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futureofwork _2017-03-27_17-02-24.xlsx
futureofwork _2017-03-27_17-02-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 28, 2017
Short Description:
futureofwork via NodeXL http://bit.ly/2o462nC
@ianknowlson
@prestigeecon
@hrcurator
@raimonnemar
@sarahetodd
@forbes
@carlamays
@mynaedu

Description:
Description
The graph represents a network of 4,040 Twitter users whose tweets in the requested range contained "futureofwork ", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 28 March 2017 at 00:04 UTC.

The requested start date was Tuesday, 28 March 2017 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 8-hour, 28-minute period from Thursday, 23 March 2017 at 15:30 UTC to Monday, 27 March 2017 at 23:59 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 : 4040
Unique Edges : 6187
Edges With Duplicates : 1672
Total Edges : 7859
Self-Loops : 1081
Reciprocated Vertex Pair Ratio : 0.029838165879973
Reciprocated Edge Ratio : 0.0579472908823048
Connected Components : 531
Single-Vertex Connected Components : 279
Maximum Vertices in a Connected Component : 2833
Maximum Edges in a Connected Component : 6336
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.596835
Graph Density : 0.000374381954164716
Modularity : 0.694841
NodeXL Version : 1.0.1.378

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[52] http://sloanreview.mit.edu/article/the-corporate-implications-of-longer-lives/?social_token=4cb2f7585cb03f57803043f021c6bd01&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[43] http://trib.al/nnbCm5Y
[39] https://www.forbes.com/sites/bernardmarr/2017/03/24/how-digital-transformation-and-data-will-change-all-of-our-workplaces/
[29] http://qaspire.com/2016/12/14/organizational-leader-as-a-social-architect/
[28] https://www.technative.io/mep-mady-delvaux-calls-for-wider-public-debate-about-robotics/
[28] http://bit.ly/2mpYQ57
[22] http://www.thehrisworld.com/ai-nlp/
[19] http://blog.gocatalant.com/emergence-4th-industrial-revolution/
[18] https://medium.com/m/global-identity?redirectUrl=https://workfutures.io/skills-for-success-in-a-disruptive-world-of-work-bff2a220c920
[17] http://www.cio.com/article/3168912/leadership-management/the-future-of-work-is-today-are-you-ready.html

Top URLs in Tweet in G1:
[18] http://www.thehrisworld.com/ai-nlp/
[17] https://www.forbes.com/sites/bernardmarr/2017/03/24/how-digital-transformation-and-data-will-change-all-of-our-workplaces/
[15] http://www.esecurityplanet.com/network-security/women-comprise-just-11-percent-of-global-cyber-security-workforce.html?utm_content=buffere7bbd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] http://www.datasciencecentral.com/profiles/blogs/the-astonishing-big-data-generated-in-a-single-journey
[11] http://strategy-business.com/10PrinciplesNextIndustrialRevolution
[10] http://www.zdnet.com/article/artificial-intelligence-doesnt-have-to-be-job-killer/?utm_content=bufferbd44d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://blog.hrn.io/will-blockchain-impact-hr/
[10] https://thefutureorganization.com/future-work-weekly-roundup-march-19th-2017/
[10] http://www.atelier.net/trends/articles/stimuler-creativite-entreprise-un-art_445355?utm_content=buffer07591&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://www.forbes.com/sites/jeannemeister/2017/01/05/the-employee-experience-is-the-future-of-work-10-hr-trends-for-2017/

Top URLs in Tweet in G2:
[4] http://www.zdnet.com/article/artificial-intelligence-doesnt-have-to-be-job-killer/?utm_content=buffer31eee&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.linkedin.com/pulse/robots-new-finance-guys-jason-schenker
[3] https://www.bloomberg.com/view/articles/2017-03-06/how-to-survive-the-robocalypse
[1] https://twitter.com/i/web/status/845613757162307585
[1] https://twitter.com/i/web/status/845353971363438592
[1] http://citywireamericas.com/news/how-to-play-the-robotic-revolution-and-survive-the-robocalypse/a993109
[1] https://twitter.com/i/web/status/844888728589996032

