futureofwork , Twitter, 3/26/2019 2:57:13 PM, 191723
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futureofwork _2019-03-26_05-59-43.xlsx
futureofwork _2019-03-26_05-59-43.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2019
Short Description:
futureofwork via NodeXL http://bit.ly/2UawFHj
@mikequindazzi
@fca_hq
@wef
@haroldsinnott
@mercer
@ronald_vanloon
@forbes
@technowornever
@ianknowlson
@akwyz

Top hashtags:
#futureofwork
#ai
#iot
#robotics
#automation
#digitaltransformation
#artificialintelligence

Description:
Description
The graph represents a network of 3,815 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, 26 March 2019 at 13:01 UTC.

The requested start date was Tuesday, 26 March 2019 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 1-day, 11-hour, 41-minute period from Sunday, 24 March 2019 at 12:18 UTC to Tuesday, 26 March 2019 at 00:00 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 : 3815
Unique Edges : 7568
Edges With Duplicates : 2586
Total Edges : 10154
Number of Edge Types : 3
Mentions : 8830
Tweet : 1258
Replies to : 66
Self-Loops : 1258
Reciprocated Vertex Pair Ratio : 0.0222192831636027
Reciprocated Edge Ratio : 0.0434726355285289
Connected Components : 608
Single-Vertex Connected Components : 310
Maximum Vertices in a Connected Component : 2422
Maximum Edges in a Connected Component : 8482
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.511044
Graph Density : 0.000531187780962873
Modularity : 0.53655
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[48] https://www.salesforce.com/au/blog/2017/10/the-future-of-work--technology--jobs-and-augmented-intelligence.html?utm_content=bufferacc56&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[38] https://www.forbes.com/sites/forbestechcouncil/2019/03/05/the-future-of-work-is-here-today-thanks-to-the-digital-worker/#1141f2ef7000
[22] https://www.forbes.com/sites/greatspeculations/2019/02/25/ai-will-add-15-trillion-to-the-world-economy-by-2030/#672330e21852
[20] https://www.mckinsey.com/featured-insights/future-of-work/jobs-lost-jobs-gained-what-the-future-of-work-will-mean-for-jobs-skills-and-wages?cid=soc-web
[19] https://www.forbes.com/sites/greatspeculations/2019/02/25/ai-will-add-15-trillion-to-the-world-economy-by-2030/amp/?__twitter_impression=true
[17] https://theconversation.com/in-an-ai-era-lessons-from-dinosaurs-help-us-adapt-to-the-future-of-work-113444
[17] https://thenextweb.com/podium/2019/03/24/why-i-believe-the-future-of-work-is-on-the-blockchain/
[12] https://joshbersin.com/2019/02/the-employee-experience-platform-a-new-category-arrives/
[12] https://www.thersa.org/discover/publications-and-articles/rsa-blogs/2019/03/what-will-the-world-of-work-look-like-in-2035
[12] https://www.ptc.com/en/product-lifecycle-report/ar-reskilling-upskilling-workforce

Top URLs in Tweet in G1:
[19] https://www.forbes.com/sites/greatspeculations/2019/02/25/ai-will-add-15-trillion-to-the-world-economy-by-2030/#672330e21852
[18] https://www.forbes.com/sites/greatspeculations/2019/02/25/ai-will-add-15-trillion-to-the-world-economy-by-2030/amp/?__twitter_impression=true
[14] https://thenextweb.com/podium/2019/03/24/why-i-believe-the-future-of-work-is-on-the-blockchain/
[12] https://theconversation.com/in-an-ai-era-lessons-from-dinosaurs-help-us-adapt-to-the-future-of-work-113444
[11] https://www.entrepreneur.com/article/331073
[10] https://smallbiztrends.com/2019/02/pros-and-cons-of-ai-small-business.html
[8] https://www.mckinsey.com/featured-insights/future-of-work/jobs-lost-jobs-gained-what-the-future-of-work-will-mean-for-jobs-skills-and-wages?cid=soc-web
[8] https://www.destinationcrm.com/Articles/Columns-Departments/The-Last-Line/AI-Isnt-Inevitable-Its-a-Choice-130744.aspx
[7] https://www.salesforce.com/au/blog/2017/10/the-future-of-work--technology--jobs-and-augmented-intelligence.html?utm_content=bufferacc56&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.forbes.com/sites/cognitiveworld/2019/03/25/preparing-for-tomorrows-workforce-in-a-world-run-by-machines/

