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Using Process and Motivation Data to Predict the Quality With Which Preservice Teachers Debugged Higher and Lower Complexity Programs | IEEE Journals & Magazine | IEEE Xplore

Using Process and Motivation Data to Predict the Quality With Which Preservice Teachers Debugged Higher and Lower Complexity Programs


Abstract:

Contribution: This study indicates that supporting debugging processes is a strong method to improve debugging outcome quality among preservice, early childhood education...Show More

Abstract:

Contribution: This study indicates that supporting debugging processes is a strong method to improve debugging outcome quality among preservice, early childhood education (ECE) teachers. Background: Central to preparing ECE teachers to teach computer science is helping them learn to debug. Little is known about how ECE teachers’ motivation and debugging process quality contributes to debugging outcome quality. Research Questions: How do debugging process and motivation variables predict the quality with which participants debug lower and higher complexity programs? Method: A Bayesian multiple linear regression model with debugging process and motivation variables as predictors was used to predict debugging outcome quality. An inverse gamma prior distribution for sigma2 and uniform prior distribution for Betas was used. Findings: The strongest positive predictor of debugging outcome quality for both the lower complexity and higher complexity debugging task was debugging process quality.
Published in: IEEE Transactions on Education ( Volume: 64, Issue: 4, November 2021)
Page(s): 374 - 382
Date of Publication: 10 March 2021

ISSN Information:

Funding Agency:

Department of Educational Psychology, Counseling, and Special Education, Pennsylvania State University, University Park, PA, USA
Brian R. Belland received the B.A. degree in French from the College of Wooster, Wooster, OH, USA, in 1999, and the Ph.D. degree in educational technology from Purdue University, West Lafayette, IN, USA, in 2008.
He is an Associate Professor of Educational Psychology with Pennsylvania State University, University Park, PA, USA. He has published one book, 43 articles, and nine book chapters.
Dr. Belland honors include the NS...Show More
Brian R. Belland received the B.A. degree in French from the College of Wooster, Wooster, OH, USA, in 1999, and the Ph.D. degree in educational technology from Purdue University, West Lafayette, IN, USA, in 2008.
He is an Associate Professor of Educational Psychology with Pennsylvania State University, University Park, PA, USA. He has published one book, 43 articles, and nine book chapters.
Dr. Belland honors include the NS...View more
Department of Educational Psychology, Counseling, and Special Education, Pennsylvania State University, University Park, PA, USA
ChanMin Kim received the B.A. degree in special education from Ewha Women’s University, Seoul, South Korea, in 1998, and the Ph.D. degree in instructional systems from Florida State University, Tallahassee, FL, USA, in 2007.
She is an Associate Professor of Learning, Design, and Technology and Educational Psychology with Pennsylvania State University, University Park, PA, USA. She has published 41 articles and 11 book chap...Show More
ChanMin Kim received the B.A. degree in special education from Ewha Women’s University, Seoul, South Korea, in 1998, and the Ph.D. degree in instructional systems from Florida State University, Tallahassee, FL, USA, in 2007.
She is an Associate Professor of Learning, Design, and Technology and Educational Psychology with Pennsylvania State University, University Park, PA, USA. She has published 41 articles and 11 book chap...View more
Department of Educational Psychology, Counseling, and Special Education, Pennsylvania State University, University Park, PA, USA
Anna Y. Zhang received the B.S. degree in statistics from Pennsylvania State University, University Park, PA, USA, where she is currently pursuing the Ph.D. degree in educational psychology.
Ms. Zhang’s awards include the Matthew Rosenshine Fund for Excellence in Statistics and a Dean’s Graduate Assistantship.
Anna Y. Zhang received the B.S. degree in statistics from Pennsylvania State University, University Park, PA, USA, where she is currently pursuing the Ph.D. degree in educational psychology.
Ms. Zhang’s awards include the Matthew Rosenshine Fund for Excellence in Statistics and a Dean’s Graduate Assistantship.View more
Department of Learning and Performance Systems, Pennsylvania State University, University Park, PA, USA
Afaf A. Baabdullah received the B.A. degree in computers and education from King Saud University, Riyadh, Saudi Arabia, in 2001. She is currently pursuing the Ph.D. degree in learning, design, and technology with the Pennsylvania State University, University Park, PA, USA.
She is faculty with the Department of Curriculum and Instruction, King Saud University, Riyadh, Saudi Arabia.
Afaf A. Baabdullah received the B.A. degree in computers and education from King Saud University, Riyadh, Saudi Arabia, in 2001. She is currently pursuing the Ph.D. degree in learning, design, and technology with the Pennsylvania State University, University Park, PA, USA.
She is faculty with the Department of Curriculum and Instruction, King Saud University, Riyadh, Saudi Arabia.View more
Department of Educational Psychology, Counseling, and Special Education, Pennsylvania State University, University Park, PA, USA
Eunseo Lee received the B.A. degree in english from Yonsei University, Seoul, South Korea, in 2009. She is currently pursuing the Ph.D. degree in educational psychology with Pennsylvania State University, University Park, PA, USA.
Eunseo Lee received the B.A. degree in english from Yonsei University, Seoul, South Korea, in 2009. She is currently pursuing the Ph.D. degree in educational psychology with Pennsylvania State University, University Park, PA, USA.View more

