Résumés
Abstract
This study involved 51 Chinese universities from the Quacquarelli Symonds (QS) World University Ranking 2021. With based the resource-based view (RBV) as a framework, it aimed to identify the determinants of human resource capital that were related to universities’ production of MOOCs. Three determinants were detected—size, lifelong learning, and proximity to the political centre. Both size and proximity to the political centre proved to be significant. The findings provide timely implications for university managers and suggest that the variety of management spaces be expanded to increase the portfolio of high-quality Chinese universities that facilitate the production of MOOCs. In addition, universities should increase their proximity awareness to remedy the disadvantages of uneven resource allocation due to geographical proximity.
Keywords:
- MOOCs,
- resource-based view,
- knowledge management,
- proximity
Parties annexes
Bibliography
- Ahmad, I., Dar, M. A., Fenta, A., Halefom, A., Nega, H., Andualem, T. G., & Teshome, A. (2021). Spatial configuration of groundwater potential zones using OLS regression method. Journal of African Earth Sciences, 177, 104147. http://doi:10.1016/j.jafrearsci.2021.104147
- Barney, J., Wright, M., & Ketchen, D. J., Jr. (2001). The resource-based view of the firm: Ten years after 1991. Journal of Management, 27(6), 625–641. https://doi.org/10.1177/014920630102700601
- Barnová, S., & Krásna, S. (2018). Academic procrastination–One of the barriers in lifelong learning. R&E-SOURCE. https://www.researchgate.net/profile/Silvia-Barnova-2/publication/330345583_Academic_Procrastination_-_One_of_the_Barriers_in_Lifelong_Learning/links/5c3a12ed458515a4c720ce27/Academic-Procrastination-One-of-the-Barriers-in-Lifelong-Learning.pdf
- Battisti, E., Nirino, N., Leonidou, E., & Thrassou, A. (2022). Corporate venture capital and CSR performance: An extended resource based view’s perspective. Journal of Business Research, 139, 1058–1066. https://doi.org/10.1016/j.jbusres.2021.10.054
- Boschma, R. (2005). Proximity and innovation: A critical assessment. Regional Studies, 39(1), 61–74. https://doi.org/10.1080/0034340052000320887
- Brooks, R., & Everett, G. (2008). The impact of higher education on lifelong learning. International Journal of Lifelong Education, 27(3), 239–254. https://doi.org/10.1080/02601370802047759
- Carr, A. S., & Pearson, J. N. (1999). Strategically managed buyer-supplier relationships and performance outcomes. Journal of Operations Management, 17(5), 497-519. https://doi.org/10.1016/S0272-6963(99)00007-8
- Chatterton, P., & Goddard, J. (2000). The response of higher education institutions to regional needs. European Journal of Education, 35(4), 475–496. https://doi.org/10.1111/1467-3435.00041
- Chen, S., McAlpine, L., & Amundsen, C. (2015). Postdoctoral positions as preparation for desired careers: A narrative approach to understanding postdoctoral experience. Higher Education Research & Development, 34(6), 1083–1096. https://doi.org/10.1080/07294360.2015.1024633
- Christensen, P. H., & Pedersen, T. (2018). The dual influences of proximity on knowledge sharing. Journal of Knowledge Management, 22(8), 1782–1802. https://doi.org/10.1108/JKM-03-2018-0211
- Chuang, I., & Ho, A. (2016). HarvardX and MITx: Four years of open online courses (fall 2012 to summer 2016). http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2889436
- Costello, A. B., & Osborne, J. (2005). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical Assessment, Research, and Evaluation, 10(1), 7. https://doi.org/10.7275/jyj1-4868
- De Wit, H., & Altbach, P. G. (2021). Internationalization in higher education: Global trends and recommendations for its future. Policy Reviews in Higher Education, 5(1), 28–46. https://doi.org/10.1080/23322969.2020.1820898
- Funk, R. J. (2014). Making the most of where you are: Geography, networks, and innovation in organizations. Academy of Management Journal, 57(1), 193–222. https://www.jstor.org/stable/43589253
- Gallo, P. J., & Christensen, L. J. (2011). Firm size matters: An empirical investigation of organizational size and ownership on sustainability-related behaviors. Business & Society, 50(2), 315–349. https://doi.org/10.1177/0007650311398784
- Hair, J. J., Jr., Tatham, R. J., Anderson, R. E., & Black, W. (2003). Multivariate data analysis (5th ed.). Pearson.
