class: left, bottom, title-slide # Tweeting Across the Pond ## COVID-19 Emergency Learning Networks in the UK and the US through Twitter #Edchat ### K. Bret Staudt Willet, Christine Greenhow, & Cathy Lewin ### April 1, 2021 --- class: inverse, center, middle # View Slides [bretsw.com/site21-covid-twitter](http://bretsw.com/site21-covid-twitter) --- class: inverse, center, middle # Introduction --- # UK and US During COVID-19 <img src="img/uk-us-covid19.png" width="560px" style="display: block; margin: auto;" /> <div class="caption"> <p>Image source: <a href="https://ig.ft.com/coronavirus-chart/" target="_blank">The Financial Times</a></p> </div> -- U.K. and U.S. have consistently been two countries most affected: -- - Top 20 most infected -- - Top 5 highest cumulative death totals (World Health Organization, 2020) --- # Emergency Remote Teaching <img src="img/remote-learning.png" width="560px" style="display: block; margin: auto;" /> -- - **March 10, 2020:** US shifts to online -- - **March 11, 2020:** COVID-19 named a global pandemic by the World Health Organization -- - **March 20, 2020:** UK shifts to online --- # Emergency Remote Teaching <img src="img/remote-learning.png" width="560px" style="display: block; margin: auto;" /> ### Lack of preparation for this rapid pivot --- class: inverse, center, middle # Background --- # Professional Learning Networks <img src="img/threads.png" width="480px" style="display: block; margin: auto;" /> -- **PLNS are:** -- - Interactive systems of people, spaces, tools, and resources -- - Flexible and adaptable -- - *Build-your-own* support system --- # Teachers on Social Media <img src="img/social-media.png" width="560px" style="display: block; margin: auto;" /> -- Teachers adapt social media -- to supplement and expand their PLNs -- for “just-in-time” learning --- # Teachers on Twitter <img src="img/twitter.png" width="280px" style="display: block; margin: auto;" /> -- **Affordances:** -- - immediate participation -- - sustained interaction and communication -- - informal learning -- - just-in-time reflection -- - access to mentors --- # Teachers on Twitter <img src="img/hashtag.png" width="360px" style="display: block; margin: auto;" /> **Hashtags:** -- - Filter and organize information -- - \#Edchat --- class: inverse, center, middle # Method --- # Data Collection <img src="img/collect.png" width="480px" style="display: block; margin: auto;" /> -- **331,538 #Edchat tweets** -- 4 months: February 1 – May 31, 2020 -- 118,163 (35.64%) original tweets (not retweets) -- **8,111 tweets** from 360 UK tweeters -- **73,859 tweets** from 2,821 US tweeters --- # Data Analysis <img src="img/nlp.png" width="480px" style="display: block; margin: auto;" /> -- **Natural Language Processing:** -- 1. Daily tweet count -- 2. Adjacent hashtags -- 3. Topic models (using latent Dirichlet allocation) --- class: inverse, center, middle # Results --- # Daily \#Edchat Original Tweets <img src="img/daily-tweets.png" width="840px" style="display: block; margin: auto;" /> --- # Hashtags ### Top Hashtags in #Edchat Tweets <img src="img/top-hashtags.png" width="720px" style="display: block; margin: auto;" /> -- **Similar in UK and US:** #teachers, #teaching, #learning --- # Hashtags ### Top Hashtags in #Edchat Tweets: **UK** <img src="img/top-hashtags.png" width="720px" style="display: block; margin: auto;" /> **Much more likely in UK:** #UKedchat, #SLTchat, #metacognition, #pedagogy --- # Hashtags ### Top Hashtags in #Edchat Tweets: **UK** <img src="img/top-hashtags.png" width="720px" style="display: block; margin: auto;" /> **Much more likely in UK (although less than 3% of tweets):** #homeschooling, #homelearning, #homelearningUK --- # Hashtags ### Top Hashtags in #Edchat Tweets: **UK** <img src="img/top-hashtags.png" width="720px" style="display: block; margin: auto;" /> **Somewhat more likely in UK:** #edutwitter, #leadership, #teacher --- # Hashtags ### Top Hashtags in #Edchat Tweets: **US** <img src="img/top-hashtags.png" width="720px" style="display: block; margin: auto;" /> **Much more likely in US:** #tlap, #sel, #remotelearning, #distancelearning --- # Hashtags ### Top Hashtags in #Edchat Tweets: **US** <img src="img/top-hashtags.png" width="720px" style="display: block; margin: auto;" /> **Somewhat more likely in US:** #k12, #covid19, #edtech --- # Terms and Topics <img src="img/topics.png" width="560px" style="display: block; margin: auto;" /> --- # Terms and Topics: UK -- 1. Administrators appealing to UK educators broadly for help with new ed tech -- 2. Administrators focused on obtaining resources for their schools and students -- 3. Finding new teaching materials -- 4. Teachers looking for classroom help -- 5. Administrators trying to support teachers and teaching --- # Terms and Topics: US -- 1. Searching with urgency (“now”) for resources that would help with remote learning in a K-12 context -- 2. Finding resources usable by a teacher to check students’ attendance during remote learning -- 3. Time-sensitive issues related to remote teaching -- 4. Educators’ search for teaching resources -- 5. Identifying more general resources for remote teaching and learning --- class: inverse, center, middle # Discussion --- # Expanding PLNs <img src="img/expand.png" width="560px" style="display: block; margin: auto;" /> -- Tweeters from both UK and US either sought specific help or offered support -- Social media use likely to increase during rapidly unfolding educational emergencies --- # Expanding PLNs <img src="img/expand.png" width="560px" style="display: block; margin: auto;" /> **Bridging social capital:** -- 1. Widening learning context -- 2. Hybridization of expertise -- 3. Mixing different types of information and resources --- # Same Space, Different Purposes <img src="img/different-spaces.png" width="480px" style="display: block; margin: auto;" /> -- How tweeters used #Edchat differently is likely connected to their UK and US backgrounds. -- **Language of the news media:** -- - UK: #homeschooling, #homelearning, #homelearningUK -- - US: #remotelearning, #distancelearning --- # Same Space, Different Purposes <img src="img/different-spaces.png" width="480px" style="display: block; margin: auto;" /> How tweeters used #Edchat differently is likely connected to their UK and US backgrounds. -- **Educational trends:** -- - UK: #metacognition -- - US: #sel --- # Limitations and Future Research <img src="img/limitations.png" width="560px" style="display: block; margin: auto;" /> -- \#Edchat tweets represent a large and general dataset of education-related content -- but #Edchat is US-centric --- # Limitations and Future Research <img src="img/limitations.png" width="560px" style="display: block; margin: auto;" /> Future research should study hashtags explicitly associated with a particular country: -- - **UK:** #UKedchat, #mathchat -- - **US:** #michED, #iteachmath --- class: inverse, center, middle # Conclusion --- # How PLNs Change <img src="img/change.png" width="600px" style="display: block; margin: auto;" /> -- More research is needed to understand -- continuity and change in PLNs -- across temporal, spatial, institutional, and country contexts. --- # How PLNs Change <img src="img/change.png" width="600px" style="display: block; margin: auto;" /> Here, we contribute initial understanding toward -- a transnational strategy -- for supporting educators’ just-in-time professional learning -- during global disaster situations. --- class: inverse, left, top # Thank you! <img src="img/across-the-pond.png" width="720px" style="display: block; margin: auto;" /> **Twitter:** - [@bretsw](https://twitter.com/bretsw) - [@chrisgreenhow](https://twitter.com/chrisgreenhow) - [@CathyLewin](https://twitter.com/CathyLewin) **Slides:** [bretsw.com/site21-covid-twitter](http://bretsw.com/site21-covid-twitter)