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Erschienen in: International Journal on Interactive Design and Manufacturing (IJIDeM) 4/2020

28.09.2020 | Technical Paper

A data analytics approach to contrast the performance of teaching (only) vs. research professors

verfasst von: Mario D. Chavez, Héctor G. Ceballos, Francisco J. Cantu-Ortiz

Erschienen in: International Journal on Interactive Design and Manufacturing (IJIDeM) | Ausgabe 4/2020

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Abstract

This research article presents a study to compare the teaching performance of teaching-only versus teaching-and-research professors at higher education institutions. It is a common belief that, generally, teaching professors outperform research professors in teaching-and-research universities according to student perceptions reflected in student surveys. This case study presents experimental evidence that shows this is not always the case and that, under certain circumstances, it can be the contrary. The case study is from Tecnologico de Monterrey (Tec), a teaching-and-research, private university in Mexico that has developed a research profile during the last two decades using a mix of teaching-only and teaching-and-research faculty members; during this time period, the university has had a growing ascendancy in world university rankings. Data from an institutional student survey called the ECOA was used. The data set contains more than 118,000 graduate and undergraduate courses for 5 semesters (January 2017 to May 2019). The results presented were derived from statistical to data mining methods, including Analysis of Variance and Logistic Regression, that were applied to this data set of more than nine thousand professors who taught those courses. The results show that teaching-and-research professors perform better or at least the same as teaching-only professors. The differences found in teaching with respect to attributes like professors’ gender, age, and research level are also presented.

