#learninganalytics, Twitter, 5/24/2019 5:13:31 PM, 197946


FAQ | Problem?

#learninganalytics_2019-05-24_09-58-29.xlsx
#learninganalytics_2019-05-24_09-58-29.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
May 24, 2019
Short Description:
#learninganalytics via NodeXL http://bit.ly/2I5pmsz
@cleardiff
@dgasevic
@shaned07
@moodle
@sbuckshum
@sambitillumina
@kirkdborne
@flaterik3
@abelardopardo
@phish108

Top hashtags:
#learninganalytics
#atd2019
#edtech
#bigdata
#ai
#datascience
#machinelearning

Description:
Description
The graph represents a network of 387 Twitter users whose recent tweets contained "#learninganalytics", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 24 May 2019 at 17:07 UTC.

The tweets in the network were tweeted over the 9-day, 18-hour, 17-minute period from Tuesday, 14 May 2019 at 22:46 UTC to Friday, 24 May 2019 at 17:04 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 387
Unique Edges : 589
Edges With Duplicates : 191
Total Edges : 780
Self-Loops : 100
Reciprocated Vertex Pair Ratio : 0.0385288966725044
Reciprocated Edge Ratio : 0.0741989881956155
Connected Components : 29
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 310
Maximum Edges in a Connected Component : 690
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.503913
Graph Density : 0.00396968844974629
Modularity : 0.597703
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[15] https://dy.si/ujo1QQ
[13] https://ieeexplore.ieee.org/document/8691622
[9] https://veracitytc.com/xapi_lrs_dashboards_tutorial
[8] https://www.trainingzone.co.uk/develop/talent/data-driven-ld-how-learning-analytics-can-enhance-the-employee-experience
[7] http://hdl.handle.net/1959.13/1400893
[7] https://disquantified.org
[4] https://www.researchgate.net/publication/324965660_Linking_Learning_Behavior_Analytics_and_Learning_Science_Concepts_Designing_a_Learning_Analytics_Dashboard_for_Feedback_to_Support_Learning_Regulation
[4] http://www.oppida.co/
[4] https://www.youtube.com/watch?v=Yh975wXEWRE&feature=youtu.be

[3] https://dl.acm.org/citation.cfm?id=3300824

Top URLs in Tweet in G1:
[5] https://disquantified.org
[4] https://www.researchgate.net/publication/324965660_Linking_Learning_Behavior_Analytics_and_Learning_Science_Concepts_Designing_a_Learning_Analytics_Dashboard_for_Feedback_to_Support_Learning_Regulation
[3] https://dl.acm.org/citation.cfm?id=3300824
[2] https://twitter.com/abelardopardo/status/1130239427211431936
[2] http://simon.buckinghamshum.net/2019/05/human-centred-analyticsai-in-education/
[2] https://www.eventbrite.com.au/e/phd-thesis-seminar-feedback-for-collocated-teams-using-multimodal-learning-analytics-tickets-61144449695
[1] https://www.youtube.com/watch?v=0ATJWMIVv8U&feature=youtu.be

[1] http://hdl.handle.net/1959.13/1400893
[1] https://veracitytc.com/xapi_lrs_dashboards_tutorial
[1] https://ieeexplore.ieee.org/document/8691622

Top URLs in Tweet in G2:
[4] http://www.oppida.co/
[3] https://twitter.com/jennyrhill/status/1130216778318143488
[3] https://www.trainingzone.co.uk/develop/talent/data-driven-ld-how-learning-analytics-can-enhance-the-employee-experience
[3] https://www.trainingzone.co.uk/develop/business/how-to-assess-the-organisational-impact-of-ld-programmes-through-value-profiling
[3] http://e-learning-teleformacion.blogspot.com/2019/01/learning-design-studio-bridging-big.html
[2] https://www.youtube.com/watch?v=0ATJWMIVv8U&feature=youtu.be

