FUTURE OF WORK, Twitter, 8/14/2019 11:23:51 AM, 206746


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FUTURE OF WORK Twitter NodeXL SNA Map and Report for Wednesday, 14 August 2019 at 04:50 UTC
FUTURE OF WORK Twitter NodeXL SNA Map and Report for Wednesday, 14 August 2019 at 04:50 UTC
From:
docassar
Uploaded on:
August 14, 2019
Short Description:
FUTURE OF WORK via NodeXL http://bit.ly/2YNzeSD
@deptofdefense
@petebuttigieg
@secpompeo
@fca_hq
@milleroval
@headpointer
@jeromefosterii
@cognizant
@saragomezaranci
@lillybellblues

Top hashtags:
#futureofwork
#ai
#future
#automation
#youthday
#internationalyouthday

Description:
Description
The graph represents a network of 22,654 Twitter users whose recent tweets contained "FUTURE OF WORK", 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 Wednesday, 14 August 2019 at 05:33 UTC.

The tweets in the network were tweeted over the 4-day, 8-hour, 6-minute period from Friday, 09 August 2019 at 20:42 UTC to Wednesday, 14 August 2019 at 04:48 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 : 22654
Unique Edges : 29040
Edges With Duplicates : 2672
Total Edges : 31712
Number of Edge Types : 4
Retweet : 11891
Tweet : 3359
Mentions : 14042
Replies to : 2420
Self-Loops : 3466
Reciprocated Vertex Pair Ratio : 0.0205874589947589
Reciprocated Edge Ratio : 0.0403443307348432
Connected Components : 4885
Single-Vertex Connected Components : 1872
Maximum Vertices in a Connected Component : 6561
Maximum Edges in a Connected Component : 11861
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 9.845945
Graph Density : 5.27435675325057E-05
Modularity : 0.870381
NodeXL Version : 1.0.1.418

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[63] https://www.weforum.org/agenda/2019/01/why-humans-will-remain-central-to-the-future-of-work
[62] https://www.weforum.org/agenda/2019/03/continuous-learning-changing-world-work
[51] https://www.mckinsey.com/featured-insights/future-of-work/the-future-of-work-in-america-people-and-places-today-and-tomorrow?cid=other-soc-twi-mgi-mgi-oth-1908
[33] https://www.mckinsey.com/featured-insights/future-of-work/tech-for-good-using-technology-to-smooth-disruption-and-improve-well-being?cid=soc-web
[32] https://www.youtube.com/watch?v=jXvFraQw01Q&feature=youtu.be

[25] https://www.forbes.com/sites/bernardmarr/2019/07/15/the-future-of-work-5-important-ways-jobs-will-change-in-the-4th-industrial-revolution/#1c9475b254c7
[23] https://qz.com/work/1682415/prudential-executive-robert-falzon-on-how-to-prepare-for-the-future-of-work/
[23] https://www.citylab.com/equity/2019/08/rising-underclass-urban-servants/595963/?utm_medium=social&utm_content=edit-promo&utm_campaign=citylab&utm_source=twitter&utm_term=2019-08-12T16%3A27%3A25
[22] https://qz.com/1682105/the-future-of-work-will-require-new-words-like-globotics-and-telemigrants/
[19] https://cognizant.com/futureofwork/whitepaper/from-to-everything-to-know-about-future-of-work

Top URLs in Tweet in G1:
[13] https://www.academia.edu/31709922/The_Robot_economy_and_the_future_of_work
[12] https://news.ycombinator.com/item?id=20660742
[10] https://qz.com/work/1682415/prudential-executive-robert-falzon-on-how-to-prepare-for-the-future-of-work/
[8] https://www.mckinsey.com/featured-insights/future-of-work/the-future-of-work-in-america-people-and-places-today-and-tomorrow
[8] https://www.careermetis.com/leadership-skills-future-of-work/
[6] https://www.weforum.org/agenda/2019/03/continuous-learning-changing-world-work
[6] https://www.mckinsey.com/featured-insights/future-of-work/the-future-of-work-in-america-people-and-places-today-and-tomorrow?cid=other-soc-twi-mgi-mgi-oth-1908
[6] https://jpad1920.gopages.co/coaching/week-dup
[5] https://cognizant.com/futureofwork/whitepaper/from-to-everything-to-know-about-future-of-work
[5] https://www.forbes.com/sites/karanmehandru/2019/08/08/distributedteams/