Top URLs in Tweet in G2:
[39] https://www.salesforce.com/au/blog/2017/10/the-future-of-work--technology--jobs-and-augmented-intelligence.html?utm_content=bufferacc56&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.weforum.org/agenda/2018/07/work-in-an-age-of-automation
[5] https://www.weforum.org/agenda/2018/09/future-of-jobs-2018-things-to-know/
[3] https://www.pwc.com/gx/en/sustainability/assets/blockchain-for-a-better-planet.pdf
[3] https://www.futurithmic.com/2019/02/13/industry-4-0-could-create-millions-new-jobs/
[3] https://www.ptc.com/en/product-lifecycle-report/ar-reskilling-upskilling-workforce
[3] https://www.analyticsinhr.com/blog/engagement-business-performance-using-analytics/?utm_content=buffer55138&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.ozy.com/fast-forward/why-artificial-intelligence-might-replace-your-lawyer/75435
[3] https://twitter.com/GoogleForEdu/status/1109530253058338816
[2] https://www.tractica.com/newsroom/press-releases/enterprise-robot-shipments-will-reach-1-2-million-units-annually-by-2022/?utm_content=bufferbad67&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[3] http://www.the-pool.com/work/work-smarter/2017/38/flexible-working-timewise-karen-mattison
[3] https://thenextweb.com/podium/2019/03/24/why-i-believe-the-future-of-work-is-on-the-blockchain/
[2] https://www.wsj.com/articles/hr-departments-turn-to-ai-enabled-recruiting-in-race-for-talent-11552600459
[2] https://aurianneor.tumblr.com/post/183513735070/soins-of-course-it-is-happening-inside-your#_=_
[2] https://www.youtube.com/watch?v=uiJTa3mMqkI

[2] https://www.forbes.com/sites/jeannemeister/2019/03/14/the-future-of-work-humans-gigs-robots-are-the-new-blended-workforce/
[2] https://www2.deloitte.com/insights/us/en/multimedia/podcasts/tech-trends-2019.html?id=us:2sm:3tw:4di4984::6di:20190324140000:podcast&utm_source=tw&utm_campaign=di4984&utm_content=di&utm_medium=social&linkId=65157741
[2] https://capitalhblog.deloitte.com/2019/03/19/leveraging-hr-shared-services-during-ma-transactions/?id=us:2sm:3tw:4caphblog::6hc:20190325154400:31919&utm_source=tw&utm_campaign=caphblog&utm_content=hc&utm_medium=social&linkId=65242804
[2] https://www.inc.com/jordan-scheltgen/5-habits-you-need-to-drop-to-become-a-better-leade.html?cid=hmmore
[2] http://decideconsulting.com/what-do-you-want-to-do/

Top URLs in Tweet in G4:
[10] https://www.mckinsey.com/featured-insights/future-of-work/jobs-lost-jobs-gained-what-the-future-of-work-will-mean-for-jobs-skills-and-wages?cid=soc-web
[4] https://www.ptc.com/en/product-lifecycle-report/ar-reskilling-upskilling-workforce
[3] https://www.theengineer.co.uk/q-and-a-feature-upskilling-for-industry-4-0/
[2] https://twitter.com/IIoT_World/status/1109468096098717697
[2] https://www.salesforce.com/au/blog/2017/10/the-future-of-work--technology--jobs-and-augmented-intelligence.html?utm_content=bufferacc56&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/1109551137164673025
[1] https://twitter.com/i/web/status/1110248230569181184
[1] https://www.siliconrepublic.com/people/ai-influencers-twitter
[1] https://www.techrepublic.com/article/how-to-avoid-unrealistic-data-science-project-expectations-8-tips/
[1] https://twitter.com/i/web/status/1109826122219438088

