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1. Broadening Participation and Success in AP CSA: Predictive Modeling from Three Years of Data

   https://doi.org/10.1145/3408877.3432421  

   Boda, Phillip A.; McGee, Steven (March 2021, ACM Tech. Sym. Comp. Sci. Ed. (SIGCSE’21))

   null (Ed.)

   The AP Computer Science A course and exam continually exhibit inequity among over- and under-represented populations. This paper explored three years of AP CS A data in the Chicago Public School district (CPS) from 2016-2019 (N = 561). We analyzed the impact of teacher and student-level variables to determine the extent AP CS A course taking and exam passing differences existed between over- and under-represented populations. Our analyses suggest four prominent findings: (1) CPS, in collaboration with their Research-Practice Partnership (Chicago Alliance for Equity in Computer Science; CAFÉCS), is broadening participation for students taking the AP CS A course; (2) Over- and under- represented students took the AP CS A exam at statistically comparable rates, suggesting differential encouragement to take or not take the AP CS A exam was not prevalent among these demographics; (3) After adjusting for teacher and student-level prior experience, there were no significant differences among over- and under-represented racial categorizations in their likelihoods to pass the AP CS A exam, albeit Female students were 3.3 times less likely to pass the exam than Males overall; (4) Taking the Exploring Computer Science course before AP CS A predicted students being 3.5 times more likely to pass the AP CS A exam than students that did not take ECS before AP CS A. Implications are discussed around secondary computer science course sequencing and lines of inquiry to encourage even greater broadening of participation in the AP CS A course and passing of the AP CS A exam. 

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2. Why Do Students Enroll in AP CSP?

   https://doi.org/10.1109/RESPECT51740.2021.9620546  

   Mark, June; Zeringue, Julie Koehler; Klein, K.; Mitchell, Tunisia; Olivares, José A. (January 2021, RESPECT 2021 Conference Proceedings)

   CS4All initiatives nationwide have been working to increase and diversify student participation in computer science (CS). One intentional effort to broaden participation in CS was the launch of the Advanced Placement (AP) CS Principles (CSP) course, which sought to increase the number of students enrolling in CS overall as well as from groups historically underrepresented in CS. Early AP CSP implementation results are encouraging and have identified the need to better understand essential supports for quality implementation, differential student experiences and outcomes, and students’ motivations for course enrollment. In this paper, we explore the motivations that affect student decisions to take AP CSP using survey data collected during fall 2019 in the New York City public schools, the largest school district in the U.S. This work is part of an ongoing research-practice partnership that provides teacher and school supports for AP CSP implementation and aims to improve outcomes especially for female, Black, and Latinx students in high-need schools. In particular, we examine how students’ reasons and influences for enrolling in AP CSP may differ based on self-identified gender and race/ethnicity. Our findings indicate that while most students shared an interest in learning more about CS, students from communities historically underrepresented in computing are more likely to report being placed in the course and to be influenced by guidance counselors. The implications of these results highlight the importance of understanding why students choose AP CSP in developing recruitment resources, student engagement strategies, and supports for implementation. 

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3. Preparing Pre-Service Teacher Candidates for the Praxis Exam: An Innovative Model of Blended Support

   https://doi.org/10.1145/3328778.3372654  

   Odom-Bartel, Rebecca; Fletcher, Carol; Owen, John; Gray, Jeff; Zelkowski, Jeremy (February 2020, ACM Technical Symposium on Computer Science Education (SIGSCE))

   null (Ed.)

