{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,2]],"date-time":"2026-03-02T10:54:31Z","timestamp":1772448871584,"version":"3.50.1"},"reference-count":25,"publisher":"Walter de Gruyter GmbH","issue":"2","license":[{"start":{"date-parts":[[2018,5,1]],"date-time":"2018-05-01T00:00:00Z","timestamp":1525132800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,6,22]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec id=\"j_jdis-2018-0009_s_006_w2aab3b7b4b1b6b1aab1c17b1Aa\">\n                    <jats:title id=\"d375221e12734_w2aab3b7b4b1b6b1aab1c17b1aAa\">Purpose<\/jats:title>\n                    <jats:p>Compared with traditional course materials used in the classroom, the massive open online course (MOOC) forum that delivers unlimited learning content to students has various advantages. Yet MOOC has also received criticism recently, notably the problem of extremely low participation rates in its discussion forums. This study aims to explore the correlation between forum activity and student course grade in MOOC, and identify more accurately the forum activity levels of participants and the quality of threads in MOOC.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"j_jdis-2018-0009_s_007_w2aab3b7b4b1b6b1aab1c17b2Aa\">\n                    <jats:title id=\"d375221e12743_w2aab3b7b4b1b6b1aab1c17b2aAa\">Design\/Methodology\/Approach<\/jats:title>\n                    <jats:p>We crawled students\u2019 tests, final exams, exercises, discussions performance data and total scores from a course in Chinese College MOOC from May 2014 to August 2014. And we use the data to analyze the correlation between Forum Participation and Course Performance based on nonparametric tests as well as multiple linear regressions with the software of R. The study provides definitions and algorithms of super degrees based on the supernetwork model to help find high-quality threads and active participants.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"j_jdis-2018-0009_s_008_w2aab3b7b4b1b6b1aab1c17b3Aa\">\n                    <jats:title id=\"d375221e12752_w2aab3b7b4b1b6b1aab1c17b3aAa\">Findings<\/jats:title>\n                    <jats:p>A positive correlation between forum activity and course grade is found in this study. Students who participate in the forum have better performance than those who do not. Using the definitions and algorithms of super degrees in the supernetwork, forum activity levels of participants as well as the quality of threads they employ are identified.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"j_jdis-2018-0009_s_009_w2aab3b7b4b1b6b1aab1c17b4Aa\">\n                    <jats:title id=\"d375221e12761_w2aab3b7b4b1b6b1aab1c17b4aAa\">Research limitation<\/jats:title>\n                    <jats:p>Only limited representative forum participants and threads are used to analyze the activity level and significance of the MOOC forum. Also, the study only investigates one Chinese course on information retrieval. More data and more data sources could be helpful in better understanding the MOOC forum phenomenon.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"j_jdis-2018-0009_s_010_w2aab3b7b4b1b6b1aab1c17b5Aa\">\n                    <jats:title id=\"d375221e12771_w2aab3b7b4b1b6b1aab1c17b5aAa\">Practical implications<\/jats:title>\n                    <jats:p>As super degrees can reveal more latent information and recognize high-quality threads as well as active participants, these parameters can be used to assess needs to improve forum settings and alleviate the problem of low forum participation. The proposed super degrees can be applied in social network domains for further research.