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Literatur
1.
Zurück zum Zitat Charlotte Danielson (2013). The Framework For Teaching Evaluation Instrument: The Newest Rubric Enhancing The Links To The Common Core State Standards, With Clarity Of Language For Ease Of Use And Scoring. Copyright material by Charlotte Danielson Charlotte Danielson (2013). The Framework For Teaching Evaluation Instrument: The Newest Rubric Enhancing The Links To The Common Core State Standards, With Clarity Of Language For Ease Of Use And Scoring. Copyright material by Charlotte Danielson
2.
Zurück zum Zitat Lange, Arthur M.: Information Technology and Organizational Learning: Managing Behavioral Change in the Digital Age/Third edition). CRC Press, Taylor and Francisco, Boca Raton (2017)CrossRef Lange, Arthur M.: Information Technology and Organizational Learning: Managing Behavioral Change in the Digital Age/Third edition). CRC Press, Taylor and Francisco, Boca Raton (2017)CrossRef
3.
Zurück zum Zitat Association for the Advancement of Artificial Intelligence (2016). Artificial Intelligence and Life in 2030. One Hundred Year Study on Artificial Intelligence. Report of the Study Panel 2015. https://ai100.stanford.edu/2016-report Retrieved September 18, 2019 Association for the Advancement of Artificial Intelligence (2016). Artificial Intelligence and Life in 2030. One Hundred Year Study on Artificial Intelligence. Report of the Study Panel 2015. https://​ai100.​stanford.​edu/​2016-report Retrieved September 18, 2019
4.
Zurück zum Zitat Kaplan, Andreas M., Haenlein, Michael: Higher education and the digital revolution: about MOOCs, SPOCs, social media, and the Cookie Monster. Bus. Horiz. 59(4), 441–450 (2016)CrossRef Kaplan, Andreas M., Haenlein, Michael: Higher education and the digital revolution: about MOOCs, SPOCs, social media, and the Cookie Monster. Bus. Horiz. 59(4), 441–450 (2016)CrossRef
5.
Zurück zum Zitat Yousef, A. M. F., Chatti, M. A., Schroeder, U., Wosnitza, M., Jakobs, H. (2014). MOOCs - A Review of the State-of-the-Art. Int Conf on Computer Supported Education 2014. Barcelona, Spain, pp. 9–20 Yousef, A. M. F., Chatti, M. A., Schroeder, U., Wosnitza, M., Jakobs, H. (2014). MOOCs - A Review of the State-of-the-Art. Int Conf on Computer Supported Education 2014. Barcelona, Spain, pp. 9–20
6.
Zurück zum Zitat Shirky, Clay (8 July 2013). “MOOCs and Economic Reality.” The Chronicle of Higher Education Shirky, Clay (8 July 2013). “MOOCs and Economic Reality.” The Chronicle of Higher Education
7.
Zurück zum Zitat Fowler, Geoffrey A. (2013). An early report card on MOOCs. Wall Street Journal Fowler, Geoffrey A. (2013). An early report card on MOOCs. Wall Street Journal
9.
Zurück zum Zitat D Koller (2012). “MOOCs on the Move: How Coursera Is Disrupting the Traditional Classroom” (text & video). Knowledge @ Wharton. U of Pennsylvania. Retrieved Sept 16, 2019 D Koller (2012). “MOOCs on the Move: How Coursera Is Disrupting the Traditional Classroom” (text & video). Knowledge @ Wharton. U of Pennsylvania. Retrieved Sept 16, 2019
10.
Zurück zum Zitat Coffrin, Carleton; Corrin, Linda; de Barba, Paula; Kennedy, Gregor (2014). Visualizing Patterns of Student Engagement and Performance in MOOCs. In: Proceedings of the Fourth International Conf on Learning Analytics and Knowledge. New York, NY, USA: ACM. pp. 83–92 Coffrin, Carleton; Corrin, Linda; de Barba, Paula; Kennedy, Gregor (2014). Visualizing Patterns of Student Engagement and Performance in MOOCs. In: Proceedings of the Fourth International Conf on Learning Analytics and Knowledge. New York, NY, USA: ACM. pp. 83–92
11.
Zurück zum Zitat Breslow, Lori, Pritchard, David E., DeBoer, Jennifer, Stump, Glenda S., Ho, Andrew D., Seaton, Daniel T.: Studying learning in the worldwide classroom research into edX’s first MOOC. Res. Pract. Assess. 8, 13–25 (2013) Breslow, Lori, Pritchard, David E., DeBoer, Jennifer, Stump, Glenda S., Ho, Andrew D., Seaton, Daniel T.: Studying learning in the worldwide classroom research into edX’s first MOOC. Res. Pract. Assess. 8, 13–25 (2013)
12.
Zurück zum Zitat Hew, Khe Foon: Promoting engagement in online courses: what strategies can we learn from three highly rated MOOCs. British J. Educ. Technol. 47(2), 320–341 (2016)CrossRef Hew, Khe Foon: Promoting engagement in online courses: what strategies can we learn from three highly rated MOOCs. British J. Educ. Technol. 47(2), 320–341 (2016)CrossRef
13.
Zurück zum Zitat Salazar, M.C., Lerner, J.: Teacher Evaluation as Cultural Practice: A Framework for Equity and Excellence. Language, Culture, and Teaching Series. Routledge, New York (2019)CrossRef Salazar, M.C., Lerner, J.: Teacher Evaluation as Cultural Practice: A Framework for Equity and Excellence. Language, Culture, and Teaching Series. Routledge, New York (2019)CrossRef
14.
Zurück zum Zitat Marshal, Kim: Rethinking Teacher Supervision and Evaluation: How to Work Smart, Build Collaboration, and Close the Achievement Gap, 2nd edn. Copyright material Jassey Bass, Willey, New York (2013) Marshal, Kim: Rethinking Teacher Supervision and Evaluation: How to Work Smart, Build Collaboration, and Close the Achievement Gap, 2nd edn. Copyright material Jassey Bass, Willey, New York (2013)