Top URLs in Tweet in G3:
[27] http://qaspire.com/2016/12/14/organizational-leader-as-a-social-architect/
[16] https://medium.com/m/global-identity?redirectUrl=https://workfutures.io/skills-for-success-in-a-disruptive-world-of-work-bff2a220c920
[13] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fworkfutures.io%2Fskills-for-success-in-a-disruptive-world-of-work-bff2a220c920
[11] https://www.linkedin.com/pulse/digital-dexterity-alain-dehaze
[8] https://www.siliconrepublic.com/careers/future-of-work-data-fintech-ai-sodexo
[7] http://irishtechnews.ie/a-philosphical-inquiry-into-the-future-ai-nlp-and-why-skynet-wont-happen-yet-pete-trainor-interviewed/
[6] https://www.siliconrepublic.com/careers/artificial-intelligence-future-of-work-accenture
[5] https://www.facebook.com/events/188941621594617/?utm_content=bufferbe65b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://hbr.org/2017/03/augmented-reality-is-already-improving-worker-performance?utm_source=twitter&utm_medium=social&utm_campaign=hbr
[4] http://www.theceomagazine.com/business/future-work-people-partnership-technology/

Top URLs in Tweet in G4:
[3] https://play.google.com/music/m/Djq456d3jop4grcy5opd7xxb22e
[3] https://www.theguardian.com/technology/2017/mar/24/millions-uk-workers-risk-replaced-robots-study-warns?CMP=share_btn_tw
[3] https://www.youtube.com/watch?v=uiJTa3mMqkI
[3] http://womenspowerbook.org/contents-future-civilization-mankind-femocracy-womensworld.htm#.UF9OcVK3wwI
[3] http://www.futureofbusinessandtech.com/workplace-wellness/designing-your-office-for-the-future-workforce
[3] http://centricminds.com/blog/how-the-digital-employee-experience-will-reshape-work/
[2] https://www.youtube.com/watch?v=es4w3WUcrN0
[2] https://www.theguardian.com/technology/2017/mar/24/millions-uk-workers-risk-replaced-robots-study-warns?CMP=Share_AndroidApp_Tweet
[2] https://www.forbes.com/sites/bernardmarr/2017/03/24/how-digital-transformation-and-data-will-change-all-of-our-workplaces/
[2] https://www.eventbrite.co.uk/e/coworking-women-tickets-32400123642?platform=hootsuite

Top URLs in Tweet in G5:
[4] https://www.facebook.com/le.hub.bpifrance/videos/vb.1625981684325855/1927328697524484/
[4] https://www.periscope.tv/w/a6LCEzF6dktOTmdscVpLZWR8MXZPeHdZWnpQUmRHQmt9S3laTAEpQxAGypZjn3ZyHdWswyrcBqJeH7CIQ37Y
[3] http://www.atelier.net/trends/articles/flexibilite-travail-menace-t-culture-entreprise_445405?utm_content=buffera44e0
[2] https://www.periscope.tv/w/a6LJyzF6dktOTmdscVpLZWR8MXZPR3dZWnpFd0R4Qru3aRBIz5djUFbE55KeSUS_svoD7ydLAnkgnw4NZyZp
[2] http://www.gsb.stanford.edu/insights/why-you-dont-understand-disruption?utm_content=buffer88088&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.gsb.stanford.edu/insights/why-you-dont-understand-disruption?utm_content=bufferd363a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.gsb.stanford.edu/insights/why-you-dont-understand-disruption?utm_content=buffer30441&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://medium.com/tech-away/future-of-work-la-transformation-num%C3%A9rique-est-un-sujet-rh-787709a50a58#.yi7szduwj
[1] https://www.periscope.tv/w/a6K0ZzF6dktOTmdscVpLZWR8MXlwS2RYT2FycGFLV7ex3A98biTj_6cCLvs2QKi_wEr4uhK9eEJuhQ9fSFUz
[1] https://www.periscope.tv/w/a6LDFzF6dktOTmdscVpLZWR8MURYeHlyYXpMeUVLTTfAaD0OFuXwhHj3CNC-oDDDixT8hEQ2vg5XcrOj5BxR