Department of Educational Psychology, Counseling, and Special Education, Pennsylvania State University, University Park, PA, USA
Brian R. Belland received the B.A. degree in French from the College of Wooster, Wooster, OH, USA, in 1999, and the Ph.D. degree in educational technology from Purdue University, West Lafayette, IN, USA, in 2008.
He is an Associate Professor of Educational Psychology with Pennsylvania State University, University Park, PA, USA. He has published one book, 43 articles, and nine book chapters.
Dr. Belland honors include the NSF CAREER Award and six best paper awards.
Brian R. Belland received the B.A. degree in French from the College of Wooster, Wooster, OH, USA, in 1999, and the Ph.D. degree in educational technology from Purdue University, West Lafayette, IN, USA, in 2008.
He is an Associate Professor of Educational Psychology with Pennsylvania State University, University Park, PA, USA. He has published one book, 43 articles, and nine book chapters.
Dr. Belland honors include the NSF CAREER Award and six best paper awards.View more
Department of Educational Psychology, Counseling, and Special Education, Pennsylvania State University, University Park, PA, USA
ChanMin Kim received the B.A. degree in special education from Ewha Women’s University, Seoul, South Korea, in 1998, and the Ph.D. degree in instructional systems from Florida State University, Tallahassee, FL, USA, in 2007.
She is an Associate Professor of Learning, Design, and Technology and Educational Psychology with Pennsylvania State University, University Park, PA, USA. She has published 41 articles and 11 book chapters.
Dr. Kim received multiple research, design, and software programming awards.
ChanMin Kim received the B.A. degree in special education from Ewha Women’s University, Seoul, South Korea, in 1998, and the Ph.D. degree in instructional systems from Florida State University, Tallahassee, FL, USA, in 2007.
She is an Associate Professor of Learning, Design, and Technology and Educational Psychology with Pennsylvania State University, University Park, PA, USA. She has published 41 articles and 11 book chapters.
Dr. Kim received multiple research, design, and software programming awards.View more
Department of Educational Psychology, Counseling, and Special Education, Pennsylvania State University, University Park, PA, USA
Anna Y. Zhang received the B.S. degree in statistics from Pennsylvania State University, University Park, PA, USA, where she is currently pursuing the Ph.D. degree in educational psychology.
Ms. Zhang’s awards include the Matthew Rosenshine Fund for Excellence in Statistics and a Dean’s Graduate Assistantship.
Anna Y. Zhang received the B.S. degree in statistics from Pennsylvania State University, University Park, PA, USA, where she is currently pursuing the Ph.D. degree in educational psychology.
Ms. Zhang’s awards include the Matthew Rosenshine Fund for Excellence in Statistics and a Dean’s Graduate Assistantship.View more
Department of Learning and Performance Systems, Pennsylvania State University, University Park, PA, USA
Afaf A. Baabdullah received the B.A. degree in computers and education from King Saud University, Riyadh, Saudi Arabia, in 2001. She is currently pursuing the Ph.D. degree in learning, design, and technology with the Pennsylvania State University, University Park, PA, USA.
She is faculty with the Department of Curriculum and Instruction, King Saud University, Riyadh, Saudi Arabia.
Afaf A. Baabdullah received the B.A. degree in computers and education from King Saud University, Riyadh, Saudi Arabia, in 2001. She is currently pursuing the Ph.D. degree in learning, design, and technology with the Pennsylvania State University, University Park, PA, USA.
She is faculty with the Department of Curriculum and Instruction, King Saud University, Riyadh, Saudi Arabia.View more
Department of Educational Psychology, Counseling, and Special Education, Pennsylvania State University, University Park, PA, USA
Eunseo Lee received the B.A. degree in english from Yonsei University, Seoul, South Korea, in 2009. She is currently pursuing the Ph.D. degree in educational psychology with Pennsylvania State University, University Park, PA, USA.
Eunseo Lee received the B.A. degree in english from Yonsei University, Seoul, South Korea, in 2009. She is currently pursuing the Ph.D. degree in educational psychology with Pennsylvania State University, University Park, PA, USA.View more
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