winkle, Kelsey Yen, Kasen Anderson, Jack Cahalane, Samantha Krupa, James Kulaga, Chukwudubem Nweke, Nathan Holwerda, Jacob Meulink, John Stehouwer, Isaac Spackman, Moses Yang Dec 2021

2021 Fall Engr333 Poster, Section A, Gerald Darkey, Jonathan Jansma, Chris Singh, Ryan Whitney, Adam Brunsting, Adam Tjoelker, Jack Van Der Molen, Cornelius Van Liere, Derrick Bittner, William Terpstra, Matthew Winkle, Kelsey Yen, Kasen Anderson, Jack Cahalane, Samantha Krupa, James Kulaga, Chukwudubem Nweke, Nathan Holwerda, Jacob Meulink, John Stehouwer, Isaac Spackman, Moses Yang

ENGR 333

Habitat for Humanity (HFH) built a low-carbon home at 726 London Street SW. Mark Ogland-hand, a representative of HFH, connected with Professor Matthew Heun to begin a carbon study of this new home with the goals of understanding the carbon footprints of a traditional HFH home, the London home, and future improvements feasible for HFH to make in reducing the carbon emissions of their houses.


2021 Fall Engr333 Seminar Presentation, Anika Huizinga, John Stehouwer, William Terpstra, Duncan Waanders Dec 2021

2021 Fall Engr333 Seminar Presentation, Anika Huizinga, John Stehouwer, William Terpstra, Duncan Waanders

ENGR 333

File for student presentation, given by students in the Fall 2021 class of ENGR333.


One Step At A Time: Robotics Lab Team Combines Talents In Quest For The Perfect Synthetic Tendon, Laura Meader Nov 2021

One Step At A Time: Robotics Lab Team Combines Talents In Quest For The Perfect Synthetic Tendon, Laura Meader

Colby Magazine

When Caitrin Eaton arrived at Colby a year ago, she named her new robotics lab C3PO. The name grabs students’ attention, but they’re drawn to the lab for another reason: Eaton’s cutting-edge research unites engineering and animal physiology to help robots walk more smoothly than Hollywood’s stiff-legged C-3PO robot.


Application Of Using Fault Detection Techniques In Different Components In Power Systems, Mohamed Yahia Abd-Alkader, Ahmed M. Ebid Dr., Ibrahim Mahdi, Ibrahim Abdelrashed Nosseir Nov 2021

Application Of Using Fault Detection Techniques In Different Components In Power Systems, Mohamed Yahia Abd-Alkader, Ahmed M. Ebid Dr., Ibrahim Mahdi, Ibrahim Abdelrashed Nosseir

Future Engineering Journal

Throughout the years, Fault detection has been one of the most frequently discussed topics in the scientific community at present. Consequently, it has been extensively studied and focused on in recent years. This scientific paper presents some of this research, what they have reached, and the methods used for their studies. The literature review provides that these problems are not covered yet. It needs more works to develop fault detection techniques for better performance.


Interrelation Of Mathematics Within The Stem, Duli Pllana Oct 2021

Interrelation Of Mathematics Within The Stem, Duli Pllana

UBT International Conference

Methodically inspecting mathematics in STEM educational programs participates with a percentage of twenty five percent. Interaction of mathematics in science, technology, and engineering is inevitable. Science, technology, and engineering acquire tools of mathematics to observe, describe and predict natural phenomena. Science pays a huge attention to natural phenomena that surrounds us; in addition, mathematics comes up with the structures and logical relationships to its scope. Technology uses mathematics extensively; in general, mathematics is a powerful tool to find any solution in technology. Engineering is based on scientific concepts to sketch, plan, or design a construction. Engineering uses mathematics throughout any …


Creating Reel Designs: Reflecting On Arthrogryposis Multiplex Congenita In The Community, Iris Layadi Oct 2021

Creating Reel Designs: Reflecting On Arthrogryposis Multiplex Congenita In The Community, Iris Layadi

Purdue Journal of Service-Learning and International Engagement

Because of its extreme rarity, the genetic disease arthrogryposis multiplex congenita (AMC) and the needs of individuals with the diagnosis are often overlooked. AMC refers to the development of nonprogressive contractures in disparate areas of the body and is characterized by decreased flexibility in joints, muscle atrophy, and developmental delays. Colton Darst, a seven-year-old boy from Indianapolis, Indiana, was born with the disorder, and since then, he has undergone numerous surgical interventions and continues to receive orthopedic therapy to reduce his physical limitations. His parents, Michael and Amber Darst, have hopes for him to regain his limbic motion and are …


Supporting Students With An Autism Spectrum Disorder In Engineering: K-12 And Beyond, Jennifer L. Kouo, Alexis Hahn, Sarah Morton, Jay Gregorio Oct 2021

Supporting Students With An Autism Spectrum Disorder In Engineering: K-12 And Beyond, Jennifer L. Kouo, Alexis Hahn, Sarah Morton, Jay Gregorio

Journal of Science Education for Students with Disabilities

Individuals with disabilities, including individuals with an autism spectrum disorder (ASD), are underrepresented in science, technology, engineering, and mathematics (STEM) fields. With the importance of STEM skills in future employment and other disciplines, effective instructional strategies must be identified to enhance early and sustained access to STEM for students with ASD. However, the literature identifying effective STEM-specific supports and practices for this population of students is sparse and regarding engineering, there are no empirical studies that focus on teaching engineering skills to students with ASD. Therefore, the article aims to provide an overview of the available literature on the perspectives …


