futureofwork , Twitter, 8/16/2021 8:53:22 PM, 260329


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futureofwork _2021-08-16_13-30-05.xlsx
futureofwork _2021-08-16_13-30-05.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 16, 2021
Short Description:
futureofwork via NodeXL https://bit.ly/3CMK2kx
@mckinsey
@humanre41270855
@eli_krumova
@haroldsinnott
@chidambara09
@godfrey_g_
@mvollmer1
@shi4tech
@linkedin
@pinakilaskar

Top hashtags:
#futureofwork
#ai
#iot
#bigdata
#analytics
#machinelearning
#iiot
#ml
#python

Description:
Description
The graph represents a network of 4,470 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 Monday, 16 August 2021 at 20:41 UTC.

The requested start date was Monday, 16 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 10-hour, 30-minute period from Thursday, 12 August 2021 at 13:30 UTC to Monday, 16 August 2021 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 : 4470
Unique Edges : 5318
Edges With Duplicates : 14661
Total Edges : 19979
Number of Edge Types : 5
Mentions : 3745
Retweet : 5468
MentionsInRetweet : 9518
Replies to : 78
Tweet : 1170
Self-Loops : 1371
Reciprocated Vertex Pair Ratio : 0.0363838047698281
Reciprocated Edge Ratio : 0.0702129936851118
Connected Components : 584
Single-Vertex Connected Components : 326
Maximum Vertices in a Connected Component : 3299
Maximum Edges in a Connected Component : 18387
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.177356
Graph Density : 0.000467701185847521
Modularity : 0.342783
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 4,470 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 Monday, 16 August 2021 at 20:41 UTC.

The requested start date was Monday, 16 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 10-hour, 30-minute period from Thursday, 12 August 2021 at 13:30 UTC to Monday, 16 August 2021 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : futureofwork
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[121] https://thedesktops.com/
[111] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb311999202e
[107] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb3119992031
[95] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb311999202d
[92] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db195195cb31199916a0
[63] https://www.weforum.org/agenda/2020/02/ai-looks-set-to-disrupt-the-established-world-order-here-s-how?utm_source=twitter&utm_medium=social_scheduler&utm_term=Fourth+Industrial+Revolution&utm_content=26/12/2020+05:00
[62] https://go.synctrics.com/synctrics
[54] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb3119992033
[52] https://blog.google/products/google-cloud/cloud-covered-what-was-new-july-google-cloud-2021/
[47] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb3119992032

Top URLs in Tweet in G1:
[62] https://go.synctrics.com/synctrics
[18] https://www.bbntimes.com/companies/powering-an-inclusive-future-for-all
[17] https://www.bbntimes.com/science/applying-ai-towards-a-better-world-gdp-jobs-growth-less-pollution
[16] https://onalytica.com/wp-content/uploads/2021/07/Whos-Who-In-Remote-Working.pdf
[16] https://time.com/6084158/china-ai-factory-future/
[15] https://www.forbesindia.com/article/thoughts/thoughts-on-artificial-intelligence/69781/1
[15] https://www.wsj.com/articles/is-a-four-day-week-the-future-of-work-11627704011
[14] https://www.forbes.com/sites/bruceweinstein/2021/06/22/in-the-workplace-of-the-future-how-important-will-ethics-be/?sh=2a4b373e8b60
[14] https://www.bbntimes.com/technology/how-to-help-your-workforce-prepare-for-the-age-of-automation
[13] https://www.petersen.org/lores

Top URLs in Tweet in G2:
[120] https://thedesktops.com/
[50] https://blog.google/products/google-cloud/cloud-covered-what-was-new-july-google-cloud-2021/
[36] https://www.weforum.org/agenda/2020/02/ai-looks-set-to-disrupt-the-established-world-order-here-s-how?utm_source=twitter&utm_medium=social_scheduler&utm_term=Fourth+Industrial+Revolution&utm_content=26/12/2020+05:00
[32] https://winesrack.com/
[29] https://www.kdnuggets.com/2021/05/guide-become-data-scientist.html?utm_content=buffer235ab&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[25] https://veille-cyber.com/i-think-an-ai-is-flirting-with-me-is-it-ok-if-i-flirt-back/
[24] https://supernftart.com/
[23] https://www.researchgate.net/publication/334230634_Artificial_Intelligence_a_game_changer_for_the_world_of_work
[22] https://xyz.finance/
[19] https://www.weforum.org/agenda/2021/08/5-ways-increase-women-working-ai/?utm_content=bufferfcd93&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[108] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb311999202e
[104] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb3119992031
[92] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb311999202d
[91] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db195195cb31199916a0
[53] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb3119992033
[46] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb3119992032
[23] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb311999202f
[21] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db195195cb31199916a1
[6] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db195195cb311999169f
[4] https://www.mckinsey.com/featured-insights/coronavirus-leading-through-the-crisis/charting-the-path-to-the-next-normal/all-alone?cid=soc-web

Top URLs in Tweet in G4:
[25] https://hbr.org/2021/08/did-wfh-hurt-the-video-game-industry
[6] -
[5] https://hrdailyadvisor.blr.com/2021/08/09/3-trends-that-will-shape-the-future-of-corporate-fitness/
[5] https://www.pmresults.co.uk/why-the-hybrid-work-model-as-most-companies-see-it-just-wont-work/
[4] https://www.pmresults.co.uk/10-major-issues-with-hybrid-work-and-how-to-overcome-them/
[2] https://www.accenture.com/ca-en/insights/interactive/fjord-trends-collective-displacement
[2] https://www.accenture.com/us-en/insights/consulting/future-work.aspx?c=acn_glb_futureofworksprinklradvocac_12162606&n=smc_0421
[2] https://www.youtube.com/watch?v=_d215TBTvpo&feature=youtu.be