Top URLs in Tweet in G5:
[12] https://joshbersin.com/2019/02/the-employee-experience-platform-a-new-category-arrives/
[10] https://www.entrepreneur.com/article/328787
[6] https://www.forbes.com/sites/amitymillhiser/2018/12/06/tech-skills-are-in-demand-but-companies-cant-lose-sight-of-soft-skills/#5b3b6f891c2b
[5] http://hrexecutive.com/time-to-care-about-ona/
[4] https://www.forbes.com/sites/forbestechcouncil/2019/03/25/if-your-employees-arent-learning-your-company-could-fall-behind/?utm_content=bufferf8107&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#1a50fd9e20e0
[4] https://www.myhrfuture.com/blog/2019/1/14/100-conferences-to-attend-in-2019-on-people-analytics-the-future-of-work-and-data-driven-hr
[4] https://www.myhrfuture.com/blog/2019/3/22/how-to-create-a-people-analytics-function-for-good
[3] https://www.digitalhrtech.com/wider-employee-experience/#disqus_thread
[3] https://sloanreview.mit.edu/article/how-to-create-belonging-for-remote-workers/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[2] https://www.strategy-business.com/feature/Good-Work?gko=a9de1

Top URLs in Tweet in G6:
[8] https://www.thersa.org/discover/publications-and-articles/rsa-blogs/2019/03/what-will-the-world-of-work-look-like-in-2035
[4] https://www.thersa.org/globalassets/pdfs/reports/rsa_four-futures-of-work.pdf
[3] https://www.forbes.com/sites/amitymillhiser/2019/03/06/three-ways-to-prepare-your-business-for-the-fourth-industrial-revolution/#4b3fcb1276fa
[1] https://twitter.com/nicoatnu/status/1110289880091901958?s=21
[1] https://www.marshillaudio.org/catalog/mark-shiffman-humanity-45
[1] https://www.bbc.com/news/technology-47668476
[1] https://medium.com/rsa-reports/the-four-futures-of-work-preparing-for-good-work-come-what-may-aa5348bec696
[1] https://twitter.com/i/web/status/1110330697229787136
[1] http://markccrowley.com/brad-staats-a-framework-for-staying-relevant-in-a-rapidly-changing-world/?platform=hootsuite
[1] https://twitter.com/i/web/status/1110149464453332993

Top URLs in Tweet in G7:
[1] https://www.coworker.org/petitions/gas-prices-3
[1] https://twitter.com/i/web/status/1110179735819243525
[1] https://twitter.com/i/web/status/1110177955261628417
[1] https://twitter.com/i/web/status/1110195449078652929
[1] https://www.facebook.com/NAWB.org/videos/1001393286720796/
[1] https://twitter.com/i/web/status/1110168671710789632
[1] https://twitter.com/i/web/status/1110268832688541696
[1] https://twitter.com/i/web/status/1110194150362791941
[1] https://twitter.com/i/web/status/1110255723877810176
[1] https://twitter.com/i/web/status/1109876934249340934

Top URLs in Tweet in G8:
[3] https://www.forbes.com/sites/forbestechcouncil/2019/02/28/barriers-to-ai-adoption-and-what-you-can-do-to-overcome-them/#4e9224cf42bc
[2] https://dy.si/FYvYm
[2] https://www.willistowerswatson.com/en/insights/2019/02/pathways-to-digital-enablement-survey?utm_source=twitter&utm_medium=social&utm_campaign=FY19%2BFuture%2Bof%2BWork_&utm_content=wtwhr_b5294f42-117d-4de6-9943-26e135846830_&utm_term=
[1] https://twitter.com/i/web/status/1092671283286949889
[1] https://twitter.com/i/web/status/1091237818079346688
[1] https://twitter.com/i/web/status/1088702762542657536
[1] https://twitter.com/i/web/status/1078192026385113088
[1] https://twitter.com/i/web/status/1098485197253865473
[1] https://twitter.com/i/web/status/1089787790051762176
[1] https://twitter.com/i/web/status/1094861227946401792

Top URLs in Tweet in G9:
[3] https://www.forbes.com/sites/forbescoachescouncil/2017/11/03/jobs-ai-and-automation-what-you-need-to-know/#488092e3cb5c
[3] https://theconversation.com/in-an-ai-era-lessons-from-dinosaurs-help-us-adapt-to-the-future-of-work-113444
[3] the
[1] https://twitter.com/i/web/status/1110075101641392129
[1] https://twitter.com/i/web/status/1109946960180580352
[1] https://twitter.com/i/web/status/1110103102026326016
[1] https://twitter.com/i/web/status/1109946961065594882
[1] https://twitter.com/i/web/status/1110103103007789056
[1] https://www.linkedin.com/pulse/can-we-train-adaptability-nadia-naffi-ph-d-
[1] https://twitter.com/i/web/status/1109940281280024577