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"j_jdis-2018-0009_s_011_w2aab3b7b4b1b6b1aab1c17b6Aa\">\n                    <jats:title id=\"d375221e12780_w2aab3b7b4b1b6b1aab1c17b6aAa\">Originality\/Value<\/jats:title>\n                    <jats:p>Definitions and algorithms of super degrees are provided and used for forum analysis. Super degrees can be applied to find high-quality threads and active participants, which is beneficial to guide students to participate in these high-quality threads and have a better understanding of knowledge MOOC provides.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2478\/jdis-2018-0009","type":"journal-article","created":{"date-parts":[[2018,6,23]],"date-time":"2018-06-23T20:31:15Z","timestamp":1529785875000},"page":"62-77","source":"Crossref","is-referenced-by-count":7,"title":["Is Participating in MOOC Forums Important for Students? A Data-driven Study from the Perspective of the Supernetwork"],"prefix":"10.2478","volume":"3","author":[{"given":"Chaocheng","family":"He","sequence":"first","affiliation":[{"name":"School of Information Management , Center for E-commerce Research and Development , Wuhan University, Luojia Mountain , Wuhan , 430072 , China"}]},{"given":"Panhao","family":"Ma","sequence":"additional","affiliation":[{"name":"School of Information Management , Center for E-commerce Research and Development , Wuhan University, Luojia Mountain , Wuhan , 430072 , China"}]},{"given":"Lusha","family":"Zhou","sequence":"additional","affiliation":[{"name":"School of Information Management , Center for E-commerce Research and Development , Wuhan University, Luojia Mountain , Wuhan , 430072 , China"}]},{"given":"Jiang","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Information Management , Center for E-commerce Research and Development , Wuhan University, Luojia Mountain , Wuhan , 430072 , China"}]}],"member":"374","published-online":{"date-parts":[[2018,6,22]]},"reference":[{"key":"2026030209584380696_j_jdis-2018-0009_ref_001_w2aab3b7b4b1b6b1ab1b7b1Aa","doi-asserted-by":"crossref","unstructured":"Alario-Hoyos, C., Perez-Sanagustin, M., Delgado-Kloos, C., Parada, G., H.A., & Munoz-Organero, M. (2014). Delving into participants\u2019 profiles and use of social tools in MOOCs. IEEE Transactions on Learning Technologies, 7(3), 260\u2013266.","DOI":"10.1109\/TLT.2014.2311807"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_002_w2aab3b7b4b1b6b1ab1b7b2Aa","doi-asserted-by":"crossref","unstructured":"Anderson, A., Huttenlocher, D., Kleinberg, J., & Leskovec, J. (2014). Engaging with massive online courses. In the Proceedings of the 23rd International Conference on World Wide Web. (pp. 687\u2013698). Seoul, Korea.","DOI":"10.1145\/2566486.2568042"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_003_w2aab3b7b4b1b6b1ab1b7b3Aa","unstructured":"Belanger, Y., & Thornton, J. (2013). Bioelectricity: A Quantitative Approach\u2014Duke University\u2019s First MOOC. Inorganic Materials, 38(2), 522\u2013526."},{"key":"2026030209584380696_j_jdis-2018-0009_ref_004_w2aab3b7b4b1b6b1ab1b7b4Aa","unstructured":"Berge, C., & Minieka, E. (1973). Graphs and hypergraphs (Vol. 7): North-Holland publishing company Amsterdam."},{"key":"2026030209584380696_j_jdis-2018-0009_ref_005_w2aab3b7b4b1b6b1ab1b7b5Aa","unstructured":"Breslow, L., Pritchard, D.E., DeBoer, J., Stump, G.S., Ho, A.D., & Seaton, D.T. (2013). Studying learning in the worldwide classroom: Research into edX\u2019s first MOOC. Research & Practice in Assessment, 8, 13\u201325."