| Literature DB >> 35502191 |
Pauline Salim Muljana1, K Bret Staudt Willet2, Tian Luo1.
Abstract
Emerging practices of social media for professional purposes in higher education merit further attention. Reddit, a social media platform, is under-studied despite its significant presence. This study explores participation patterns on Reddit for two summer periods during 2019-2020, before and during COVID-19. We collected a total of 82,494 contributions from two subreddits, r/highereducation and r/Professors. Results show changes in contributions and interactions, with more consistent growth in r/Professors. Major topics discussed in both subreddits during summer 2020 had shifted from 2019, largely related to COVID-19. Findings are discussed with a community of practice lens, noting changes in participation and adjustment to the crisis. Additionally, we present implications for supporting and sustaining higher education professionals through Reddit during and after massive disruptions like those experienced during the COVID-19 pandemic.Entities:
Keywords: COVID-19; Community of practice; Digital traces; Higher education; Reddit; Social media
Year: 2022 PMID: 35502191 PMCID: PMC9046068 DOI: 10.1007/s12528-022-09317-2
Source DB: PubMed Journal: J Comput High Educ ISSN: 1042-1726
Fig. 2Popular topics by subreddit from May to August (2019 vs. 2020). Note Columns depict five topics from 2019 and five from 2020. Brighter colors show a higher density of terms in a topic, with the dark purple color meaning that a term was absent from a topic. Rows have been computationally reordered using principal components analysis (PCA) so that adjacent rows are more similar than non-adjacent rows
Individual contributions by subreddit from May to August (2019 vs. 2020)
| Measure | r/highereducation | r/Professors | ||||
|---|---|---|---|---|---|---|
| 2019 ( | 2020 ( | 2019 ( | 2020 ( | |||
| Posts | 765 | − 99 (13% decrease) | 666 | 1458 | 607 (41.6% increase) | 2065 |
| Posters | 269 | − 5 (2% decrease) | 264 | 751 | 413 (55% increase) | 1164 |
| Comments | 1487 | 3482 (243% increase) | 4,969 | 25,722 | 19,604 (76% increase) | 45,326 |
| Commenters | 545 | 600 (110% increase) | 1145 | 3,248 | 2,011 (62% increase) | 5,259 |
Fig. 1Daily posts and comments by subreddit from May to August (2019 vs. 2020)
Content interactions by subreddit from May to August (2019 vs. 2020)
| r/highereducation | r/Professors | ||||
|---|---|---|---|---|---|
| 2019 | 2020 | 2019 | 2020 | ||
| Response rate | Posts | 765 | 666 | 1,458 | 2065 |
| Threads | 253 | 512 | 1,361 | 2013 | |
| Comments | 1474 | 4,987 | 25,645 | 45,572 | |
| Response rate | 33.07% | 76.88% | 93.35% | 97.48% | |
| Thread length | Mean | 5.83 | 9.74 | 18.84 | 22.64 |
| SD | 7.11 | 12.36 | 21.36 | 25.88 | |
| Median | 3 | 5 | 12 | 14 | |
| Maximum | 50 | 89 | 225 | 191 | |
Per-topic-per-word probabilities (betas) by subreddit, type, and year
| Subreddit | Type | Year | Topic 1 | Topic 2 | Topic 3 | Topic 4 | Topic 5 | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| r/highereducation | posts | 2019 | Class | 0.0379 | Education | 0.0165 | Rate | 0.0263 | Job | 0.0126 | College | 0.0272 |
| Study | 0.0278 | Higher | 0.0128 | Majors | 0.0257 | Degree | 0.0126 | Students | 0.0216 | |||
| Solutions | 0.0213 | Us | 0.0119 | Median | 0.0257 | Higher | 0.0109 | Colleges | 0.0152 | |||
| Ncert | 0.0179 | News | 0.0091 | Wage | 0.0227 | Masters | 0.0097 | University | 0.0135 | |||
| Cbse | 0.0169 | College | 0.0085 | Degree | 0.0198 | Experience | 0.0093 | School | 0.0108 | |||