[2] https://www.trainingzone.co.uk/develop/talent/is-roi-the-reason-talent-is-missing-out-on-crucial-ld-opportunities
[2] https://journals.le.ac.uk/ojs1/index.php/jlthe/article/view/2812
[2] https://twitter.com/paulinecieo/status/1128986336894115840
[2] https://elearningindustry.com/power-bi-vs-tableau-which-better?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[11] https://dy.si/ujo1QQ
[5] http://hdl.handle.net/1959.13/1400893
[2] https://www.trainingzone.co.uk/develop/cpd/do-we-always-need-learning-analytics-or-is-gut-instinct-a-valid-approach
[2] https://www.eiseverywhere.com/ehome/372646/home/?eb=657410
[2] https://www.livemint.com/Opinion/Q3Q23S5QZ8QXFB9cY7Us7K/Machine-Learning-can-transform-education.html
[1] https://www.trainingzone.co.uk/develop/talent/data-driven-ld-how-learning-analytics-can-enhance-the-employee-experience
[1] https://www.nextlearningvalley.com/resources/machine-learning-een-stap-naar-de-toekomst
[1] https://www.slideshare.net/TobiasRohloff/a-ubiquitous-learning-analytics-architecture-for-a-serviceoriented-mooc-platform
[1] https://link.springer.com/chapter/10.1007/978-3-030-19875-6_19
[1] https://emoocs2019.sched.com/event/MtKz

Top URLs in Tweet in G4:
[1] https://www.researchgate.net/publication/333098349_A_Systematic_Review_of_Empirical_Studies_on_Learning_Analytics_Dashboards_A_Self-Regulated_Learning_Perspective

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=UHwfG6q9UsA


Top URLs in Tweet in G6:
[1] https://twitter.com/phish108/status/1130024732781420546

Top URLs in Tweet in G7:
[7] https://veracitytc.com/xapi_lrs_dashboards_tutorial
[1] http://www.ec-tel.eu/index.php?id=910
[1] https://dy.si/ujo1QQ

Top URLs in Tweet in G8:
[11] https://ieeexplore.ieee.org/document/8691622
[1] https://moodle.org/plugins/local_latesubmissions
[1] http://moodle.org/course/view.php?id=17233
[1] https://disquantified.org

Top URLs in Tweet in G10:
[2] https://dy.si/ujo1QQ
[1] https://www.eiseverywhere.com/ehome/372646/home/?eb=657410
[1] https://twitter.com/kirkdborne/status/1126788054470004736

Top Domains
Top Domains in Tweet in Entire Graph:
[22] twitter.com
[20] co.uk
[15] dy.si
[13] ieee.org
[12] youtube.com
[9] veracitytc.com
[7] handle.net
[7] lnkd.in
[7] disquantified.org
[6] researchgate.net

Top Domains in Tweet in G1:
[5] researchgate.net
[5] disquantified.org
[3] youtube.com
[3] acm.org
[3] twitter.com
[2] buckinghamshum.net
[2] com.au
[1] handle.net
[1] veracitytc.com
[1] ieee.org

Top Domains in Tweet in G2:
[12] co.uk
[7] twitter.com
[4] oppida.co
[4] ac.uk
[3] lnkd.in
[3] youtube.com
[3] blogspot.com
[2] elearningindustry.com
[2] t.co
[2] datacookbook.com

Top Domains in Tweet in G3:
[11] dy.si
[5] handle.net
[3] co.uk
[2] eiseverywhere.com
[2] livemint.com
[1] nextlearningvalley.com
[1] slideshare.net
[1] springer.com
[1] sched.com
[1] emoocs2019.eu

Top Domains in Tweet in G4:
[1] researchgate.net

Top Domains in Tweet in G5:
[1] youtube.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[7] veracitytc.com
[1] ec-tel.eu
[1] dy.si