},{"key":"2026030209584380696_j_jdis-2018-0009_ref_006_w2aab3b7b4b1b6b1ab1b7b6Aa","doi-asserted-by":"crossref","unstructured":"Daniel, J. (2012). Making sense of MOOCs: Musings in a maze of myth, paradox and possibility. Journal of Interactive Media in Education, 2012(3).","DOI":"10.5334\/2012-18"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_007_w2aab3b7b4b1b6b1ab1b7b7Aa","doi-asserted-by":"crossref","unstructured":"Downes, S. (2010). New technology supporting informal learning. Journal of Emerging Technologies in Web Intelligence, 2(1), 27\u201333.","DOI":"10.4304\/jetwi.2.1.27-33"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_008_w2aab3b7b4b1b6b1ab1b7b8Aa","doi-asserted-by":"crossref","unstructured":"Edmunds, A., & Morris, A. (2000). The problem of information overload in business organisations: A review of the literature. International Journal of Information Management, 20(1), 17\u201328.","DOI":"10.1016\/S0268-4012(99)00051-1"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_009_w2aab3b7b4b1b6b1ab1b7b9Aa","doi-asserted-by":"crossref","unstructured":"Engle, D., Mankoff, C., & Carbrey, J. (2015). Coursera\u2019s introductory human physiology course: Factors that characterize successful completion of a MOOC. The International Review of Research in Open and Distance Learning, 16(2), 46\u201368.","DOI":"10.19173\/irrodl.v16i2.2010"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_010_w2aab3b7b4b1b6b1ab1b7c10Aa","doi-asserted-by":"crossref","unstructured":"Gillani, N., & Eynon, R. (2014). Communication patterns in massively open online courses. Internet & Higher Education, 23(5), 18\u201326.","DOI":"10.1016\/j.iheduc.2014.05.004"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_011_w2aab3b7b4b1b6b1ab1b7c11Aa","doi-asserted-by":"crossref","unstructured":"Ho, A.D., Reich, J., Nesterko, S.O., Seaton, D.T., Mullaney, T., Waldo, J., & Chuang, I. (2014). HarvardX and MITx: The first year of open online courses, Fall 2012\u2013Summer 2013.","DOI":"10.2139\/ssrn.2381263"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_012_w2aab3b7b4b1b6b1ab1b7c12Aa","doi-asserted-by":"crossref","unstructured":"Huang, J., Dasgupta, A., Ghosh, A., Manning, J., & Sanders, M. (2014). Superposter behavior in MOOC forums.In the Proceedings of the 1st ACM Conference on Learning@scale (pp. 117\u2013126). Atlanta, Georgia.","DOI":"10.1145\/2556325.2566249"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_013_w2aab3b7b4b1b6b1ab1b7c13Aa","doi-asserted-by":"crossref","unstructured":"Hull, D.M., & Saxon, T.F. (2009). Negotiation of meaning and co-construction of knowledge: An experimental analysis of asynchronous online instruction. Computers & Education, 52(3), 624\u2013639.","DOI":"10.1016\/j.compedu.2008.11.005"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_014_w2aab3b7b4b1b6b1ab1b7c14Aa","doi-asserted-by":"crossref","unstructured":"Kellogg, S., Booth, S., & Oliver, K. (2014). A Social network perspective on peer supported learning in MOOCs for educators. International Review of Research in Open & Distance Learning, 15(5), 263\u2013289.","DOI":"10.19173\/irrodl.v15i5.1852"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_015_w2aab3b7b4b1b6b1ab1b7c15Aa","doi-asserted-by":"crossref","unstructured":"Kizilcec, R.F., Piech, C., & Schneider, E. (2013). Deconstructing disengagement: Analyzing learner subpopulations in massive open online courses. In the Proceedings of the 3rd International Conference on Learning Analytics & Knowledge(pp. 170\u2013179).","DOI":"10.1145\/2460296.2460330"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_016_w2aab3b7b4b1b6b1ab1b7c16Aa","unstructured":"Leuven, Belgium McAuley, A., Stewart, B., Siemens, G., & Cormier, D. (2010). The MOOC model for digital practice. Retrieved from https:\/\/oerknowledgecloud.org\/sites\/oerknowledgecloud.org\/files\/MOOC_Final.pdf"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_017_w2aab3b7b4b1b6b1ab1b7c17Aa","doi-asserted-by":"crossref","unstructured":"Nagurney, A., & Dong, J. (2002). Supernetworks: Decision-making for the information age. Northampton, MA: Elgar Edward Publishing, Inc.","DOI":"10.4337\/9781035352425"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_018_w2aab3b7b4b1b6b1ab1b7c18Aa","doi-asserted-by":"crossref","unstructured":"Rossi, L., & Gnawali, O. (2014). Language independent analysis and classification of discussion threads in Coursera MOOC forums. In the Proceedings of the IEEE 15th International Conference on Information reuse and Integration. San Francisco, CA.","DOI":"10.1109\/IRI.2014.7051952"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_019_w2aab3b7b4b1b6b1ab1b7c19Aa","unstructured":"Sheffi, Y. (1985). Urban transportation network. Equilibrium analysis with mathematical programming methods. Upper Saddle River, NJ: Prentice Hall."},{"key":"2026030209584380696_j_jdis-2018-0009_ref_020_w2aab3b7b4b1b6b1ab1b7c20Aa","unstructured":"Siemens, G. (2014). Connectivism: A learning theory for the digital age. Retrieved from http:\/\/www.elearnspace.org\/Articles\/connectivism.htm"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_021_w2aab3b7b4b1b6b1ab1b7c21Aa","unstructured":"Stump, G.S., Deboer, J., Whittinghill, J., & Breslow, L. (2013). Development of a framework to classify mooc discussion forum posts: Methodology and challenges. In the Proceedings of NIPS Workshop on Data Driven Education."},{"key":"2026030209584380696_j_jdis-2018-0009_ref_022_w2aab3b7b4b1b6b1ab1b7c22Aa","unstructured":"Yang, D., Sinha, T., Adamson, D., & Rose, C.P. (2013). \u201cTurn on, Tune in, Drop out\u201d: Anticipating student dropouts in Massive Open Online Courses. In the Proceedings of NIPS Workshop on Data Driven Education."},{"key":"2026030209584380696_j_jdis-2018-0009_ref_023_w2aab3b7b4b1b6b1ab1b7c23Aa","unstructured":"Yang, D., Wen, M., & Rose, C. (2014). Peer influence on attrition in massively open online courses. In the Proceedings of 7th International Conference on Educational Data Mining."},{"key":"2026030209584380696_j_jdis-2018-0009_ref_024_w2aab3b7b4b1b6b1ab1b7c24Aa","doi-asserted-by":"crossref","unstructured":"Zhan, Z., Fong, P.S.W., Mei, H., Chang, X., Liang, T., & Ma, Z. (2015). Sustainability education in massive open online courses: A content analysis approach. Sustainability, 7(3), 2274\u20132300.","DOI":"10.3390\/su7032274"},{"key":"2026030209584380696_j_jdis-2018-0009_ref_025_w2aab3b7b4b1b6b1ab1b7c25Aa","doi-asserted-by":"crossref","unstructured":"Zhao, H., Sullivan, K.P., & Mellenius, I. (2014). Participation, interaction and social presence: An exploratory study of collaboration in online peer review groups. British Journal of Educational Technology, 45(5), 807\u2013819.","DOI":"10.1111\/bjet.12094"}],"container-title":["Journal of Data and Information Science"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/content.sciendo.com\/view\/journals\/jdis\/3\/2\/article-p62.xml","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.degruyterbrill.com\/document\/doi\/10.2478\/jdis-2018-0009\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.degruyterbrill.com\/document\/doi\/10.2478\/jdis-2018-0009\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,2]],"date-time":"2026-03-02T09:59:06Z","timestamp":1772445546000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.degruyterbrill.com\/document\/doi\/10.2478\/jdis-2018-0009\/html"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,5,1]]},"references-count":25,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2018,6,22]]},"published-print":{"date-parts":[[2018,6,22]]}},"alternative-id":["10.2478\/jdis-2018-0009"],"URL":"https:\/\/doi.org\/10.2478\/jdis-2018-0009","relation":{},"ISSN":["2543-683X"],"issn-type":[{"value":"2543-683X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,5,1]]}}}