Top URLs in Tweet in G10:
[5] https://vimeo.com/325976819
[2] https://www.forbes.com/sites/forbescoachescouncil/2018/10/30/four-diversity-and-inclusion-disruptors-in-the-future-of-work/
[2] https://workplaceinsight.net/the-future-of-work-will-be-defined-by-four-models-claims-rsa/
[2] https://www.constellationr.com/blog-news/cio-predictions-2019
[1] https://twitter.com/i/web/status/1110330278508154881
[1] https://twitter.com/i/web/status/1109839110494142464
[1] https://twitter.com/i/web/status/1109842657319272449
[1] https://twitter.com/i/web/status/1109845381498720256
[1] https://twitter.com/i/web/status/1110208271799992320
[1] https://www.forbes.com/sites/theyec/2018/10/19/how-the-fourth-industrial-revolution-is-impacting-the-future-of-work/

Top Domains
Top Domains in Tweet in Entire Graph:
[1152] twitter.com
[163] forbes.com
[67] dy.si
[49] salesforce.com
[38] paper.li
[36] lnkd.in
[34] weforum.org
[30] linkedin.com
[23] theconversation.com
[22] mckinsey.com

Top Domains in Tweet in G1:
[193] twitter.com
[71] forbes.com
[18] dy.si
[14] thenextweb.com
[14] okt.to
[12] theconversation.com
[11] mercer.com
[11] entrepreneur.com
[10] smallbiztrends.com
[9] weforum.org

Top Domains in Tweet in G2:
[134] twitter.com
[39] salesforce.com
[17] weforum.org
[9] forbes.com
[4] pwc.com
[4] ozy.com
[4] medium.com
[4] analyticsinhr.com
[3] futurithmic.com
[3] ptc.com

Top Domains in Tweet in G3:
[245] twitter.com
[15] lnkd.in
[9] forbes.com
[7] linkedin.com
[6] paper.li
[6] deloitte.com
[5] wsj.com
[5] medium.com
[5] twi.li
[5] co.uk

Top Domains in Tweet in G4:
[54] twitter.com
[10] mckinsey.com
[5] ptc.com
[3] co.uk
[2] forbes.com
[2] lnkd.in
[2] salesforce.com
[1] siliconrepublic.com
[1] techrepublic.com
[1] futurumresearch.com

Top Domains in Tweet in G5:
[60] twitter.com
[14] joshbersin.com
[12] forbes.com
[10] digitalhrtech.com
[10] entrepreneur.com
[8] myhrfuture.com
[7] hrexecutive.com
[6] linkedin.com
[4] mit.edu
[2] youtube.com

Top Domains in Tweet in G6:
[12] thersa.org
[9] twitter.com
[3] forbes.com
[3] lnkd.in
[1] marshillaudio.org
[1] bbc.com
[1] medium.com
[1] markccrowley.com
[1] co.uk

Top Domains in Tweet in G7:
[17] twitter.com
[1] coworker.org
[1] facebook.com

Top Domains in Tweet in G8:
[37] twitter.com
[8] dy.si
[7] faveeo.com
[4] willistowerswatson.com
[3] forbes.com
[1] diyguru.org
[1] fool.com
[1] linkedin.com
[1] thulium.co
[1] digileaders.com

Top Domains in Tweet in G9:
[15] twitter.com
[4] theconversation.com
[3] forbes.com
[3] linkedin.com
[3] gettingsmart.com
[1] thersa.org
[1] fastcompany.com
[1] informedopinions.org

Top Domains in Tweet in G10:
[10] twitter.com
[5] vimeo.com
[3] forbes.com
[3] workplaceinsight.net
[3] constellationr.com
[1] plum.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3120] futureofwork
[1437] ai
[487] iot
[468] robotics
[435] automation
[397] digitaltransformation
[341] artificialintelligence
[339] innovation
[332] tech
[278] jobs



Top Hashtags in Tweet in G1:
[1015] futureofwork
[444] ai
[185] tech
[178] iot
[159] digitaltransformation
[112] robotics
[99] samsung
[94] ar
[93] robots
[88] automation

Top Hashtags in Tweet in G2:
[575] ai
[563] futureofwork
[193] robotics
[191] artificialintelligence
[164] iot
[155] machinelearning
[139] automation
[102] deeplearning
[91] robots
[90] 4ir