Factors That Influence The Choice To Major In Stem For Latino And Non-Latino Students And Professionals, Ivan Olivas Oct 2021

Factors That Influence The Choice To Major In Stem For Latino And Non-Latino Students And Professionals, Ivan Olivas

Honors Theses

Latinos are the largest minority group in the United States, with 18.5 percent of the nation’s population. However, when it comes to Latinos in STEM, they represent only 8 percent of all STEM workers. This disparity can be largely traced to disproportionally low numbers in graduation rates in high school and college, in conjunction with the lack of exposure to STEM fields and access to rigorous K-12 curriculums associated with STEM pathways. The survey incorporated into this research investigates which factors influence Latinos in choosing a STEM major. The survey questions focused on high school academics, parental educational attainment, home …


Implementation Of Stereo Digital Image Correlation For In-Plane Strain Measurements To Quantify The Anisotropic Behavior, Plastic Flow, And Strain Hardening Of Extruded Aluminum Alloy, Farzana Yasmeen Oct 2021

Implementation Of Stereo Digital Image Correlation For In-Plane Strain Measurements To Quantify The Anisotropic Behavior, Plastic Flow, And Strain Hardening Of Extruded Aluminum Alloy, Farzana Yasmeen

Theses and Dissertations

The efficient use of metals is important in various industries, including aerospace, automotive, and energy systems. In each case, the type and range of combined loading conditions can be quite different. The approaches to stress analysis of such complex engineering components and assemblies often are limited to elastic conditions. For those cases where components are relatively thin, elastic-plastic conditions are present; there is continuing interest in assessing the accuracy of analytic and computational models for combined loading conditions. In such cases, experiments performed with axial and shear loads (e.g., tension-torsion) provide baseline data regarding the relationship between applied stresses and …


Build Your Own Body Mod: Empowerment Through Prototyping And Design, Anaiss Arreola, Katherine R. Ganim Sep 2021

Build Your Own Body Mod: Empowerment Through Prototyping And Design, Anaiss Arreola, Katherine R. Ganim

Journal of Science Education for Students with Disabilities

When you don’t have a hand, what could you have instead? This article introduces the impact of inviting youth with disabilities to learn tools and technology to design their own solutions and advocate for their own future. This approach to programming is rooted in a mindset of designing WITH, not FOR. Not only are design outcomes improved when users are incorporated into the process, but this approach has been shown to improve confidence in creating one’s own solutions. These programs include hands-on “design-your-own-body-mod” workshops, as well as a budding inclusive design consultancy led by youth with disabilities. Through this programming, …


Scope Process: Fostering Students' Design Outcome Effectiveness, Andrew J. Hughes, Cameron D. Denson Sep 2021

Scope Process: Fostering Students' Design Outcome Effectiveness, Andrew J. Hughes, Cameron D. Denson

Educational Leadership & Technology Faculty Publications

The purpose of this article is to help Technology and Engineering Educators scaffold engineering design and problem-solving experiences so that students taking technology and engineering courses will develop an improved ability to design. Technology and Engineering Education seems to increasingly focus on problem-solving, design, and engineering. Technology and Engineering Education is not the only discipline with this focus. The fact that both Science and Technology and Engineering Education are similarly focused on the teaching and learning of engineering begs the question of what separates technology and engineering educators from science educators in the teaching of engineering? Lewis (2004) cautioned that …


2021 Fall Engr333 Project Assignment, Matthew K. Heun Aug 2021

2021 Fall Engr333 Project Assignment, Matthew K. Heun

ENGR 333

The Fall 2021 ENGR333 project focused on the sustainable housing and featured a partnership with Habitat for Humanity of Kent County.

I asked the students “What is the expected carbon emissions savings of the [Habitat for Humanity] carbon footprint build house?” And “If the carbon footprint build house is not carbon-neutral, you must answer a second question: How can carbon emissions be reduced by a further 20%?”

Calvin’s PR office followed the students’ work throughout the semester. At the end of the semester, the project was featured on Calvin’s News and Stories site with an article by Matt Kucinski …


The Impact Of The Classroom Climate In Introductory Science, Engineering, And Mathematics Courses On The Persistence Desires And Academic Outcomes Of White Women And Women Of Color In Engineering, Shannon Hitchcock Schantz Aug 2021

The Impact Of The Classroom Climate In Introductory Science, Engineering, And Mathematics Courses On The Persistence Desires And Academic Outcomes Of White Women And Women Of Color In Engineering, Shannon Hitchcock Schantz

Dissertations - ALL

This dissertation utilized survey research to examine the classroom climate in introductory science, engineering, and mathematics courses and its impact on students' desire to remain in engineering, academic success, academic confidence, and enjoyment of their major. Data were collected from 161 engineering students that completed their second year of coursework at a private research university in the northeast. Using Astin's (1991) college impact theory and an intersectional feminist framework (Crenshaw, 1991), the study used hierarchical multiple regression analyses to examine how students' background characteristics and perceptions of supportive or chilly classroom experiences predicted the academic outcome variables. An increase in …