Top Domains in Tweet in G8:
[11] ieee.org
[2] moodle.org
[1] disquantified.org

Top Domains in Tweet in G10:
[2] dy.si
[1] eiseverywhere.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[316] learninganalytics
[54] atd2019
[47] edtech
[43] bigdata
[25] ai
[22] datascience
[21] machinelearning
[21] elearning
[18] dcectel19
[16] lrs



Top Hashtags in Tweet in G1:
[54] learninganalytics
[5] disquantified
[3] emoocs19
[2] bigdata
[2] aied
[2] ai
[2] multimodalla
[1] oppimisanalytiikka
[1] oa
[1] teachers

Top Hashtags in Tweet in G2:
[103] learninganalytics
[14] elearning
[13] atd2019
[8] edtech
[5] daltai
[4] zoolaanalytics
[4] dcectel19
[4] elearn
[4] bigdata
[4] mlearning

Top Hashtags in Tweet in G3:
[30] bigdata
[25] learninganalytics
[18] machinelearning
[18] ai
[17] datascience
[16] edtech
[9] emoocs19
[8] learninglocker
[7] lrs
[6] learning

Top Hashtags in Tweet in G4:
[36] learninganalytics

Top Hashtags in Tweet in G5:
[1] moodle
[1] learninganalytics

Top Hashtags in Tweet in G6:
[6] learninganalytics
[4] dcectel19
[4] sambitphd

Top Hashtags in Tweet in G7:
[13] edtech
[10] dcectel19
[9] phdadvice
[9] learningdesign
[7] lrs
[6] learninganalytics
[5] ltse2019
[4] learningdata
[4] elearning
[3] xapi

Top Hashtags in Tweet in G8:
[3] learninganalytics
[1] moodle
[1] disquantified

Top Hashtags in Tweet in G9:
[3] learninganalytics
[2] aida
[2] nus

Top Hashtags in Tweet in G10:
[38] atd2019
[18] learninganalytics
[16] microlearning
[14] gamification
[8] training
[4] data
[4] learninganddevelopment
[4] powerbi
[3] bigdata
[3] datascience

Top Words
Top Words in Tweet in Entire Graph:
[356] Words in Sentiment List#1: Positive
[68] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[10706] Non-categorized Words
[11130] Total Words
[316] #learninganalytics
[168] learning
[83] analytics
[60] dashboards
[54] #atd2019

Top Words in Tweet in G1:
[54] #learninganalytics
[44] learning
[23] feedback
[21] sbuckshum
[20] shaned07
[20] associate
[20] prof
[20] role
[20] available
[20] centre

Top Words in Tweet in G2:
[103] #learninganalytics
[33] learning
[20] students
[20] student
[19] data
[18] better
[18] use
[18] more
[17] analytics
[15] feedback

Top Words in Tweet in G3:
[30] #bigdata
[25] #learninganalytics
[20] analytics
[20] education
[18] #machinelearning
[18] #ai
[18] kirkdborne
[17] #datascience
[16] #edtech
[11] improve

Top Words in Tweet in G4:
[36] #learninganalytics
[35] learning
[34] new
[34] paper
[34] systematic
[34] review
[34] empirical
[34] studies
[34] dashboards
[34] self

Top Words in Tweet in G5:
[23] learning
[23] analytics
[22] creating
[22] sharing
[22] models
[22] now
[22] easier
[22] community
[22] educator
[22] mary

Top Words in Tweet in G6:
[9] research
[9] dipf_en
[9] ou_nederland
[6] hdrachsler
[6] sambitillumina
[6] #learninganalytics
[5] katrien_v
[5] great
[5] honour
[5] host

Top Words in Tweet in G7:
[13] #edtech
[10] forget
[10] #dcectel19
[10] deadline
[9] don
[9] t
[9] tomorrow
[9] look
[9] valuable
[9] #phdadvice

Top Words in Tweet in G8:
[12] identify
[12] risk
[11] article
[11] published
[11] ieee_tlt
[11] better
[11] students
[11] missing
[10] davidmonllao
[10] assig