- Hong, Y., Hammad, A. W., & Akbarnezhad, A. (2019). Impact of organization size and project type on BIM adoption in the Chinese construction market. Construction Management and Economics, 37(11), 675–691. https://doi.org/10.1080/01446193.2019.1575515
- Hörisch, J., Johnson, M. P., & Schaltegger, S. (2015). Implementation of sustainability management and company size: A knowledge‐based view. Business Strategy and the Environment, 24(8), 765–779. https://doi.org/10.1002/bse.1844
- Howarth, J., D’Alessandro, S., Johnson, L., & White, L. (2022). Massive open online courses and consumer goals. International Journal of Consumer Studies, 46(3), 994–1015. https://doi.org/10.1111/ijcs.12742
- Huang, H. I., & Lee, C. F. (2012). Strategic management for competitive advantage: A case study of higher technical and vocational education in Taiwan. Journal of Higher Education Policy and Management, 34(6), 611–628. https://doi.org/10.1080/1360080X.2012.727635
- Jowett, G. S., & O’Donnell, V. (2014). Propaganda and persuasion examined. In Propaganda and persuasion (pp. 179–230). Sage.
- Kaiser, H. F. (1974). An index of factorial simplicity. Psychometrika, 39(1), 31–36. https://doi.org/10.1007/BF02291575
- Karim, M. S., Nahar, S., & Demirbag, M. (2022). Resource-based perspective on ICT use and firm performance: A meta-analysis investigating the moderating role of cross-country ICT development status. Technological Forecasting and Social Change, 179, 121626. https://doi.org/10.1016/j.techfore.2022.121626
- Kashki, A., Karami, M., Zandi, R., & Roki, Z. (2021). Evaluation of the effect of geographical parameters on the formation of the land surface temperature by applying OLS and GWR: A case study Shiraz City, Iran. Urban Climate, 37, 100832. https://doi.org/10.1016/j.uclim.2021.100832
- Khanra, S., Kaur, P., Joseph, R. P., Malik, A., & Dhir, A. (2022). A resource‐based view of green innovation as a strategic firm resource: Present status and future directions. Business Strategy and the Environment, 31(4), 1395–1413. https://doi.org/10.1002/bse.2961
- Kim, C. F., Pantzalis, C., & Park, J. C. (2012). Political geography and stock returns: The value and risk implications of proximity to political power. Journal of Financial Economics, 106(1), 196–228. https://doi.org/10.1016/j.jfineco.2012.05.007
- Kumari, P. B., Singh, Y. K., Mandal, J., Shambhavi, S., Sadhu, S. K., Kumar, R., Ghosh, M., Raj, M., & Singh, M. (2021). Determination of safe limit for arsenic contaminated irrigation water using solubility free ion activity model (FIAM) and Tobit Regression Model. Chemosphere, 270, 128630. https://doi.org/10.1016/j.chemosphere.2020.128630
- Loukkola, T., Peterbauer, H., & Gover, A. (2020). Exploring higher education indicators. European University Association, 38(6), 1278–1300. https://www.modip.uoc.gr/sites/default/files/files/2020%20EUA_Exploring%20HE%20Indicators.pdf
- Lowry, R. C. (2004). Markets, governance, and university priorities: Evidence on undergraduate education and research. Economics of Governance, 5(1), 29–51. https://doi.org/10.1007/s10101-002-0056-9
- Martínez, T. L. (2013). La actividad investigadora de la universidad española en la primera década del siglo XXI: la importancia del tamaño de la Universidad [The research activity of Spanish universities in the first decade of the 21st century: the importance of university size]. Revista Española de Documentación Científica, 36(4), 36–15. https://doi.org/10.3989/redc.2013.4.1046
- McCorkle, L. S., Vestal, A., & Diamond, L. L. (2023). Preparing doctoral students in special education: What do we really know? Teacher Education and Special Education, 46(3), 185–203. https://doi.org/10.1177/08884064221134815
- Moreno-Marcos, P. M., Alario-Hoyos, C., Muñoz-Merino, P. J., & Kloos, C. D. (2018). Prediction in MOOCs: A review and future research directions. IEEE Transactions on Learning Technologies, 12(3), 384–401. https://doi.org/10.1109/TLT.2018.2856808
- Mundfrom, D. J., Shaw, D. G., & Ke, T. L. (2005). Minimum sample size recommendations for conducting factor analyses. International Journal of Testing, 5(2), 159–168. https://doi.org/10.1207/s15327574ijt0502_4
- Muscio, A., Quaglione, D., & Vallanti, G. (2013). Does government funding complement or substitute private research funding to universities? Research Policy, 42(1), 63–75. https://doi.org/10.1016/j.respol.2012.04.010