Top Hashtags in Tweet in G3:
[200] futureofwork
[28] ai
[16] hr
[16] jobsoffuture
[14] leadership
[9] artificialintelligence
[8] automation
[8] business
[7] tech
[6] technology

Top Hashtags in Tweet in G4:
[224] futureofwork
[157] ai
[133] automation
[94] jobs
[72] iot
[70] robot
[66] robotics
[63] internetofthings
[59] innovation
[47] smarttech

Top Hashtags in Tweet in G5:
[90] futureofwork
[62] hr
[55] innovation
[54] robotics
[46] ai
[39] robots
[38] robot
[27] mit
[24] hrtech
[20] tech

Top Hashtags in Tweet in G6:
[33] futureofwork
[6] empathy
[6] productivity
[4] leadership
[4] leadfromtheheart
[3] ai
[3] podcasts
[3] adobesummit
[2] 4ir
[2] iot

Top Hashtags in Tweet in G7:
[33] futureofwork
[16] workforce
[13] liveattheforum
[12] forum19
[2] gigeconomy
[2] didyouknow
[1] rideshare
[1] lyft
[1] uberrewards
[1] doorsarealwaysopening

Top Hashtags in Tweet in G8:
[155] futureofwork
[77] digitaltransformation
[70] data
[62] innovation
[60] business
[56] world
[49] ai
[41] regtech
[41] dataanalytics
[36] visualanalytics

Top Hashtags in Tweet in G9:
[36] futureofwork
[20] ai
[12] enterprises
[12] adaptability
[5] jobs
[4] students
[3] tweetpack
[3] ciomontreal
[3] digitaltransformation
[2] machinelearning

Top Hashtags in Tweet in G10:
[11] futureofwork
[5] disruptv
[5] leadfow
[4] ai
[4] creativehumancapital
[3] hrtech
[2] edtech
[2] futureofhr
[2] keynotespeaker
[2] overview

Top Words
Top Words in Tweet in Entire Graph:
[4072] Words in Sentiment List#1: Positive
[799] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[97143] Non-categorized Words
[102014] Total Words
[3120] futureofwork
[2583] gt
[1605] ai
[1120] mikequindazzi
[594] jobs

Top Words in Tweet in G1:
[1015] futureofwork
[502] ai
[463] gt
[348] mikequindazzi
[262] haroldsinnott
[192] tech
[178] iot
[171] jblefevre60
[167] jobs
[159] digitaltransformation

Top Words in Tweet in G2:
[1962] gt
[674] mikequindazzi
[582] ai
[563] futureofwork
[373] wef
[201] robotics
[191] artificialintelligence
[182] automation
[164] iot
[157] jobs

Top Words in Tweet in G3:
[201] futureofwork
[63] future
[62] work
[39] ai
[30] gt
[29] hr
[26] jobs
[24] people
[22] s
[21] new

Top Words in Tweet in G4:
[226] futureofwork
[163] ai
[158] 10
[136] automation
[122] jobs
[105] ronald_vanloon
[104] frronconi
[97] nathealings
[82] years
[79] ago

Top Words in Tweet in G5:
[102] hr
[90] futureofwork
[58] innovation
[56] ai
[54] robotics
[47] robots
[38] robot
[37] new
[34] tech
[34] t

Top Words in Tweet in G6:
[33] futureofwork
[25] thersaorg
[23] markccrowley
[16] research
[12] scenarios
[12] m
[11] work
[11] four
[11] 2035
[11] economy

Top Words in Tweet in G7:
[33] futureofwork
[19] s
[17] workforce
[15] workforceinvest
[14] prepare
[14] re
[13] liveattheforum
[12] out
[12] forum19
[12] forumbynawb

Top Words in Tweet in G8:
[155] futureofwork
[154] ume_kyd
[79] new
[77] digitaltransformation
[75] data
[64] business
[63] innovation
[63] world
[62] change
[54] ai

Top Words in Tweet in G9:
[36] futureofwork
[28] ai
[25] work
[23] adaptability
[18] era
[13] enterprises
[13] expect
[13] workforce
[13] ready
[13] fast