Top URLs in Tweet in G2:
[1] https://www.politico.com/story/2019/08/09/how-pete-buttigieg-would-overhaul-rural-health-1454498
[1] https://twitter.com/atrupar/status/1159848332786900994
[1] https://www.nytimes.com/2019/08/09/nyregion/construction-union-hudson-yards.html
[1] https://twitter.com/petebuttigieg/status/1159787218220851200
[1] https://nypost.com/2019/08/09/doe-pours-16m-into-rotting-school-for-special-needs-students-after-post-exclusive/

Top URLs in Tweet in G3:
[45] https://www.mckinsey.com/featured-insights/future-of-work/the-future-of-work-in-america-people-and-places-today-and-tomorrow?cid=other-soc-twi-mgi-mgi-oth-1908
[33] https://www.mckinsey.com/featured-insights/future-of-work/tech-for-good-using-technology-to-smooth-disruption-and-improve-well-being?cid=soc-web
[24] https://www.forbes.com/sites/bernardmarr/2019/07/15/the-future-of-work-5-important-ways-jobs-will-change-in-the-4th-industrial-revolution/#1c9475b254c7
[18] https://qz.com/1682105/the-future-of-work-will-require-new-words-like-globotics-and-telemigrants/
[16] https://www.mckinsey.com/featured-insights/future-of-work/the-future-of-work-in-america-people-and-places-today-and-tomorrow?cid=soc-web
[11] https://www.forbes.com/sites/londonschoolofeconomics/2019/08/08/are-we-facing-ai-armageddon-whats-wrong-with-the-automation-and-future-of-work-debate/#640e49c5314b
[10] https://www.mckinsey.com/featured-insights/future-of-work/tech-for-good-using-technology-to-smooth-disruption-and-improve-well-being
[10] https://www.businesstimes.com.sg/opinion/digitalisation-will-leave-an-impact-on-the-future-of-work
[9] https://www.mckinsey.com/featured-insights/gender-equality/the-future-of-women-at-work-transitions-in-the-age-of-automation?cid=soc-web
[8] https://searchenterprisedesktop.techtarget.com/futureofwork/The-Future-of-Work-AI-Assisting-Humans-to-be-More-Productive

Top URLs in Tweet in G4:
[1] https://www.kickstarter.com/projects/lekashman/keystone-the-future-of-mechanical-keyboards

Top URLs in Tweet in G5:
[1] https://www.pbslearningmedia.org/resource/arct14.sci.nvdava/nova-sciencenow-the-secret-life-of-dava-newman-the-secret-life-of-scientists-engineers/?utm_source=TWITTER&utm_medium=social&utm_term=20190813&utm_content=2555775585&utm_campaign=NOVA+Education&linkId=71958483
[1] https://go.usa.gov/xyhbM
[1] https://english.president.gov.tw/News/5803

Top URLs in Tweet in G8:
[1] https://twitter.com/MahilaCongress/status/1158988895343788032?s=19

Top URLs in Tweet in G9:
[58] https://www.weforum.org/agenda/2019/01/why-humans-will-remain-central-to-the-future-of-work
[53] https://www.weforum.org/agenda/2019/03/continuous-learning-changing-world-work
[18] https://qz.com/work/1476842/the-future-of-work-will-be-shaped-by-an-aging-workforce/?utm_source=Twitter&utm_medium=qz-organic&utm_campaign=hootsuite&hootPostID=ae8a6714d39c7db81261f9758a0f6959
[11] https://cognizant.com/futureofwork/whitepaper/from-to-everything-to-know-about-future-of-work
[9] https://qz.com/work/1462247/skills-to-learn-for-the-future-of-work-according-to-wef/?utm_source=Twitter&utm_medium=qz-organic&utm_campaign=hootsuite&hootPostID=d30d1c415b2b642a7a2625d2f9fff910
[7] https://www.weforum.org/agenda/2019/06/globots-and-telemigrants-the-new-language-of-the-future-of-work
[7] https://qz.com/work/1232692/the-resume-of-the-future/?utm_source=Twitter&utm_medium=qz-organic&utm_campaign=hootsuite&hootPostID=1d135ebac938379c6b3560cd3d9a8733
[6] https://qz.com/1683445/the-future-of-work-in-the-us-is-taking-care-of-the-elderly/?utm_source=dlvr.it&utm_medium=twitter
[6] https://qz.com/1683445/the-future-of-work-in-the-us-is-taking-care-of-the-elderly/?utm_source=facebook&utm_medium=qz-organic&hootPostID=1cfda8f51cc9c39fc27445840ee05c8f
[5] https://qz.com/1682105/the-future-of-work-will-require-new-words-like-globotics-and-telemigrants/?utm_source=facebook&utm_medium=qz-organic&hootPostID=4cbbb257f2a1d179e4a722b82048bb10