Top URLs in Tweet in G6:
[20] https://www.forbes.com/sites/bernardmarr/2017/03/24/how-digital-transformation-and-data-will-change-all-of-our-workplaces/
[10] https://www.weforum.org/agenda/2017/01/worried-about-ai-taking-your-job-its-already-happening-in-japan/
[5] https://storify.com/IDS_UK/digital-development-summit-2017-the-future-of-work
[4] http://kmspotlight.com
[4] http://www.theimpactinitiative.net/blog/blog-when-robots-meet-researchers-5-tips-academics-disrupted-digitisation?utm_source=feedburner&utm_medium=email&utm_campaign=Feed%3A%20idsdigital%20%28Digital%20IDS%20research%20cluster%29
[3] https://ai100.stanford.edu/sites/default/files/ai100report10032016fnl_singles.pdf
[3] https://www.weforum.org/agenda/2016/01/digital-disruption-has-only-just-begun/
[2] https://www.wonolo.com/blog/avoid-the-aaron-ross-trap?utm_content=51513949&utm_medium=social&utm_source=twitter
[2] https://www.weforum.org/agenda/2016/09/jobs-of-future-and-skills-you-need/
[2] https://twitter.com/KM_Spotlight/status/844851026289016832

Top URLs in Tweet in G7:
[26] https://www.technative.io/mep-mady-delvaux-calls-for-wider-public-debate-about-robotics/
[8] http://corporate-rebels.com/mindset/?utm_source=twitter&utm_medium=social&utm_campaign=SocialWarfare
[4] https://www.atlassian.com/blog/announcements/trello-power-ups-for-atlassian-suite
[3] https://www.constellationr.com/research/why-artificial-intelligence-will-power-future-work
[3] https://vimeo.com/192075037
[3] https://twitter.com/acrossio/status/841378549428805636
[2] https://www.slideshare.net/alanlepo/surviving-social-software-fatigue/15-Universal_Social_Inbox_I_cant
[2] http://www.alanlepofsky.com/alepofsky/alanblog.nsf/dx/helping-people-work-together-is-what-lotus-does-best
[2] https://www.linkedin.com/pulse/its-time-put-people-first-management-sara-coene
[2] https://www.fastcompany.com/3069078/the-war-for-talent-is-over-and-everyone-lost

