Visualizing the learning patterns of topic-based social interaction in online discussion forums: an exploratory study
Online discussion forums are common features of learning management systems; they allow teachers to engage students in topical discussions in environments beyond physical spaces. This study presents a novel approach to operationalizing the connections between social interaction and contextual topics...
Gespeichert in:
Veröffentlicht in: | Educational technology research and development 2021-10, Vol.69 (5), p.2813-2843 |
---|---|
Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 2843 |
---|---|
container_issue | 5 |
container_start_page | 2813 |
container_title | Educational technology research and development |
container_volume | 69 |
creator | Wong, Gary K. W. Li, Yiu Keung Lai, Xiaoyan |
description | Online discussion forums are common features of learning management systems; they allow teachers to engage students in topical discussions in environments beyond physical spaces. This study presents a novel approach to operationalizing the connections between social interaction and contextual topics by visualizing posts in an online discussion forum. Using the weak ties theory, we developed a prototype of a tool that helps visualize the text-based content in online discussion forums, specifically in terms of topic relationships and student interactions. This research unveils a nuanced picture of social and topic connectivity, the nature of social interactions, and the changes in the topics being discussed when serendipity occurs. Our implementation of the tool and the results from testing show that the visualization method was able to determine that the strongly connected major topics in the discussion were related to the intended course learning outcomes, whereas the weakly connected topics could yield insights into students’ unexpected learning. The proposed method of visualization may benefit both teachers and students by helping them to efficiently the learning and teaching process and thus may contribute to formative assessment design, a collaborative learning process, and unexpected learning. |
doi_str_mv | 10.1007/s11423-021-10040-5 |
format | Article |
fullrecord | <record><control><sourceid>gale_proqu</sourceid><recordid>TN_cdi_proquest_journals_2594897343</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><galeid>A713963725</galeid><ericid>EJ1316651</ericid><sourcerecordid>A713963725</sourcerecordid><originalsourceid>FETCH-LOGICAL-c380t-1687ff877107282d2c936b7f9a8e14d2f3dfc37a1b03b7741cb1423916e43b983</originalsourceid><addsrcrecordid>eNp9UUFP3jAMraYhjcH-wCSkSDuXxUmbtNwQgjGEtMvYNUrT5COoX1LiVNrHr1-6ou1Gcojt5-fYflX1Geg5UCq_IkDDeE0Z1MVvaN2-q46hbUUtWgrvi00bVoNg_YfqI-ITLUeK7rhafnlc9ORffNiR_GjJZHUKqzPrnG0KSKIjOc7e1INGOxKMxuuJ-FBQbbKPodgkhskHS0aPZkFcgy6mZY8XRAdif89TTDrHdCCYl_FwWh05PaH99PqeVA831z-vbuv7H9--X13e14Z3NJd-O-lcJyVQyTo2MtNzMUjX685CMzLHR2e41DBQPkjZgBnWNfQgbMOHvuMn1Zet7pzi82Ixq6e4pFC-VKztm66XvOEl63zL2unJKh9czGWycke79yYG63yJX0rgveCStYXANoJJETFZp-bk9zodFFC16qE2PVTRQ_3VQ62ks41kkzf_CNd3wEGIFgrONxwLFnY2_e_1jap_AFIcmCA</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2594897343</pqid></control><display><type>article</type><title>Visualizing the learning patterns of topic-based social interaction in online discussion forums: an exploratory study</title><source>SpringerNature Journals</source><source>EBSCOhost Education Source</source><creator>Wong, Gary K. W. ; Li, Yiu Keung ; Lai, Xiaoyan</creator><creatorcontrib>Wong, Gary K. W. ; Li, Yiu Keung ; Lai, Xiaoyan</creatorcontrib><description>Online discussion forums are common features of learning management systems; they allow teachers to engage students in topical discussions in environments beyond physical spaces. This study presents a novel approach to operationalizing the connections between social interaction and contextual topics by visualizing posts in an online discussion forum. Using the weak ties theory, we developed a prototype of a tool that helps visualize the text-based content in online discussion forums, specifically in terms of topic relationships and student interactions. This research unveils a nuanced picture of social and topic connectivity, the nature of social interactions, and the changes in the topics being discussed when serendipity occurs. Our implementation of the tool and the results from testing show that the visualization method was able to determine that the strongly connected major topics in the discussion were related to the intended course learning outcomes, whereas the weakly connected topics could yield insights into students’ unexpected learning. The proposed method of visualization may benefit both teachers and students by helping them to efficiently the learning and teaching process and thus may contribute to formative assessment design, a collaborative learning process, and unexpected learning.