Top Words in Tweet in G9:
[3] abiotteau
[3] #learninganalytics
[2] fbouchet
[2] présente
[2] alsetnus
[2] au
[2] séminaire
[2] interuniv
[2] #aida
[2] uparisdescartes

Top Words in Tweet in G10:
[38] #atd2019
[36] mlevellearning
[31] attendees
[31] booth
[26] make
[24] 5
[22] see
[20] come
[18] #learninganalytics
[18] #2238

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[46] #learninganalytics,dashboards
[44] self,regulated
[44] learning,analytics
[43] new,paper
[43] paper,systematic
[43] systematic,review
[43] review,empirical
[43] empirical,studies
[43] studies,#learninganalytics
[43] dashboards,self

Top Word Pairs in Tweet in G1:
[20] associate,prof
[20] prof,role
[20] role,available
[20] available,centre
[20] centre,change
[20] change,complexity
[20] complexity,learning
[20] learning,c3l
[20] c3l,universitysa
[20] universitysa,exploring

Top Word Pairs in Tweet in G2:
[11] supporting,student
[11] l,d
[8] technology,already
[8] already,playing
[8] playing,role
[8] role,supporting
[8] student,staff
[8] staff,wellbeing
[8] wellbeing,#learninganalytics
[8] #learninganalytics,increasingly

Top Word Pairs in Tweet in G3:
[13] #machinelearning,#ai
[11] #datascience,analytics
[11] analytics,improve
[11] improve,education
[11] education,#bigdata
[11] #bigdata,#machinelearning
[11] #ai,#edtech
[10] kirkdborne,#datascience
[10] #edtech,#le
[9] https,t

Top Word Pairs in Tweet in G4:
[34] new,paper
[34] paper,systematic
[34] systematic,review
[34] review,empirical
[34] empirical,studies
[34] studies,#learninganalytics
[34] #learninganalytics,dashboards
[34] dashboards,self
[34] self,regulated
[34] regulated,learning

Top Word Pairs in Tweet in G5:
[23] learning,analytics
[22] creating,sharing
[22] sharing,learning
[22] analytics,models
[22] models,now
[22] now,easier
[22] easier,community
[22] community,educator
[22] educator,mary
[22] mary,cooch

Top Word Pairs in Tweet in G6:
[5] great,honour
[5] honour,host
[5] host,meeting
[5] meeting,hdrachsler
[5] hdrachsler,research
[5] research,teams
[5] teams,dipf_en
[5] dipf_en,ou_nederland
[5] ou_nederland,cw_kuleuven
[4] katrien_v,great

Top Word Pairs in Tweet in G7:
[10] #dcectel19,deadline
[9] don,t
[9] t,forget
[9] forget,#dcectel19
[9] deadline,tomorrow
[9] tomorrow,look
[9] look,valuable
[9] valuable,#phdadvice
[9] #phdadvice,#edtech
[9] #edtech,#learningdesign

Top Word Pairs in Tweet in G8:
[11] article,published
[11] published,ieee_tlt
[11] ieee_tlt,better
[11] better,identify
[11] identify,students
[11] students,risk
[11] risk,missing
[10] davidmonllao,article
[10] missing,assig

Top Word Pairs in Tweet in G9:
[2] abiotteau,présente
[2] présente,alsetnus
[2] alsetnus,au
[2] au,séminaire
[2] séminaire,interuniv
[2] interuniv,#aida
[2] #aida,uparisdescartes
[2] uparisdescartes,sorbonne_univ_
[2] sorbonne_univ_,parisdiderot
[2] parisdiderot,univparis8

Top Word Pairs in Tweet in G10:
[31] #atd2019,attendees
[20] attendees,come
[18] booth,#2238
[14] make,plans
[13] mlevellearning,#atd2019
[13] booth,#2328
[11] come,see
[11] stop,mlevellearning
[10] #microlearning,#gamification
[10] jfladell,#atd2019

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@dgasevic
@mlevellearning
@sbuckshum
@moodle
@jfladell
@shaned07
@universitysa
@kirkdborne
@abelardopardo
@openhpi