Top URLs in Tweet in G10:
[1] https://cairngorms.co.uk/caring-future/land-management/estates-map/
[1] https://www.bbc.co.uk/news/uk-scotland-scotland-business-49299585
[1] https://www.newyorker.com/magazine/2019/08/05/at-the-british-library-writing-is-a-work-of-art
[1] https://jobs.scot.nhs.uk/_Details.aspx?vacNo=593447

Top Domains
Top Domains in Tweet in Entire Graph:
[485] twitter.com
[215] forbes.com
[203] mckinsey.com
[149] weforum.org
[141] linkedin.com
[137] qz.com
[116] dy.si
[95] youtube.com
[89] co.uk
[77] instagram.com

Top Domains in Tweet in G1:
[164] twitter.com
[108] linkedin.com
[54] instagram.com
[42] forbes.com
[34] mckinsey.com
[33] dy.si
[29] co.uk
[27] qz.com
[23] digitalistmag.com
[22] youtube.com

Top Domains in Tweet in G2:
[2] twitter.com
[1] politico.com
[1] nytimes.com
[1] nypost.com

Top Domains in Tweet in G3:
[152] mckinsey.com
[146] forbes.com
[48] dy.si
[32] qz.com
[21] forrester.com
[19] scoop.it
[17] faveeo.com
[16] mercer.com
[16] twitter.com
[12] fastcompany.com

Top Domains in Tweet in G4:
[1] kickstarter.com

Top Domains in Tweet in G5:
[1] pbslearningmedia.org
[1] usa.gov
[1] gov.tw

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[127] weforum.org
[68] qz.com
[25] cognizant.com
[8] dy.si
[5] trib.al
[3] project-syndicate.org
[2] forbes.com
[1] mikeindustries.com
[1] plantae.org
[1] nber.org

Top Domains in Tweet in G10:
[2] co.uk
[1] newyorker.com
[1] nhs.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[651] futureofwork
[328] ai
[255] future
[158] automation
[152] youthday
[147] internationalyouthday
[128] harvardclimatestrike
[128] fridaysforfuture
[105] work
[90] business



Top Hashtags in Tweet in G1:
[99] future
[87] futureofwork
[68] success
[50] work
[43] ai
[34] life
[33] motivation
[33] inspiration
[32] quote
[31] past

Top Hashtags in Tweet in G2:
[2] nrha
[1] facts
[1] healthcare
[1] ruralamericans
[1] ruralhealth

Top Hashtags in Tweet in G3:
[352] futureofwork
[211] ai
[117] automation
[60] digitaltransformation
[56] hr
[43] fintech
[34] jobs
[23] gigeconomy
[21] womeninbusiness
[20] robotics

Top Hashtags in Tweet in G5:
[26] asean
[2] indopacific
[1] dodsince1949
[1] knowyourmil
[1] taiwan
[1] jfds2019

Top Hashtags in Tweet in G8:
[1] worlddayagainstchildlabour

Top Hashtags in Tweet in G9:
[111] future
[53] business
[46] futureofwork
[14] ai
[9] work
[7] globalization
[5] mastercardemployee
[4] softwareengineering
[3] ar
[3] vr

Top Hashtags in Tweet in G10:
[11] makingyourmark
[3] pharmacist
[1] pmqs
[1] asean

Top Words
Top Words in Tweet in Entire Graph:
[50153] Words in Sentiment List#1: Positive
[14263] Words in Sentiment List#2: Negative
[504] Words in Sentiment List#3: Angry/Violent
[634927] Non-categorized Words
[699352] Total Words
[18231] work
[17191] future
[2907] hard
[2622] people
[2532] more

Top Words in Tweet in G1:
[1979] work
[1870] future
[220] s
[210] more
[193] out
[178] now
[168] people
[160] t
[149] time
[148] hard

Top Words in Tweet in G2:
[1434] trade
[815] work
[815] future
[752] strategy
[731] day
[718] people
[717] see
[717] hurting
[717] administration's
[717] wars

Top Words in Tweet in G3:
[470] #futureofwork
[445] work
[410] future
[252] #ai
[149] mckinsey_mgi
[137] #automation
[135] more
[127] jobs
[107] people
[88] forbes