Top Words in Tweet in G10:
[11] futureofwork
[7] quip
[6] word
[6] processors
[6] creating
[6] final
[6] static
[6] documents
[6] reports
[6] resumes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1619] gt,gt
[386] wef,mikequindazzi
[322] futureofwork,gt
[317] mikequindazzi,gt
[242] gt,wef
[208] future,work
[160] gt,ai
[158] ai,futureofwork
[145] futureofwork,tech
[136] 10,years

Top Word Pairs in Tweet in G1:
[271] gt,gt
[136] futureofwork,tech
[129] jblefevre60,futureofwork
[98] iot,futureofwork
[97] haroldsinnott,samsung
[80] futureofwork,mikequindazzi
[79] 22,inventions
[79] inventions,saving
[79] saving,earth
[79] earth,sustainability

Top Word Pairs in Tweet in G2:
[1256] gt,gt
[300] wef,mikequindazzi
[255] futureofwork,gt
[237] mikequindazzi,gt
[191] gt,wef
[122] gt,ai
[97] machinelearning,deeplearning
[95] artificialintelligence,machinelearning
[93] china,s
[93] s,push

Top Word Pairs in Tweet in G3:
[24] future,work
[19] gt,gt
[16] jobsoffuture,futureofwork
[6] work,futureofwork
[5] artificial,intelligence
[5] check,out
[5] futureofwork,gt
[5] news,sports
[5] sports,jobs
[4] futureofwork,hr

Top Word Pairs in Tweet in G4:
[80] 10,years
[79] years,ago
[77] futureofwork,automation
[76] ai,futureofwork
[75] 10,jobs
[75] automation,kashthefuturist
[74] exist,10
[72] kashthefuturist,frronconi
[71] ago,ai
[66] nathealings,10

Top Word Pairs in Tweet in G5:
[32] innovation,robotics
[32] robotics,robots
[27] cheetah,robot
[27] robot,blind
[27] blind,climbs
[27] climbs,stairs
[27] stairs,gallops
[27] gallops,jumps
[27] jumps,over
[27] over,obstacles

Top Word Pairs in Tweet in G6:
[8] report,thersaorg
[8] 31,thinking
[8] thinking,university
[8] university,illinois
[8] illinois,chicago
[8] chicago,research
[8] research,finds
[8] finds,69
[8] 69,americans
[8] americans,today

Top Word Pairs in Tweet in G7:
[10] bryan,albrecht
[8] order,prepare
[8] prepare,workers
[8] workers,futureofwork
[8] futureofwork,need
[8] need,system
[8] system,flexible
[8] flexible,agile
[8] agile,fast
[8] fast,s

Top Word Pairs in Tweet in G8:
[38] award,regtech
[37] yes,new
[37] new,adventure
[37] adventure,dataanalytics
[37] dataanalytics,opportunity
[37] opportunity,change
[37] change,business
[37] business,world
[37] world,open
[36] open,futureofwork

Top Word Pairs in Tweet in G9:
[13] enterprises,expect
[13] expect,workforce
[13] futureofwork,ai
[13] ai,era
[12] workforce,ready
[12] ready,future
[12] future,work
[12] work,learn
[12] learn,fast
[12] fast,adopt

Top Word Pairs in Tweet in G10:
[6] word,processors
[6] processors,creating
[6] creating,final
[6] final,static
[6] static,documents
[6] documents,reports
[6] reports,resumes
[6] resumes,quip
[6] quip,collaborative
[6] collaborative,digital

Top Replied-To
Top Replied-To in Entire Graph:
@mercernederland
@abstractionscon
@mercer
@joe_smialowski
@tminahan
@thomascook
@giraffe
@haroldsinnott
@matt_l
@9arati

Top Replied-To in G1:
@haroldsinnott
@munir_alhaddad
@wrix2
@prvengineering
@misstalent86
@julez_norton
@9arati
@dinisguarda
@dsmeu
@wswmuc

Top Replied-To in G3:
@thoughtwire

Top Replied-To in G6:
@joe_smialowski
@abhijitbhaduri
@thersaorg

Top Replied-To in G8:
@alisadicap
@lewisgarrad

Top Replied-To in G9:
@conversationca

Top Replied-To in G10:
@matt_l
@stevesapato

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@wef
@haroldsinnott
@jblefevre60
@ronald_vanloon
@paula_piccard
@frronconi
@ume_kyd
@kashthefuturist
@antgrasso