17.
Zurück zum Zitat Spooren, P., Brockx, B., Mortelmans, D.: On the validity of student evaluation of teaching: the state of the art. Rev. Educ. Res. 83, 598–642 (2013)CrossRef Spooren, P., Brockx, B., Mortelmans, D.: On the validity of student evaluation of teaching: the state of the art. Rev. Educ. Res. 83, 598–642 (2013)CrossRef
18.
Zurück zum Zitat Stack, S.: Research productivity and student evaluation of teaching in social science classes. Res Higher Educ 44, 539–556 (2003)CrossRef Stack, S.: Research productivity and student evaluation of teaching in social science classes. Res Higher Educ 44, 539–556 (2003)CrossRef
19.
Zurück zum Zitat Cantú-Ortíz, F. (ed.): Research Analytics. Taylor and Francis Group. CRC Press, Boca Raton (2018) Cantú-Ortíz, F. (ed.): Research Analytics. Taylor and Francis Group. CRC Press, Boca Raton (2018)
20.
Zurück zum Zitat Cantu-Ortiz, F., Bustani, A., Moreira, H., Molina, A.: A research-based development model: the research chairs approach. J. Knowl. Manag. 13(1), 154–170 (2009)CrossRef Cantu-Ortiz, F., Bustani, A., Moreira, H., Molina, A.: A research-based development model: the research chairs approach. J. Knowl. Manag. 13(1), 154–170 (2009)CrossRef
21.
Zurück zum Zitat Shearer, C.: The CRISP-DM model: the new blueprint for data mining. J. Data Warehousing 5, 13–22 (2000) Shearer, C.: The CRISP-DM model: the new blueprint for data mining. J. Data Warehousing 5, 13–22 (2000)
23.
Zurück zum Zitat Pete Chapman, Julian Clinton, Randy Kerber, Thomas Khabaza, Thomas Reinartz, Colin Shearer, and Rüdiger Wirth (2000); CRISP-DM 1.0 Step-by-step data mining guides Pete Chapman, Julian Clinton, Randy Kerber, Thomas Khabaza, Thomas Reinartz, Colin Shearer, and Rüdiger Wirth (2000); CRISP-DM 1.0 Step-by-step data mining guides
24.
Zurück zum Zitat Harper, Gavin, Pickett, Stephen D.: Methods for mining HTS data. Drug Discov. Today 11(15–16), 694–699 (2006)CrossRef Harper, Gavin, Pickett, Stephen D.: Methods for mining HTS data. Drug Discov. Today 11(15–16), 694–699 (2006)CrossRef
26.
Zurück zum Zitat Provost, F., Fawcett, T.: Data Science for Business: What you need to know about Data Mining and Data Analytics Thinking. O’ Reilly Media Inc., Sebastopol (2015) Provost, F., Fawcett, T.: Data Science for Business: What you need to know about Data Mining and Data Analytics Thinking. O’ Reilly Media Inc., Sebastopol (2015)
28.
Zurück zum Zitat Benton, S. & Cashin, W. (2011). IDEA Paper No. 50: Student ratings of teaching: A summary of research and literature Benton, S. & Cashin, W. (2011). IDEA Paper No. 50: Student ratings of teaching: A summary of research and literature
35.
Zurück zum Zitat Chaerani, D. and Dewanto, S. (2014). Active Learning based on Research for Linear Optimization Course at the Department of Mathematics, Universitas Padjadjaran. Int Conf on Advances in Education Technology Chaerani, D. and Dewanto, S. (2014). Active Learning based on Research for Linear Optimization Course at the Department of Mathematics, Universitas Padjadjaran. Int Conf on Advances in Education Technology
37.
Zurück zum Zitat Tec21 (2019). Educational Model of Tecnologico de Monterrey, Tec 21 Tec21 (2019). Educational Model of Tecnologico de Monterrey, Tec 21
38.
Zurück zum Zitat Akela, D.: Learning together: kolb’s experimental theory and its application. J Manag Org 16(1), 100–112 (2010)CrossRef Akela, D.: Learning together: kolb’s experimental theory and its application. J Manag Org 16(1), 100–112 (2010)CrossRef
39.
Zurück zum Zitat Garcia, N. Guajardo, B. Valenzuela J. (2017). Blueprint de un Sistema de Innovación Educativa en las Instituciones de Educación Superior: El Caso del Tecnológico de Monterrey y su Modelo al 2021. 4º Congreso Internacional de Innovacion Educativa, Monterrey, México Garcia, N. Guajardo, B. Valenzuela J. (2017). Blueprint de un Sistema de Innovación Educativa en las Instituciones de Educación Superior: El Caso del Tecnológico de Monterrey y su Modelo al 2021. 4º Congreso Internacional de Innovacion Educativa, Monterrey, México
40.
Zurück zum Zitat Bridgstock, R., Tippet, N.: Higher Education and the Future of Graduate Employability. Edward Elgar Publishing Limited, Cheltenham (2019)CrossRef Bridgstock, R., Tippet, N.: Higher Education and the Future of Graduate Employability. Edward Elgar Publishing Limited, Cheltenham (2019)CrossRef
Metadaten
Titel
A data analytics approach to contrast the performance of teaching (only) vs. research professors
verfasst von
Mario D. Chavez
Héctor G. Ceballos
Francisco J. Cantu-Ortiz
Publikationsdatum
28.09.2020
Verlag
Springer Paris
Erschienen in
International Journal on Interactive Design and Manufacturing (IJIDeM) / Ausgabe 4/2020
Print ISSN: 1955-2513
Elektronische ISSN: 1955-2505
DOI
https://doi.org/10.1007/s12008-020-00713-5

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