Top URLs in Tweet in G8:
[9] https://www2.deloitte.com/global/en/pages/about-deloitte/articles/deloitte-at-gmf-brussels-forum.html?nc=1&id=gx:2sm:3tw:4deloitte-at-gmf-brussels-forum:5awa:6Other:20170324200300::Global&linkId=35807610
[6] https://www.theguardian.com/uk-news/2017/mar/20/pm-backs-plans-to-overhaul-workers-rights-to-reflect-employment-practices?CMP=Share_AndroidApp_Tweet&utm_content=buffer319fc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] http://sloanreview.mit.edu/article/what-to-expect-from-artificial-intelligence/?social_token=ef74c826eac527037510fcbd2889241d&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[3] https://www.theguardian.com/money/2016/dec/31/french-workers-win-legal-right-to-avoid-checking-work-email-out-of-hours?utm_content=buffere8c0f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://www.bbc.co.uk/news/business-39344000?utm_content=buffer1dbff&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://trib.al/HbQRuNX
[2] http://www.cio.com/article/3180518/software/automation-and-ai-are-coming-for-it-jobs-here-s-how-to-keep-yours.html?utm_content=bufferf3e00&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.bloomberg.com/view/articles/2017-03-06/how-to-survive-the-robocalypse
[2] http://www.marginalia.online/how-different-industries-can-benefit-from-the-internet-of-things/
[2] https://www.constellationr.com/research/c3-iot-nextgen-platform-nextgen-applications?utm_content=buffer5a711&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G9:
[37] http://trib.al/nnbCm5Y
[13] http://www.marginalia.online/the-imperatives-of-corporate-innovation/
[9] https://www.haufe.de/personal/hr-management/agilitaet-definition-und-verstaendnis-in-der-praxis_80_405804.html
[8] http://www.marginalia.online/how-fujitsu-uses-infopresence-to-innovate-and-communicate/
[7] http://www.marginalia.online/how-different-industries-can-benefit-from-the-internet-of-things/
[5] http://www.marginalia.online/attributes-and-practices-of-digital-leaders/
[5] http://futureofwork.nobl.io/future-of-work/what-every-institutional-innovation-program-gets-wrong
[4] http://www.marginalia.online/increase-happiness-and-productivity-with-anywhere-working-says-new-survey/
[4] https://www.technologyreview.com/s/603895/customer-service-chatbots-are-about-to-become-frighteningly-realistic/?utm_content=buffer18072&utm_medium=social&utm_source=linkedin.com&utm_campaign=buffer
[3] https://www.weforum.org/agenda/2017/02/your-staff-might-want-to-work-from-home-but-this-is-why-you-shouldnt-let-them?delete_local=24715&utm_content=buffer77660&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G10:
[44] http://sloanreview.mit.edu/article/the-corporate-implications-of-longer-lives/?social_token=4cb2f7585cb03f57803043f021c6bd01&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[5] https://www.theguardian.com/technology/2017/mar/24/millions-uk-workers-risk-replaced-robots-study-warns?CMP=share_btn_tw
[3] http://www.gsb.stanford.edu/insights/andre
[3] http://www.afr.com/technology/gaming/gamings-sweeter-reality-claims-the-lives-of-our-young-men-20170320-gv2oi5
[2] http://spendmatters.com/2017/03/27/white-paper-role-platforms-sourcing-engaging-business-talent/#.WNklO593HOM.twitter
[2] http://sloanreview.mit.edu/article/will-ai-create-as-many-jobs-as-it-eliminates/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[1] https://twitter.com/i/web/status/845774826027536384
[1] https://twitter.com/i/web/status/837906721033056256
[1] https://twitter.com/i/web/status/845289384601636864
[1] https://twitter.com/i/web/status/845969869673807874

Top Domains
Top Domains in Tweet in Entire Graph:
[723] twitter.com
[111] forbes.com
[89] paper.li
[81] linkedin.com
[80] medium.com
[65] co.uk
[65] mit.edu
[58] theguardian.com
[53] marginalia.online
[46] loganexchange.com

Top Domains in Tweet in G1:
[162] twitter.com
[60] forbes.com
[26] co.uk
[24] scoop.it
[23] thehrisworld.com
[18] fastcompany.com
[18] esecurityplanet.com
[16] amazon.com
[16] paper.li
[15] thehrdirector.com

Top Domains in Tweet in G2:
[4] zdnet.com
[3] linkedin.com
[3] bloomberg.com
[3] twitter.com
[1] citywireamericas.com

Top Domains in Tweet in G3:
[51] twitter.com
[34] medium.com
[27] qaspire.com
[26] linkedin.com
[20] paper.li
[17] siliconrepublic.com
[13] linkis.com
[11] snip.ly
[11] sdr.li
[8] irishtechnews.ie

Top Domains in Tweet in G4:
[99] twitter.com
[11] linkedin.com
[8] youtube.com
[8] paper.li
[8] smh.re
[7] linkis.com
[7] co.uk
[6] theguardian.com
[5] dy.si
[5] centricminds.com