Top Words in Tweet in G4:
[675] keystone
[675] analog
[675] keyboard
[675] finest
[675] work
[675] live
[675] kickstarter
[675] join
[675] campaign
[675] today

Top Words in Tweet in G5:
[623] future
[620] work
[606] more
[576] 1949
[576] dedicated
[576] men
[576] women
[576] dod
[576] worked
[576] tirelessly

Top Words in Tweet in G6:
[400] jm
[400] going
[400] share
[400] something
[400] regarding
[400] bring
[400] soul
[400] laughed
[400] saying
[400] considered

Top Words in Tweet in G7:
[400] work
[400] future
[398] greatest
[398] threat
[398] america
[398] schools
[398] teaching
[398] pledge
[398] allegiance
[398] god

Top Words in Tweet in G8:
[506] want
[351] future
[351] work
[344] together
[258] working
[253] worry
[253] know
[253] here
[253] make
[253] easier

Top Words in Tweet in G9:
[270] work
[191] future
[111] #future
[65] cognizant
[63] world
[62] humans
[62] changing
[62] workers
[61] remain
[61] central

Top Words in Tweet in G10:
[324] find
[186] future
[174] work
[163] scotgov
[163] forward
[162] know
[162] news
[162] worrying
[162] workers
[162] fergusons

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2775] future,work
[1563] work,hard
[1109] hard,work
[806] work,together
[724] see,people
[723] farmers,work
[722] people,day
[722] day,hurting
[722] hurting,administration's
[722] administration's,trade

Top Word Pairs in Tweet in G1:
[503] future,work
[66] hard,work
[61] work,future
[51] work,hard
[45] don,t
[38] work,out
[37] work,together
[33] near,future
[31] #past,#present
[31] #present,#future

Top Word Pairs in Tweet in G2:
[717] see,people
[717] people,day
[717] day,hurting
[717] hurting,administration's
[717] administration's,trade
[717] trade,wars
[717] wars,now
[717] now,secretary
[717] secretary,agriculture
[717] agriculture,calling

Top Word Pairs in Tweet in G3:
[265] future,work
[57] people,places
[57] places,today
[57] today,tomorrow
[55] #artificialintelligence,#machinelearning
[54] well,being
[53] tech,good
[52] america,people
[51] #machinelearning,#deeplearning
[51] #deeplearning,#robotics

Top Word Pairs in Tweet in G4:
[675] keystone,analog
[675] analog,keyboard
[675] keyboard,finest
[675] finest,work
[675] work,live
[675] live,kickstarter
[675] kickstarter,join
[675] join,campaign
[675] campaign,today
[675] today,hands

Top Word Pairs in Tweet in G5:
[576] 1949,dedicated
[576] dedicated,men
[576] men,women
[576] women,dod
[576] dod,worked
[576] worked,tirelessly
[576] tirelessly,defend
[576] defend,nation
[576] nation,abroad
[576] abroad,home

Top Word Pairs in Tweet in G6:
[400] jm,going
[400] going,share
[400] share,something
[400] something,regarding
[400] regarding,bring
[400] bring,soul
[400] soul,laughed
[400] laughed,saying
[400] saying,considered
[400] considered,spoiler

Top Word Pairs in Tweet in G7:
[398] greatest,threat
[398] threat,america
[398] america,schools
[398] schools,teaching
[398] teaching,pledge
[398] pledge,allegiance
[398] allegiance,god
[398] god,civics
[398] civics,amer
[398] amer,history

Top Word Pairs in Tweet in G8:
[344] work,together
[253] want,worry
[253] worry,future
[253] future,want
[253] want,know
[253] know,here
[253] here,working
[253] working,make
[253] make,easier
[253] easier,continue

Top Word Pairs in Tweet in G9:
[126] future,work
[61] humans,remain
[61] remain,central
[61] central,future
[60] work,cognizant
[57] cognizant,#future
[53] 'perpetual,learning'
[53] learning',help
[53] help,thrive
[53] thrive,changing

Top Word Pairs in Tweet in G10:
[162] know,news
[162] news,worrying
[162] worrying,workers
[162] workers,fergusons
[162] fergusons,scotgov
[162] scotgov,determined
[162] determined,find
[162] find,solution
[162] solution,protect
[162] protect,jobs