</description><identifier>ISSN: 1042-1629</identifier><identifier>EISSN: 1556-6501</identifier><identifier>DOI: 10.1007/s11423-021-10040-5</identifier><language>eng</language><publisher>New York: Springer US</publisher><subject>Computer Mediated Communication ; Cooperative Learning ; Course Content ; Data mining ; Development Article ; Discussion (Teaching Technique) ; Education ; Educational Technology ; Formative Evaluation ; Group Discussion ; Integrated Learning Systems ; Interaction ; Interpersonal Relationship ; Learner Engagement ; Learning and Instruction ; Learning management systems ; Learning Processes ; Management Systems ; Social interaction ; Social networks ; Teaching Methods ; Technology Uses in Education ; Visual Aids ; Visualization</subject><ispartof>Educational technology research and development, 2021-10, Vol.69 (5), p.2813-2843</ispartof><rights>Association for Educational Communications and Technology 2021</rights><rights>COPYRIGHT 2021 Springer</rights><rights>Association for Educational Communications and Technology 2021.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c380t-1687ff877107282d2c936b7f9a8e14d2f3dfc37a1b03b7741cb1423916e43b983</citedby><cites>FETCH-LOGICAL-c380t-1687ff877107282d2c936b7f9a8e14d2f3dfc37a1b03b7741cb1423916e43b983</cites><orcidid>0000-0001-5943-8961</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s11423-021-10040-5$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s11423-021-10040-5$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,41488,42557,51319</link.rule.ids><backlink>$$Uhttp://eric.ed.gov/ERICWebPortal/detail?accno=EJ1316651$$DView record in ERIC$$Hfree_for_read</backlink></links><search><creatorcontrib>Wong, Gary K. W.</creatorcontrib><creatorcontrib>Li, Yiu Keung</creatorcontrib><creatorcontrib>Lai, Xiaoyan</creatorcontrib><title>Visualizing the learning patterns of topic-based social interaction in online discussion forums: an exploratory study</title><title>Educational technology research and development</title><addtitle>Education Tech Research Dev</addtitle><description>Online discussion forums are common features of learning management systems; they allow teachers to engage students in topical discussions in environments beyond physical spaces. This study presents a novel approach to operationalizing the connections between social interaction and contextual topics by visualizing posts in an online discussion forum. Using the weak ties theory, we developed a prototype of a tool that helps visualize the text-based content in online discussion forums, specifically in terms of topic relationships and student interactions. This research unveils a nuanced picture of social and topic connectivity, the nature of social interactions, and the changes in the topics being discussed when serendipity occurs. Our implementation of the tool and the results from testing show that the visualization method was able to determine that the strongly connected major topics in the discussion were related to the intended course learning outcomes, whereas the weakly connected topics could yield insights into students’ unexpected learning. The proposed method of visualization may benefit both teachers and students by helping them to efficiently the learning and teaching process and thus may contribute to formative assessment design, a collaborative learning process, and unexpected learning.