Top Domains in Tweet in G5:
[36] twitter.com
[11] periscope.tv
[6] stanford.edu
[4] facebook.com
[3] atelier.net
[2] thehrdirector.com
[2] lesechos.fr
[2] medium.com
[1] liberation-entreprise.org
[1] weforum.org

Top Domains in Tweet in G6:
[25] twitter.com
[21] forbes.com
[17] weforum.org
[5] storify.com
[4] kmspotlight.com
[4] theimpactinitiative.net
[3] stanford.edu
[3] youtube.com
[2] instagram.com
[2] wonolo.com

Top Domains in Tweet in G7:
[26] technative.io
[16] twitter.com
[8] corporate-rebels.com
[4] atlassian.com
[4] paper.li
[3] constellationr.com
[3] vimeo.com
[2] slideshare.net
[2] alanlepofsky.com
[2] linkedin.com

Top Domains in Tweet in G8:
[21] theguardian.com
[15] co.uk
[12] twitter.com
[10] deloitte.com
[6] mit.edu
[4] qz.com
[4] forbes.com
[4] cityam.com
[3] marginalia.online
[3] trib.al

Top Domains in Tweet in G9:
[45] marginalia.online
[37] trib.al
[27] twitter.com
[9] haufe.de
[5] nobl.io
[4] technologyreview.com
[3] weforum.org
[1] medium.com
[1] forbes.com
[1] esecurityplanet.com

Top Domains in Tweet in G10:
[46] mit.edu
[8] twitter.com
[5] theguardian.com
[4] stanford.edu
[3] afr.com
[2] spendmatters.com
[2] theatlantic.com
[1] siliconrepublic.com
[1] medium.com
[1] businessinsider.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4415] futureofwork
[717] automation
[618] robotics
[614] ai
[605] robots
[423] jobsforrobots
[402] hr
[375] fintech
[209] iot
[198] sxsw



Top Hashtags in Tweet in G1:
[979] futureofwork
[271] ai
[197] hr
[156] fintech
[138] iot
[137] bigdata
[131] industry40
[112] ceo
[109] insurtech
[94] digital

Top Hashtags in Tweet in G2:
[508] robots
[508] automation
[508] robotics
[507] futureofwork
[412] jobsforrobots
[195] fintech
[190] sxsw
[98] jobs
[98] economy
[96] finance

Top Hashtags in Tweet in G3:
[394] futureofwork
[39] hr
[30] leadership
[29] ai
[20] digital
[17] technology
[16] skills
[15] gigeconomy
[14] innovation
[12] workforce

Top Hashtags in Tweet in G4:
[305] futureofwork
[21] automation
[17] ai
[16] hr
[12] talent
[10] work
[9] ceos
[9] ceosurvey
[8] globalbusiness
[8] innovation

Top Hashtags in Tweet in G5:
[203] futureofwork
[169] totemhr
[40] rh
[36] hrtech
[31] pôleemploi
[25] hr
[22] openinnovation
[20] startup
[10] disrupt
[10] totemrh

Top Hashtags in Tweet in G6:
[142] futureofwork
[69] kmspotlight
[46] ai
[38] iot
[28] vr
[26] digitaltransformation
[25] ar
[18] robotics
[13] 4ir
[11] ad

Top Hashtags in Tweet in G7:
[119] futureofwork
[51] ai
[17] socbiz
[15] automation
[13] robots
[13] artificialintelligence
[13] robotics
[13] makeyourownlane
[7] bureaucracy
[5] leadership

Top Hashtags in Tweet in G8:
[133] futureofwork
[36] brusselsforum
[19] ai
[15] automation
[15] robots
[9] gmfus
[7] ulticonnect
[7] tech
[6] remotely
[6] women

Top Hashtags in Tweet in G9:
[82] futureofwork
[37] deeperlearning
[37] edpolicy
[37] edreform
[24] innovation
[9] digital
[9] agilität
[8] iot
[7] leadership
[7] productivity