Top Mentioned in G1:
@sbuckshum
@shaned07
@universitysa
@abelardopardo
@uts_cic
@shibaniantonett
@dgasevic
@allisonl
@uofglasgow

Top Mentioned in G2:
@jisc
@mlevellearning
@paulinecieo
@jfladell
@trainingzone
@lambdasolutions
@explorance
@remotelearner
@stewartrogers
@edubrite

Top Mentioned in G3:
@kirkdborne
@openhpi
@inholland
@tobiasrohloff
@rayedish
@nlv_lxp
@fwalgering
@uon_nova
@umuc
@hpi_de

Top Mentioned in G4:
@dgasevic
@abelardopardo
@sbuckshum

Top Mentioned in G5:
@moodle

Top Mentioned in G6:
@dipf_en
@ou_nederland
@hdrachsler
@sambitillumina
@katrien_v
@cw_kuleuven
@ku_leuven
@tin
@tinnedelaet
@ioanajj

Top Mentioned in G7:
@phish108
@veracitytc
@1glennthomas
@charteredabs
@sambitillumina
@kirkdborne

Top Mentioned in G8:
@ieee_tlt
@davidmonllao
@moodle
@sbuckshum

Top Mentioned in G9:
@fbouchet
@abiotteau
@alsetnus
@uparisdescartes
@sorbonne_univ_
@parisdiderot
@univparis8
@unive
@universitecergy
@ens_parissaclay

Top Mentioned in G10:
@mlevellearning
@jfladell
@joshsfelix
@oprah
@theadamgabriel

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@gamergeeknews
@edgametec
@chidambara09
@eraser
@juandoming
@calcaware
@dihoppy
@academicchatter
@ucstrategies

Top Tweeters in G1:
@calcaware
@jordi_a
@aneesha
@14prinsp
@uofglasgow
@jacquiavelli
@philvincent
@universitysa
@domicus
@blacktimelord

Top Tweeters in G2:
@edgametec
@eraser
@cleardiff
@activatelearn
@uwmadison
@jd_dillon
@trishuhl
@iosyislam
@jisc
@kiwibelma

Top Tweeters in G3:
@nosqldigest
@chidambara09
@dihoppy
@ucstrategies
@kirkdborne
@tweetinchar
@micoyuk
@greentechdon
@markj_ohnson
@umuc

Top Tweeters in G4:
@juandoming
@evidencerobot
@sheilmcn
@lindacq
@ifrank
@t_mochizuki
@leohavemann
@selcukdogann
@lachamba
@kraebsli

Top Tweeters in G5:
@kattekrab
@jpahullo
@vrodes
@moodle
@numberminds
@gaffinito
@suesussi2
@patlemaire
@gfoss_en
@juanfortuna

Top Tweeters in G6:
@ou_nederland
@welteninstituut
@marcelschmitz
@ku_leuven
@welteninstitute
@uritramirez
@sambitillumina
@tinnedelaet
@hdrachsler
@tombroos

Top Tweeters in G7:
@academicchatter
@scalarhumanity
@schoolsportsapp
@powerlrn
@blarrow_tech
@mobilejson
@charteredabs
@mkalz
@phish108
@mlearnconf

Top Tweeters in G8:
@lmspulse
@scarateo
@solangelalonde
@e_m_dalton
@solentroger
@barefootbreeze
@moodlemagic
@mohdhafriz
@tunyafix
@moodleresearch

Top Tweeters in G9:
@unive
@parisdiderot
@univparis8
@uparisdescartes
@universitecergy
@nusingapore
@sorbonne_univ_
@mdurandobs
@ens_parissaclay
@abiotteau

Top Tweeters in G10:
@gamergeeknews
@sardimperium
@melanielybarger
@classroomcrafts
@rjpanetti
@theadamgabriel
@oprah
@whitneyweaver
@jfladell
@mlevellearning