Top Mentioned in G1:
@mikequindazzi
@haroldsinnott
@jblefevre60
@paula_piccard
@wef
@pierrepinna
@godfrey_rono
@alvinfoo
@sa
@roblemvr

Top Mentioned in G2:
@mikequindazzi
@wef
@antgrasso
@marcusborba
@evankirstel
@ravikikan
@ipfconline1
@s
@tractica
@ronald_vanloon

Top Mentioned in G3:
@everlearntweets
@aurianneor
@cts_ona
@wfhwstacey
@classicincllc
@careertsunami
@skyemorag
@renegadegen

Top Mentioned in G4:
@frronconi
@ronald_vanloon
@kashthefuturist
@nathealings
@mikequindazzi
@tictoc
@mik
@paula
@intengineering
@theeconomist

Top Mentioned in G5:
@pbalakrishnarao
@hrcurator
@david_green_uk
@learnknowbly
@josh_bersin
@novealthy
@hrexecmag
@pushpeshjha
@digitalhrtech
@ipfconline1

Top Mentioned in G6:
@thersaorg
@markccrowley
@futureofworkhub
@futureofworklab
@cdonnery
@abhijitbhaduri
@rossdawson
@_futureofwork_
@dayafterlabor
@openai

Top Mentioned in G7:
@workforceinvest
@forumbynawb
@smbizroundtable
@mariakflynn
@jeffreybrown438
@bertelsmannfdn
@karenkerrigan
@facebook
@lblarrea
@skillsmartus

Top Mentioned in G8:
@ume_kyd
@wswmuc
@harvardbiz
@tamaramccleary
@mercer
@wtwhr
@lewisgarrad
@nirkaldero
@haroldsinnott
@ume_

Top Mentioned in G9:
@swisscognitive
@nadianaffi
@getting_smart
@conversationca
@linkedin
@fastcompany
@informedops
@conve
@katprince

Top Mentioned in G10:
@quip
@alanlepo
@disruptvshow
@dhinchcliffe
@insightonwork
@imdicksont
@valaafshar
@akwyz
@thecr
@carstenrose

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@alllibertynews
@sectest9
@celebrainltd
@nosqldigest
@pandoraskids
@deejayiwan
@ez4u2say_janis
@evankirstel
@chrisifg

Top Tweeters in G1:
@arkangelscrap
@evankirstel
@amazingchevvolt
@oasismountain
@4everanimalz1
@mashable
@trippbraden
@akwyz
@burtonbrown
@onang_pribadi

Top Tweeters in G2:
@alllibertynews
@nosqldigest
@chrisifg
@gamergeeknews
@eraser
@chidambara09
@btzmedina
@fintechna
@ramikantari
@calcaware

Top Tweeters in G3:
@pandoraskids
@infopronetwork
@freshsalis
@adnagam
@jeremyscrivens
@gramsbottom
@macintutor
@yogeshmalik
@timelike01
@egloballearning

Top Tweeters in G4:
@sectest9
@deejayiwan
@thehill
@billnigh
@grattonboy
@vivmilano
@cnet
@nathealings
@pibegeek
@cool_golang

Top Tweeters in G5:
@webnauta5_9
@7wdata
@hrcurator
@zuzudotai
@daviddoughty
@s_galimberti
@roshaundadgreen
@crazyfromlsd
@lt19uk
@raychan_16

Top Tweeters in G6:
@googleulv
@mowenranger
@markccrowley
@chongbeng
@freepromotionzz
@namaste2525
@sharonodea
@debralindh
@iamjomar_j
@rossdawson

Top Tweeters in G7:
@iconic88
@2morrowknight
@rieva
@lyft
@brianmoran
@franchiseking
@nasa
@lil_yenta
@figue32bj
@peteracallstrom

Top Tweeters in G8:
@wrix2
@pardoe_ai
@harvardbiz
@levilball
@corpgovuk
@m_o_tsuka15
@cleardiff
@informationweek
@ittechbuz
@dsmeu

Top Tweeters in G9:
@cocacola
@fastcompany
@encycloagora
@montreal_ai
@larryboyer
@getting_smart
@ybet
@annanaveed
@successrockets
@daniel_nikpayuk

Top Tweeters in G10:
@valaafshar
@rwang0
@ohmyjet
@humanwareonline
@salesforce
@alanlepo
@dhinchcliffe
@matt_l
@alchemyleads
@thecr


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