Top Hashtags in Tweet in G10:
[60] futureofwork
[12] ai
[5] automation
[5] edtech
[3] education
[3] gaming
[2] contingentworkforce
[2] teachers
[2] data
[1] productivity

Top Words
Top Words in Tweet in Entire Graph:
[2606] Words in Sentiment List#1: Positive
[802] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[75870] Non-categorized Words
[79278] Total Words
[4427] futureofwork
[743] automation
[691] ai
[682] robots
[650] robotics

Top Words in Tweet in G1:
[979] futureofwork
[293] ai
[217] hr
[172] sarahetodd
[156] fintech
[140] iot
[138] bigdata
[131] industry40
[125] hrcurator
[116] ceo

Top Words in Tweet in G2:
[508] robots
[508] automation
[508] robotics
[507] futureofwork
[500] prestigeecon
[412] jobsforrobots
[318] book
[195] fintech
[194] p3pub
[190] sxsw

Top Words in Tweet in G3:
[399] futureofwork
[84] work
[53] tnvora
[51] future
[44] ilo
[41] hr
[41] join
[40] world
[39] pick
[39] answer

Top Words in Tweet in G4:
[306] futureofwork
[33] work
[28] future
[23] ai
[23] automation
[22] jobs
[19] hr
[17] workplace
[16] talent
[16] robots

Top Words in Tweet in G5:
[203] futureofwork
[169] totemhr
[156] les
[116] bpifrancehub
[88] dans
[86] pour
[51] rh
[49] au
[47] avec
[45] une

Top Words in Tweet in G6:
[142] futureofwork
[69] kmspotlight
[57] glengilmore
[50] ai
[38] iot
[38] future
[35] km_spotlight
[28] vr
[27] data
[26] digitaltransformation

Top Words in Tweet in G7:
[124] futureofwork
[56] ai
[41] valaafshar
[40] 1
[40] 2
[39] resume
[39] annual
[39] performance
[39] review
[39] 3

Top Words in Tweet in G8:
[133] futureofwork
[36] brusselsforum
[25] futureofworkhub
[24] guardian
[23] ai
[21] jobs
[21] gmfus
[21] robots
[19] deloitte
[18] automation

Top Words in Tweet in G9:
[82] futureofwork
[37] fall
[37] four
[37] quadrants
[37] deeperlearning
[37] edpolicy
[37] edreform
[36] https
[35] tedfujimoto
[28] lombardi_gloria

Top Words in Tweet in G10:
[60] futureofwork
[47] mitsmr
[40] traditional
[40] model
[40] vs
[40] multistage
[40] career
[40] corporate
[40] implications
[40] longer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[327] book,jobsforrobots
[257] automation,futureofwork
[214] robotics,automation
[213] robotics,futureofwork
[213] robots,automation
[208] robots,robotics
[160] check,out
[139] fintech,futureofwork
[132] ai,futureofwork
[126] futureofwork,robotics

Top Word Pairs in Tweet in G1:
[71] fintech,insurtech
[61] futureofwork,ceo
[57] insurtech,futureofwork
[50] thx4rt,fr
[49] fr,hrcurator
[48] futureofwork,ai
[48] futureofwork,hr
[47] industry40,futureofwork
[40] ai,futureofwork
[40] landscape,bigdata

Top Word Pairs in Tweet in G2:
[318] book,jobsforrobots
[215] automation,futureofwork
[211] robots,automation
[201] robots,robotics
[201] robotics,automation
[190] robotics,futureofwork
[117] see,excerpt
[117] excerpt,book
[117] jobsforrobots,bv
[117] bv,business

Top Word Pairs in Tweet in G3:
[39] pick,answer
[39] answer,join
[39] join,futureofwork
[34] futureofwork,event
[33] world,work
[29] skills,success
[29] success,disruptive
[29] disruptive,world
[27] organizational,leader
[27] leader,social