</description><subject>Computer Mediated Communication</subject><subject>Cooperative Learning</subject><subject>Course Content</subject><subject>Data mining</subject><subject>Development Article</subject><subject>Discussion (Teaching Technique)</subject><subject>Education</subject><subject>Educational Technology</subject><subject>Formative Evaluation</subject><subject>Group Discussion</subject><subject>Integrated Learning Systems</subject><subject>Interaction</subject><subject>Interpersonal Relationship</subject><subject>Learner Engagement</subject><subject>Learning and Instruction</subject><subject>Learning management systems</subject><subject>Learning Processes</subject><subject>Management Systems</subject><subject>Social interaction</subject><subject>Social networks</subject><subject>Teaching Methods</subject><subject>Technology Uses in Education</subject><subject>Visual Aids</subject><subject>Visualization</subject><issn>1042-1629</issn><issn>1556-6501</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>8G5</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><sourceid>GUQSH</sourceid><sourceid>M2O</sourceid><recordid>eNp9UUFP3jAMraYhjcH-wCSkSDuXxUmbtNwQgjGEtMvYNUrT5COoX1LiVNrHr1-6ou1Gcojt5-fYflX1Geg5UCq_IkDDeE0Z1MVvaN2-q46hbUUtWgrvi00bVoNg_YfqI-ITLUeK7rhafnlc9ORffNiR_GjJZHUKqzPrnG0KSKIjOc7e1INGOxKMxuuJ-FBQbbKPodgkhskHS0aPZkFcgy6mZY8XRAdif89TTDrHdCCYl_FwWh05PaH99PqeVA831z-vbuv7H9--X13e14Z3NJd-O-lcJyVQyTo2MtNzMUjX685CMzLHR2e41DBQPkjZgBnWNfQgbMOHvuMn1Zet7pzi82Ixq6e4pFC-VKztm66XvOEl63zL2unJKh9czGWycke79yYG63yJX0rgveCStYXANoJJETFZp-bk9zodFFC16qE2PVTRQ_3VQ62ks41kkzf_CNd3wEGIFgrONxwLFnY2_e_1jap_AFIcmCA</recordid><startdate>20211001</startdate><enddate>20211001</enddate><creator>Wong, Gary K. W.</creator><creator>Li, Yiu Keung</creator><creator>Lai, Xiaoyan</creator><general>Springer US</general><general>Springer</general><general>Springer Nature B.V</general><scope>7SW</scope><scope>BJH</scope><scope>BNH</scope><scope>BNI</scope><scope>BNJ</scope><scope>BNO</scope><scope>ERI</scope><scope>PET</scope><scope>REK</scope><scope>WWN</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>0-V</scope><scope>3V.</scope><scope>7XB</scope><scope>88B</scope><scope>88G</scope><scope>8A4</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ALSLI</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>CJNVE</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>M0P</scope><scope>M2M</scope><scope>M2O</scope><scope>MBDVC</scope><scope>PQEDU</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PSYQQ</scope><scope>Q9U</scope><scope>S0X</scope><orcidid>https://orcid.org/0000-0001-5943-8961</orcidid></search><sort><creationdate>20211001</creationdate><title>Visualizing the learning patterns of topic-based social interaction in online discussion forums: an exploratory study</title><author>Wong, Gary K. W. ; Li, Yiu Keung ; Lai, Xiaoyan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c380t-1687ff877107282d2c936b7f9a8e14d2f3dfc37a1b03b7741cb1423916e43b983</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Computer Mediated Communication</topic><topic>Cooperative Learning</topic><topic>Course Content</topic><topic>Data mining</topic><topic>Development Article</topic><topic>Discussion (Teaching Technique)</topic><topic>Education</topic><topic>Educational Technology</topic><topic>Formative Evaluation</topic><topic>Group Discussion</topic><topic>Integrated Learning Systems</topic><topic>Interaction</topic><topic>Interpersonal Relationship</topic><topic>Learner Engagement</topic><topic>Learning and Instruction</topic><topic>Learning management systems</topic><topic>Learning Processes</topic><topic>Management Systems</topic><topic>Social interaction</topic><topic>Social networks</topic><topic>Teaching Methods</topic><topic>Technology Uses in Education</topic><topic>Visual Aids</topic><topic>Visualization</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wong, Gary K. W.</creatorcontrib><creatorcontrib>Li, Yiu Keung</creatorcontrib><creatorcontrib>Lai, Xiaoyan</creatorcontrib><collection>ERIC</collection><collection>ERIC (Ovid)</collection><collection>ERIC</collection><collection>ERIC</collection><collection>ERIC (Legacy Platform)</collection><collection>ERIC( SilverPlatter )</collection><collection>ERIC</collection><collection>ERIC PlusText (Legacy Platform)</collection><collection>Education Resources Information Center (ERIC)</collection><collection>ERIC</collection><collection>CrossRef</collection><collection>ProQuest Social Sciences Premium Collection</collection><collection>ProQuest Central (Corporate)</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Education Database (Alumni Edition)</collection><collection>Psychology Database (Alumni)</collection><collection>Education Periodicals</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>Social Science Premium Collection</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>Education Collection</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Research Library Prep</collection><collection>Education Database</collection><collection>Psychology Database</collection><collection>Research Library</collection><collection>Research Library (Corporate)</collection><collection>ProQuest One Education</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest One Psychology</collection><collection>ProQuest Central Basic</collection><collection>SIRS Editorial</collection><jtitle>Educational technology research and development</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wong, Gary K. W.