| Global | 0.0152 | People | 0.0065 | Graduate | 0.0183 | University | 0.0085 | Score | 0.0105 | |||
| Six | 0.0145 | University | 0.0064 | Career | 0.0156 | Education | 0.0074 | Get | 0.0087 | |||
| Sigma | 0.0139 | Online | 0.0060 | Unemployment | 0.0144 | Student | 0.0073 | Student | 0.0076 | |||
| English | 0.0133 | Survey | 0.0059 | Social | 0.0142 | Get | 0.0072 | Sat | 0.0072 | |||
| mbbs | 0.0125 | Interview | 0.0057 | Underemployment | 0.0139 | Really | 0.0070 | Top | 0.0067 | |||
| 2020 | Students | 0.0194 | Students | 0.0213 | Students | 0.0222 | Higher | 0.0163 | Higher | 0.0154 | ||
| University | 0.0179 | Universities | 0.0083 | Campus | 0.0183 | Education | 0.0138 | Students | 0.0142 | |||
| Fall | 0.0112 | University | 0.0082 | Going | 0.0090 | Job | 0.0130 | College | 0.0136 | |||
| Covid19 | 0.0108 | Campus | 0.0069 | Covid19 | 0.0084 | Working | 0.0100 | Education | 0.0118 | |||
| Colleges | 0.0104 | Open | 0.0063 | Fall | 0.0082 | ed | 0.0100 | Ed | 0.0103 | |||
| State | 0.0070 | College | 0.0055 | Student | 0.0075 | gt | 0.0098 | University | 0.0087 | |||
| College | 0.0070 | Work | 0.0051 | College | 0.0073 | Students | 0.0097 | International | 0.0067 | |||
| Cases | 0.0059 | Get | 0.0046 | Disability | 0.0072 | University | 0.0095 | Colleges | 0.0067 | |||
| Coronavirus | 0.0058 | Many | 0.0046 | Back | 0.0067 | Work | 0.0083 | Us | 0.0062 | |||
| Universities | 0.0056 | Purdue | 0.0046 | Work | 0.0060 | Online | 0.0083 | Student | 0.0061 | |||
| Comments | 2019 | Students | 0.0184 | Get | 0.0089 | Students | 0.0087 | Education | 0.0093 | Students | 0.0095 | |
| Student | 0.0079 | One | 0.0071 | People | 0.0069 | Job | 0.0092 | College | 0.0079 | |||
| Think | 0.0076 | Students | 0.0070 | University | 0.0065 | Get | 0.0090 | Faculty | 0.0067 | |||
| Faculty | 0.0073 | Think | 0.0066 | Really | 0.0055 | College | 0.0083 | Education | 0.0063 | |||
| Discussion | 0.0067 | Make | 0.0059 | Dont | 0.0049 | Work | 0.0079 | People | 0.0062 | |||
| One | 0.0060 | People | 0.0056 | Say | 0.0046 | Degree | 0.0078 | University | 0.0055 | |||
| Make | 0.0052 | Higher | 0.0055 | Think | 0.0043 | School | 0.0073 | Colleges | 0.0048 | |||
| Course | 0.0049 | Education | 0.0054 | School | 0.0042 | People | 0.0066 | See | 0.0048 | |||
| People | 0.0048 | Much | 0.0052 | Time | 0.0041 | Students | 0.0064 | Think | 0.0047 | |||
| Online | 0.0048 | Want | 0.0051 | Student | 0.0040 | Higher | 0.0064 | Know | 0.0046 | |||
| 2020 | Higher | 0.0093 | Students | 0.0228 | Students | 0.0266 | Students | 0.0195 | Think | 0.0068 | ||
| Job | 0.0088 | Online | 0.0116 | Class | 0.0094 | Campus | 0.0128 | People | 0.0063 | |||
| People | 0.0083 | Tuition | 0.0082 | Classes | 0.0092 | University | 0.0079 | Faculty | 0.0059 | |||
| Get | 0.0082 | College | 0.0081 | Online | 0.0067 | Fall | 0.0076 | University | 0.0058 | |||
| Work | 0.0074 | Schools | 0.0079 | Student | 0.0060 | People | 0.0068 | One | 0.0057 | |||
| Experience | 0.0067 | Education | 0.0078 | Get | 0.0049 | Staff | 0.0066 | Dont | 0.0055 | |||
| Time | 0.0066 | Many | 0.0076 | One | 0.0048 | Back | 0.0065 | Money | 0.0054 | |||
| Think | 0.0061 | Universities | 0.0076 | School | 0.0046 | One | 0.0065 | Universities | 0.0051 | |||
| Dont | 0.0059 | Year | 0.0058 | Going | 0.0044 | Work | 0.0065 | Higher | 0.0049 | |||
| Education | 0.0057 | School | 0.0056 | Much | 0.0042 | Home | 0.0063 | Get | 0.0046 | |||
| r/Professors | Posts | 2019 | Job | 0.0110 | Students | 0.0183 | Class | 0.0198 | Students | 0.0238 | Student | 0.0232 |