Top Word Pairs in Tweet in G4:
[13] automation,futureofwork
[9] hr,futureofwork
[9] work,futureofwork
[9] watch,workplace
[9] workplace,changing
[9] changing,ceos
[9] ceos,discussing
[9] discussing,talent
[9] talent,automation
[9] futureofwork,ceosurvey

Top Word Pairs in Tweet in G5:
[36] pour,une
[36] au,totemhr
[36] totemhr,pour
[35] bpifrancehub,futureofwork
[33] grands,groupes
[32] table,ronde
[31] endirect,reynaldchapuis
[31] reynaldchapuis,au
[31] une,table
[31] ronde,sur

Top Word Pairs in Tweet in G6:
[25] ar,vr
[24] data,change
[23] digitaltransformation,data
[22] kmspotlight,futureofwork
[20] change,futureofwork
[20] futureofwork,prepared
[20] prepared,ar
[19] glengilmore,digitaltransformation
[16] vr,iot
[16] iot,htt

Top Word Pairs in Tweet in G7:
[39] futureofwork,1
[39] 1,resume
[39] resume,2
[39] 2,annual
[39] annual,performance
[39] performance,review
[39] review,3
[39] 3,training
[39] training,gamification
[39] gamification,4

Top Word Pairs in Tweet in G8:
[16] futureofwork,brusselsforum
[15] guardian,futureofwork
[14] gmfus,brusselsforum
[9] businesses,plan
[9] plan,changing
[9] changing,skill
[9] skill,demands
[9] demands,futureofwork
[9] futureofwork,gmfus
[8] artificial,intelligence

Top Word Pairs in Tweet in G9:
[37] futureofwork,fall
[37] fall,four
[37] four,quadrants
[37] quadrants,deeperlearning
[37] deeperlearning,edpolicy
[37] edpolicy,edreform
[35] tedfujimoto,futureofwork
[35] edreform,https
[13] popular,innovation
[13] innovation,practices

Top Word Pairs in Tweet in G10:
[40] traditional,model
[40] model,vs
[40] vs,multistage
[40] multistage,career
[40] career,corporate
[40] corporate,implications
[40] implications,longer
[40] longer,lives
[37] mitsmr,traditional
[37] lives,futureofwork

Top Replied-To
Top Replied-To in Entire Graph:
@technicolor
@gwendelaroche
@soledadobrien
@marytmcd
@polycom
@pwc_uk
@nicoconut
@jacobm
@zukyconzeta
@usmansattarmd

Top Replied-To in G1:
@jacobm
@calcoservices
@wimrampen
@davidholzmer

Top Replied-To in G3:
@innovation
@ilo
@jvonbriesen
@arnonel

Top Replied-To in G4:
@zukyconzeta

Top Replied-To in G5:
@gwendelaroche
@nicoconut
@clemgarrec
@engiefab
@jon_azoulay
@benedictedrs
@360learning

Top Replied-To in G6:
@dougcoupland
@belindaparmar
@mamou_mani

Top Replied-To in G7:
@andrewsroadmaps
@nicolapeschke

Top Replied-To in G8:
@pwc_uk
@richardlui

Top Replied-To in G10:
@mjmadda

Top Mentioned
Top Mentioned in Entire Graph:
@prestigeecon
@p3pub
@sarahetodd
@hrcurator
@business
@bpifrancehub
@bv
@bloomberg
@guzmand
@forbes

Top Mentioned in G1:
@sarahetodd
@hrcurator
@guzmand
@forbes
@jacobm
@wisecrowdglobal
@fastcompany
@psb_dc
@sbmeunier
@david_green_uk

Top Mentioned in G2:
@prestigeecon
@p3pub
@bv
@business
@bloomberg
@sjtechguy
@cwamericas
@linkedin

Top Mentioned in G3:
@ilo
@tnvora
@adeccogroup
@ssforumuk
@leandroeherrero
@anjahoffmann
@siliconrepublic
@alaindehaze
@un_women
@harvardbiz