</au><au>Li, Yiu Keung</au><au>Lai, Xiaoyan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><ericid>EJ1316651</ericid><atitle>Visualizing the learning patterns of topic-based social interaction in online discussion forums: an exploratory study</atitle><jtitle>Educational technology research and development</jtitle><stitle>Education Tech Research Dev</stitle><date>2021-10-01</date><risdate>2021</risdate><volume>69</volume><issue>5</issue><spage>2813</spage><epage>2843</epage><pages>2813-2843</pages><issn>1042-1629</issn><eissn>1556-6501</eissn><abstract>Online discussion forums are common features of learning management systems; they allow teachers to engage students in topical discussions in environments beyond physical spaces. This study presents a novel approach to operationalizing the connections between social interaction and contextual topics by visualizing posts in an online discussion forum. Using the weak ties theory, we developed a prototype of a tool that helps visualize the text-based content in online discussion forums, specifically in terms of topic relationships and student interactions. This research unveils a nuanced picture of social and topic connectivity, the nature of social interactions, and the changes in the topics being discussed when serendipity occurs. Our implementation of the tool and the results from testing show that the visualization method was able to determine that the strongly connected major topics in the discussion were related to the intended course learning outcomes, whereas the weakly connected topics could yield insights into students’ unexpected learning. The proposed method of visualization may benefit both teachers and students by helping them to efficiently the learning and teaching process and thus may contribute to formative assessment design, a collaborative learning process, and unexpected learning.</abstract><cop>New York</cop><pub>Springer US</pub><doi>10.1007/s11423-021-10040-5</doi><tpages>31</tpages><orcidid>https://orcid.org/0000-0001-5943-8961</orcidid></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1042-1629 |
ispartof | Educational technology research and development, 2021-10, Vol.69 (5), p.2813-2843 |
issn | 1042-1629 1556-6501 |
language | eng |
recordid | cdi_proquest_journals_2594897343 |
source | SpringerNature Journals; EBSCOhost Education Source |
subjects | Computer Mediated Communication Cooperative Learning Course Content Data mining Development Article Discussion (Teaching Technique) Education Educational Technology Formative Evaluation Group Discussion Integrated Learning Systems Interaction Interpersonal Relationship Learner Engagement Learning and Instruction Learning management systems Learning Processes Management Systems Social interaction Social networks Teaching Methods Technology Uses in Education Visual Aids Visualization |
title | Visualizing the learning patterns of topic-based social interaction in online discussion forums: an exploratory study |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-03T21%3A08%3A01IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-gale_proqu&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Visualizing%20the%20learning%20patterns%20of%20topic-based%20social%20interaction%20in%20online%20discussion%20forums:%20an%20exploratory%20study&rft.jtitle=Educational%20technology%20research%20and%20development&rft.au=Wong,%20Gary%20K.%20W.&rft.date=2021-10-01&rft.volume=69&rft.issue=5&rft.spage=2813&rft.epage=2843&rft.pages=2813-2843&rft.issn=1042-1629&rft.eissn=1556-6501&rft_id=info:doi/10.1007/s11423-021-10040-5&rft_dat=%3Cgale_proqu%3EA713963725%3C/gale_proqu%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2594897343&rft_id=info:pmid/&rft_galeid=A713963725&rft_ericid=EJ1316651&rfr_iscdi=true |