| Teaching | 0.0095 | Class | 0.0101 | Students | 0.0182 | Class | 0.0096 | Students | 0.0141 | |||
| Time | 0.0075 | Student | 0.0101 | Student | 0.0128 | Get | 0.0085 | One | 0.0079 | |||
| Position | 0.0072 | Grade | 0.0098 | Professor | 0.0090 | One | 0.0073 | Online | 0.0070 | |||
| University | 0.0068 | Final | 0.0095 | Semester | 0.0083 | Student | 0.0057 | 0.0069 | ||||
| Get | 0.0064 | Course | 0.0069 | Course | 0.0081 | Ampx200b | 0.0050 | Class | 0.0068 | |||
| School | 0.0061 | One | 0.0064 | Teaching | 0.0075 | Dont | 0.0050 | Time | 0.0068 | |||
| Work | 0.0060 | Use | 0.0057 | Professors | 0.0068 | Time | 0.0050 | Work | 0.0062 | |||
| Year | 0.0059 | Exam | 0.0056 | One | 0.0061 | Know | 0.0046 | Course | 0.0059 | |||
| Faculty | 0.0058 | Time | 0.0054 | Time | 0.0059 | First | 0.0045 | Semester | 0.0059 | |||
| 2020 | Students | 0.0287 | Video | 0.0090 | Student | 0.0187 | Students | 0.0184 | Job | 0.0067 | ||
| Online | 0.0231 | Use | 0.0088 | Students | 0.0158 | Fall | 0.0083 | Know | 0.0065 | |||
| Class | 0.0142 | Zoom | 0.0077 | Class | 0.0084 | Faculty | 0.0079 | Faculty | 0.0062 | |||
| Course | 0.0108 | Student | 0.0065 | One | 0.0081 | University | 0.0076 | Teaching | 0.0060 | |||
| Classes | 0.0099 | Using | 0.0065 | Grade | 0.0069 | Online | 0.0072 | Dont | 0.0058 | |||
| Time | 0.0097 | Students | 0.0054 | Work | 0.0069 | Campus | 0.0070 | University | 0.0058 | |||
| Teaching | 0.0096 | Ive | 0.0053 | Know | 0.0067 | Going | 0.0061 | Get | 0.0058 | |||
| Semester | 0.0071 | One | 0.0051 | Get | 0.0066 | Class | 0.0061 | New | 0.0056 | |||
| Fall | 0.0066 | Name | 0.0050 | Course | 0.0065 | Classes | 0.0059 | Research | 0.0056 | |||
| One | 0.0058 | Want | 0.0048 | Time | 0.0064 | One | 0.0051 | Work | 0.0055 | |||
| Comments | 2019 | One | 0.0140 | Students | 0.0262 | Work | 0.0140 | Students | 0.0178 | Student | 0.0108 | |
| Students | 0.0084 | Get | 0.0128 | Student | 0.0113 | Class | 0.0126 | Students | 0.0107 | |||
| Dont | 0.0073 | Think | 0.0102 | Time | 0.0097 | Time | 0.0112 | One | 0.0093 | |||
| Time | 0.0062 | Dont | 0.0097 | Class | 0.0094 | Teaching | 0.0090 | Think | 0.0084 | |||
| People | 0.0054 | Student | 0.0088 | Students | 0.0088 | Get | 0.0081 | School | 0.0076 | |||
| Good | 0.0054 | People | 0.0067 | Know | 0.0084 | Grade | 0.0069 | Get | 0.0069 | |||
| Class | 0.0052 | Going | 0.0065 | Dont | 0.0065 | Make | 0.0067 | Class | 0.0069 | |||
| See | 0.0052 | First | 0.0061 | Us | 0.0057 | Dont | 0.0064 | Well | 0.0065 | |||
| Really | 0.0051 | Semester | 0.0059 | Years | 0.0053 | Really | 0.006 | People | 0.0054 | |||
| Think | 0.0050 | Much | 0.0059 | Course | 0.0052 | Know | 0.0058 | Course | 0.0054 | |||
| 2020 | Student | 0.0122 | Dont | 0.0130 | Think | 0.0126 | Students | 0.0320 | Students | 0.0152 | ||
| People | 0.0095 | Time | 0.0114 | Class | 0.0112 | One | 0.0158 | Get | 0.0103 | |||
| Class | 0.0088 | Want | 0.0081 | Students | 0.0111 | Student | 0.0093 | Time | 0.0097 | |||
| Work | 0.0074 | Class | 0.0073 | Good | 0.0097 | Get | 0.0083 | Work | 0.0087 | |||
| Students | 0.0071 | Course | 0.0069 | Get | 0.0091 | Right | 0.0057 | One | 0.0075 | |||
| Take | 0.0067 | Much | 0.0068 | Classes | 0.0069 | Now | 0.0051 | Dont | 0.0072 | |||
| Online | 0.0051 | Well | 0.0066 | Know | 0.0062 | Semester | 0.0050 | Know | 0.0069 | |||
| Go | 0.0050 | Really | 0.0062 | One | 0.0052 | Really | 0.0047 | Online | 0.0056 | |||
| Now | 0.0048 | Online | 0.0060 | Go | 0.0048 | Way | 0.0044 | Use | 0.0056 | |||
| Much | 0.0046 | Think | 0.0059 | People | 0.0047 | Going | 0.0044 | Make | 0.0056 | |||