Top Replied-To
Top Replied-To in Entire Graph:
@queensleaders
@pollsterpatrick
@cmomaharashtra
@carolinelucas
@lorenasgonzalez
@yoojintaluna
@brendaneich
@sayftycom
@sarahkaylinn
@andrewyang

Top Replied-To in G1:
@unidosomalia

Top Replied-To in G2:
@petebuttigieg
@snowflakesnark

Top Replied-To in G3:
@mckinsey
@parnasarkar
@vianewsagency
@timwightman6
@evankirstel
@biancajsmith
@sayftycom
@kapoors_s
@mckinsey_mgi
@lookforsun

Top Replied-To in G9:
@shaminasingh
@wef
@smartasacarrot

Top Replied-To in G10:
@shuggie116
@rmacmaghnuis
@wordamentalist
@innealadair
@standfree3
@nicolasturgeon

Top Mentioned
Top Mentioned in Entire Graph:
@scotgov
@mckinsey_mgi
@righttoplayusa
@andrewyang
@forbes
@unicef
@manutd
@_genunlimited
@queenscomtrust
@morethanadodo

Top Mentioned in G1:
@nubentos
@jobmarketmon
@encephalitis
@hezatour
@iamcharmainefi1
@nychealthsystem

Top Mentioned in G2:
@bobholdennyc
@petebuttigieg
@ruralhealth
@1firstfruit
@tylergarret2
@chimos5cad

Top Mentioned in G3:
@mckinsey_mgi
@forbes
@guzmand
@bernardmarr
@psb_dc
@paula_piccard
@ahier
@jimmarous
@deeplearn007
@helene_wpli

Top Mentioned in G5:
@secpompeo

Top Mentioned in G8:
@mahilacongress

Top Mentioned in G9:
@cognizant
@mckinsey_mgi
@qz
@baldwinre
@wef
@scjohnson
@benjaminpring
@eshelouise
@aarondklein
@prosyn

Top Mentioned in G10:
@scotgov
@britishlibrary
@cre8nu
@ianblackfordmp
@arthurstramash
@karenlwilkinson
@wordamentalist
@acc_b
@mckenzie6593
@mehugs1

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@marshawright
@alllibertynews
@askmenfess
@jurylady5
@realercanates1
@3_i_n
@scarfizal
@lennaleprena
@pandoraskids

Top Tweeters in G1:
@realercanates1
@pandoraskids
@feedjunkie
@jondknight
@footyaccums
@lucas_wyrsch
@iranlawrence
@pekkapuhakka
@washpostjobs
@priorawareness

Top Tweeters in G2:
@b1e56df9ce6549f
@johangreg
@1chefdiva
@marconavarrolor
@bistycsross
@aclaysuper
@gwydion620
@lawgirl318
@jrweaver55
@reggiebub

Top Tweeters in G3:
@evankirstel
@rocketnews1
@ottlegalrebels
@zimei_no_ri
@dcexaminer
@iam__network
@humbertozamorar
@oasismountain
@santchiweb
@4everanimalz1

Top Tweeters in G4:
@pops131
@njsunbunny
@ohioman2010
@jopfoh
@kmmayernick1012
@complexlysimple
@hmhkaufman
@mybakersdozen
@jenni104
@desertclam2012

Top Tweeters in G5:
@jurylady5
@libertad717
@insdatainter
@strategicpolicy
@abosife2010
@raumunz
@doyleglobal
@k1a1zzz
@richfm39517086
@owlwoman911_

Top Tweeters in G6:
@gothvmin
@taegyeomie
@taesbestie
@seokied
@jeanettacsheehy
@warsyoongi
@cjoy08deluna
@stardustjoonie
@w1310xx
@pjmcait

Top Tweeters in G7:
@msavaarmstrong
@dexybailman
@inabsentia9
@saminhim
@rentonmagauk
@dsdr2011
@lorajperkins
@ptsd1471
@theth1120
@deehill77

Top Tweeters in G8:
@goeltm_tg
@mikedesai
@vinaydokania
@gops333
@prameshjain12
@inctharoorian
@lalit63469099
@samiullah_inc
@nayyar76
@koyikkodann

Top Tweeters in G9:
@viazcanv
@analyticaglobal
@lorettabower3
@rf_jenkins
@krishworlds
@ft
@jcarrilloromano
@akimcampbell
@trabajareuropa
@ansisegle

Top Tweeters in G10:
@isthisab0t
@alicmurray
@serendipitysays
@hazelglasgow
@gracemurphy2
@2351onthelist
@camz99
@xraypat
@wherepond
@oordayhascame