- Ogunsanya, O. A., Aigbavboa, C. O., Thwala, D. W., & Edwards, D. J. (2019). Barriers to sustainable procurement in the Nigerian construction industry: An exploratory factor analysis. International Journal of Construction Management, 22(5),1–12. https://doi.org/10.1080/15623599.2019.1658697
- Ospina-Delgado, J. E., Zorio-Grima, A., & García-Benau, M. A. (2016). Massive open online courses in higher education: A data analysis of the MOOC supply. Intangible Capital, 12(5), 1401–1450. http://dx.doi.org/10.3926/ic.798
- Rothschild, M., & White, L. J. (1991). The university in the marketplace: Some insights and some puzzles (NBER Working Paper No. w3853). https://ssrn.com/abstract=473983
- Sanders, J. S., & Wong, T. (2021). International partner selection among higher education institutions in Hong Kong, Singapore and Japan: A resource-based view. Journal of Higher Education Policy and Management, 43(2), 214–229. https://doi.org/10.1080/1360080X.2020.1774097
- Sav, G. T. (2013). Four-stage DEA efficiency evaluations: Financial reforms in public university funding. International Journal of Economics and Finance, 5(1), 24. http://dx.doi.org/10.5539/ijef.v5n1p24
- Scaffidi, A. K., & Berman, J. E. (2011). A positive postdoctoral experience is related to quality supervision and career mentoring, collaborations, networking and a nurturing research environment. Higher Education, 62(6), 685–698. https://doi.org/10.1007/s10734-011-9407-1
- Schlesselman, L., & Coleman, C. I. (2013). College and school of pharmacy characteristics associated with US News and World Report rankings. American Journal of Pharmaceutical Education, 77(3). https://doi.org/10.5688/ajpe77355
- Schlup, Y., & Brunner, T. (2018). Prospects for insects as food in Switzerland: A Tobit regression. Food Quality and Preference, 64, 37–46. https://doi.org/10.1016/j.foodqual.2017.10.010
- Tang, H., & Carr-Chellman, A. (2016). Massive open online courses and educational equality in China: A qualitative inquiry. Journal of Educational Technology Development and Exchange, 9(1), 4. https://doi.org/10.18785/jetde.0901.04
- Taşçı, G., & Titrek, O. (2019). Evaluation of lifelong learning centers in higher education: A sustainable leadership perspective. Sustainability, 12(1), 22. https://doi.org/10.3390/su12010022
- Tobin, J. (1958). Estimation of relationships for limited dependent variables. Econometrica: Journal of the Econometric Society, 26(1), 24–36. https://doi.org/10.2307/1907382
- Valaei, N., Rezaei, S., Bressolles, G., & Dent, M. M. (2022). Indispensable components of creativity, innovation, and FMCG companies’ competitive performance: A resource-based view (RBV) of the firm. Asia-Pacific Journal of Business Administration, 14(1), 1–26. https://doi.org/10.1108/APJBA-11-2020-0420
- Wang, K. (2023). The perception and behavioral intention toward MOOCs: Undergraduates in China. The International Review of Research in Open and Distributed Learning, 24(1), 22–46. https://doi.org/10.19173/irrodl.v24i1.6677
- Wang, K., van Hemmen, S. F., & Criado, J. R. (2022). The behavioural intention to use MOOCs by undergraduate students: Incorporating TAM with TPB. International Journal of Educational Management, 36(7), 1321–1342. https://doi.org/10.1108/IJEM-11-2021-0446
- Welter, F. (2011). Contextualizing entrepreneurship: Conceptual challenges and ways forward. Entrepreneurship Theory and Practice, 35(1), 165–184. https://doi.org/10.1111/j.1540-6520.2010.00427.x
- Wernerfelt, B. (1989). From critical resources to corporate strategy. Journal of General Management, 14(3), 4–12. https://doi.org/10.1177/030630708901400301
- Williams, S. D. (2014). A strategic resource-based view of higher education institutions’ resources. International Journal of Business and Social Science, 5(12). https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=0232ba7c2d67ce04cb86b9c833ccad2115884bd7
- Worthington, A. C., & Higgs, H. (2011). Economies of scale and scope in Australian higher education. Higher Education, 61(4), 387–414. https://www.jstor.org/stable/41477803
- Zakharova, U. S. (2019). Online course production and university internationalization: Correlation analysis. In European MOOCs Stakeholders Summit (pp. 102–107). Springer. https://doi.org/10.1007/978-3-030-19875-6_12
- Zheng, Q., Chen, L., & Burgos, D. (2018). The development of MOOCs in China. Springer.
- Zheng, Y., & Yang, R. Y. (2017). The rise of MOOCs: The literature review of research progress and hot spots of MOOCs education in mainland China. Eurasia Journal of Mathematics, Science and Technology Education, 13(9), 6165–6174. https://doi.org/10.12973/eurasia.2017.01056a