   The expansion of K-12 computer science (CS) has driven a dramatic need for educators who are trained in CS content and pedagogy [1]. This poster describes our effort to train teacher candidates (i.e., pre-service teachers who are students seeking degrees within a College of Education), who are specializing in secondary mathematics education, to be future CS educators. We specifically describe our collaboration to provide a blended preparatory six-week training for the ETS CS Praxis exam (5652), assisting our pre-service students in satisfying the CS certification requirements in our state before they graduate and begin their professional teaching career. Given the unique challenges of pre-service CS teacher preparation [2], blended models, which combine both in-person and online instruction, are an effective approach to building a pre-service program. Within our pre-service CS program, students first complete a two-course pathway that prepares them in AP CSP content and pedagogy experiences, including observations in local AP CSP classrooms [3]. After completing the two courses, our students participate in the blended version of the WeTeach_CS Praxis preparation course to achieve certification. The in-person support provided by the blended model contributed significantly to certification success in this project. With a cut-score of 149 for the Praxis exam, all 11 of our pre-service students who completed the course received a passing score (including one student with a perfect score of 200, and another student with a 195); the average score for our pre-service students was 175. An additional 11 in-service teachers, with diverse backgrounds in CS content knowledge, also participated in the blended Praxis preparation course, with an average score of 166. Given the unique challenges of pre-service CS teacher preparation, university pre-service CS teacher programs should look to innovative models of teacher support developed by in-service programs to make substantial gains in CS teacher certification. Incorporating an asynchronous online course that allows teachers with a wide range of prior experience in CS to learn at their own pace with in-person coursework and support appears to be a viable model for assisting non-CS major teacher candidates in achieving a CS certification. With the blended model, even teachers with no background knowledge in CS were successful. Within our pre-service CS program, students first complete a two-course pathway that prepares them in AP CSP content and pedagogy experiences, including observations in local AP CSP classrooms [3]. After completing the two courses, our students participate in the blended version of the WeTeach_CS Praxis preparation course to achieve certification. The in-person support provided by the blended model contributed significantly to certification success in this project. With a cut-score of 149 for the Praxis exam, all 11 of our pre-service students who completed the course received a passing score (including one student with a perfect score of 200, and another student with a 195); the average score for our pre-service students was 175. An additional 11 in-service teachers, with diverse backgrounds in CS content knowledge, also participated in the blended Praxis preparation course, with an average score of 166. Incorporating an asynchronous online course that allows teachers with a wide range of prior experience in CS to learn at their own pace with in-person coursework and support appears to be a viable model for assisting non-CS major teacher candidates in achieving a CS certification. With the blended model, even teachers with no background knowledge in CS were successful. 

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4. Computer Science through Concurrent Enrollment: Reflections and Lessons Learned Offering Mobile CSP as a Concurrent Enrollment Course

   https://doi.org/10.1145/3408877.3432545  

   Freeman, Seth; Kaiser, Dan; Lindsay, Ryan; Veseskis, James (March 2021, SIGCSE '21: Proceedings of the 52nd ACM Technical Symposium on Computer Science Education)

   null (Ed.)

   Concurrent enrollment enables high school teachers approved by a partnering college or university to teach college-level coursework to their students. The collaborative research-practice partnership project CS-through-CE examines if and how concurrent enrollment (CE) programs can effectively broaden participation in computing for secondary students. In the CS-through-CE project two participating higher education institutions - Capital Community College (CCC) in Hartford, CT, and Southwest Minnesota State University (SMSU) in Marshall, MN - collaborated with the Mobile Computer Science Principles (CSP) team to train secondary teachers to teach the Mobile CSP course, and then offer the Mobile CSP course as a CE course. In this experience paper, faculty from CCC and SMSU detail their experiences recruiting secondary partners to teach Mobile CSP as a CE course, including the barriers and challenges encountered and the strategies identified for overcoming them. Additionally, participating secondary instructors from Hartford Trinity Magnet College Academy in Hartford, CT and Northeast Range School in Babbit, MN detail their experiences teaching Mobile CSP as a CE course in their high schools. They share their experiences teaching Mobile CSP as a CE course, contrast this experience to teaching the course in an Advanced Placement (AP) format, and detail the benefits they see in each modality. The experiences of the college faculty and secondary instructors in this paper are informative for any secondary or post-secondary educator interested in cultivating or expanding pathways in CS through concurrent enrollment. 

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5. A Pre-service Pathway for Preparing Future AP CS Principles Teachers

   https://doi.org/10.1145/3328778.3366945  

   Gray, Jeff; Odom-Bartel, Rebecca; Zelkowski, Jeremy; Hamner, Karl; Rodgers-Farris, Sierra (February 2020, ACM Technical Symposium on Computer Science Education (SIGSCE))

   null (Ed.)

   The surge of interest in K-12 computer science (CS) over the past decade has led to a deep need for a corresponding expansion of trained teachers. The primary focus of most K-12 CS teacher professional development has been for current in-service teachers who have little background in CS. To raise the importance of CS within Colleges of Education, we believe that new pathways and experiences are needed for pre-service Education majors to learn more about authentic CS topics and pedagogy. This experience report summarizes our efforts over the past two years to prepare Secondary Math Education (SEMA) majors to teach AP CS Principles (AP CSP). Our approach consists of the following curricular activities: 1) a two-course sequence, with the first course mapping to the content topics of the AP CSP Curriculum Framework, and the second course consisting of a reflection of CS methods and pedagogy, including opportunities for SEMA students to develop and present their own AP CSP lesson plans; 2) opportunities for SEMA students to observe AP CSP classrooms in local high schools through our partnership with experienced AP CSP teachers; 3) summer participation in a College Board AP Summer Institute for AP CSP, and 4) a six-week ETS Praxis CS preparation modules-based course, offered to both pre-service SEMA students and in-service teachers. We summarize our lessons learned and present results that suggest our approach is preparing pre-service students with pedagogical and content knowledge that meets or exceeds current in-service training models (including an analysis of recent Praxis results for CS certification in our state). 

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