Top Mentioned in G4:
@zukyconzeta
@white_owly
@totemsummit
@rnbglobaluniv
@dtongsports
@theexcoriator
@edgrapenutzimm

Top Mentioned in G5:
@bpifrancehub
@jon_azoulay
@pole_emploi
@iheartstartups
@reynaldchapuis
@talent_io
@gwendelaroche
@rouxpau
@eclaireuroffice
@bpifrance

Top Mentioned in G6:
@glengilmore
@km_spotlight
@wef
@konicaminolta
@konicaminoltaus
@mikequindazzi
@dougcoupland
@ids_uk
@guardiannews
@frankbrightabel

Top Mentioned in G7:
@valaafshar
@technative
@paul_helms
@alanlepo
@reach2ratan
@corp_rebels
@atlassian
@trello
@confluence

Top Mentioned in G8:
@futureofworkhub
@guardian
@deloitte
@gmfus
@holgermu
@richardlui
@ultimatehcm
@successfactors
@lozanojavier
@flylancing

Top Mentioned in G9:
@tedfujimoto
@lombardi_gloria
@personalmagazin
@mvollmer1
@prasadtk
@steph_tho
@sapireland
@sapnorthamerica
@pdanhealey9
@ilo

Top Mentioned in G10:
@mitsmr
@vivifriedgut
@ina
@lyndagratton
@ajslondon
@lbs
@andrewng_
@ptetlock
@davidslocum
@financialrev

Top Tweeters
Top Tweeters in Entire Graph:
@localtourkey
@nosqldigest
@businewss_bot
@robre62
@arkangelscrap
@jamesroy
@nilimajumder
@inquirerdotnet
@ericdemarylebon
@roomeezon

Top Tweeters in G1:
@arkangelscrap
@roomeezon
@startuprealtime
@huffingtonpost
@evankirstel
@innova_scape
@sectest9
@billnigh
@fintechna
@edgametec

Top Tweeters in G2:
@snstreet
@business
@ketultheking786
@sachatb
@bv
@fusetrader
@twinkleportal
@bloomberg
@seesunsee_s
@camdencdc

Top Tweeters in G3:
@nilimajumder
@homefronthugs
@usatoday
@mrzackerywalls
@_cosatu
@denisborges26
@makone007
@mims
@kitson
@bigdatabatman

Top Tweeters in G4:
@remi_vladuceanu
@budgeco
@nowheelspin
@servantofchaos
@fred_zimny
@dtongsports
@yynhr
@dchou1107
@pitch140x
@anna_rich

Top Tweeters in G5:
@kingthedarkdhn
@lesechos
@christiandomine
@disruptivedigit
@innovation_rtw
@vinceberthelot
@cmgessier
@pmeance
@trello
@trucs2ouf

Top Tweeters in G6:
@robre62
@guardiannews
@ahmedziyadmv
@_maryhshultz
@alvinlindsay21
@mervyndinnen
@wef
@ross_quintana
@glengilmore
@belindaparmar

Top Tweeters in G7:
@valaafshar
@thekenyeung
@ultramanifestor
@jenstirrup
@alanlepo
@matt_l
@lauriemccabe
@sociallysaas
@syedkami70
@adobe

Top Tweeters in G8:
@guardian
@bbcnews
@kingofpayments
@smoothsale
@holgermu
@bbcbusiness
@cityam
@qz
@carlamays
@fastcoexist

Top Tweeters in G9:
@bot_innovation
@aalbertjac
@biconnections
@profdrpassos
@gvalan
@nihaustin
@jowyang
@meryjose8947
@bizrockstar
@colonelb

Top Tweeters in G10:
@financialreview
@southstep
@andreearchbold
@engmina_
@leoveigasanchez
@divorcedgaming
@farhanknight
@ganxe
@eirepreneur
@mitsmr