[2] https://www.theprogresspartnership.com/innovation-in-insurance-whose-job-is-it-anyway/
[2] https://www.kornferry.com/insights/featured-topics/future-of-work/transform-into-radically-human-organization?utm_source=linkedin&utm_medium=social&utm_term=&utm_content=RH-paper&utm_campaign=21-05-gbl-radically-human-transformation-brand

Top URLs in Tweet in G5:
[18] https://www.weforum.org/agenda/2020/02/ai-looks-set-to-disrupt-the-established-world-order-here-s-how?utm_source=twitter&utm_medium=social_scheduler&utm_term=Fourth+Industrial+Revolution&utm_content=26/12/2020+05:00
[4] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DeH1fFdjzJAw%26feature%3Dyoutu.be&q=EgS4SO-bGIS9zPwFIhkA8aeDS-CX5lGgEKtjuYaLfoighmT8UNrOMgFy
[3] https://mitsloan.mit.edu/ideas-made-to-matter/machine-learning-explained?utm_source=mitsloantwitter&utm_medium=social&utm_campaign=machinelearnexp
[3] https://rossdawson.com/wp-content/uploads/2016/06/Humans-in-the-future-of-work.pdf
[3] https://bit.ly/3iPB1io
[2] https://www.forbes.com/sites/benjaminlaker/2021/08/04/here-is-how-to-successfully-lead-e-commerce/?sh=328a3a273564
[2] https://www.weforum.org/reports/the-future-of-jobs-report-2020
[2] https://www.gartner.com/smarterwithgartner/4-ways-for-cios-to-implement-hybrid-working-in-2021/
[2] https://searchenterpriseai.techtarget.com/tip/How-do-big-data-and-AI-work-together
[2] https://onalytica.com/wp-content/uploads/2021/07/Whos-Who-In-Remote-Working.pdf

Top URLs in Tweet in G6:
[1] https://www.thenation.com/article/society/ai-future/
[1] https://twitter.com/DailyDevTips1/status/1426436318687604738
[1] https://www.kdnuggets.com/2021/05/guide-become-data-scientist.html?utm_content=buffer235ab&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb311999202e
[1] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb3119992031
[1] https://www.weforum.org/agenda/2020/02/ai-looks-set-to-disrupt-the-established-world-order-here-s-how?utm_source=twitter&utm_medium=social_scheduler&utm_term=Fourth+Industrial+Revolution&utm_content=26/12/2020+05:00
[1] https://www.bbntimes.com/science/applying-ai-towards-a-better-world-gdp-jobs-growth-less-pollution
[1] https://technative.io/re-focusing-your-tech-strategy-post-covid/
[1] https://www.inc.com/anna-meyer/top-industries-remote-work-ladders-covid-careers-mark-cenedella.html
[1] https://www.mckinsey.com/industries/public-and-social-sector/our-insights/defining-the-skills-citizens-will-need-in-the-future-world-of-work?cid=always-pso-twi-mip-mck-tsp-2108-i1a&sid=6111db6c5195cb3119992032

Top URLs in Tweet in G7:
[4] https://www.linkedin.com/pulse/how-become-value-focused-leader-jacob-morgan/?published=t
[3] https://www.linkedin.com/pulse/ceo-angi-going-from-entrepreneur-billion-dollar-creating-jacob-morgan/?published=t
[2] https://www.futureofworkuniversity.com/create-your-personal-leadership-definition
[2] https://www.linkedin.com/pulse/why-leaders-need-growth-mindset-jacob-morgan/
[2] https://www.linkedin.com/pulse/first-ceo-netflix-what-culture-isnt-jacob-morgan/
[2] https://www.cognizant.com/futureofwork/article/laboring-over-interview-questions?Campaign_name=everyonesocial&Campaign_Source=e4742bad-8713-4b3c-b80f-7ebf588f6727&Campaign_medium=twitter&es_id=310b836030
[2] https://digitally.cognizant.com/surrender-to-the-rhythm-codex6723/?utm_source=organic_twitter&utm_medium=social&utm_campaign=NA&utm_term=na&utm_content=Thought
[2] https://www.philsimon.com/blog/collaboration/how-one-company-reimagined-collaboration/
[1] https://twitter.com/i/web/status/1427057582670295041
[1] https://www.forbes.com/sites/forbesbusinesscouncil/2021/07/14/why-high-employee-engagement-results-in-accelerated-revenue-growth/?sh=1391ef84597b

Top URLs in Tweet in G8:
[3] https://www.gartner.com/smarterwithgartner/make-the-future-of-work-a-win-win-for-people-and-organizations/?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-SWG&utm_content=&sf247584076=1
[2] https://medium.com/@mileslafferty/welcome-back-assuming-youre-still-here-it-s-less-and-less-clear-exactly-what-that-means-ac44fa8bde52?source=rss-------8-----------------artificial_intelligence
[2] https://www.weforum.org/agenda/2021/01/davos-agenda-2021-society-and-the-future-of-work-skills-gap-jobs-of-tomorrow-diversity-inclusion-worker-well-being?utm_source=twitter&utm_medium=social_scheduler&utm_term=The+Davos+Agenda+2021&utm_content=25/01/2021+09:30
[2] https://www.weforum.org/agenda/2021/06/defining-the-skills-citizens-will-need-in-the-future-world-of-work?utm_source=twitter&utm_medium=social_scheduler&utm_term=Workforce+and+Employment&utm_content=04/07/2021+00:00
[2] https://www.everestgrp.com/2019-12-rpa-market-characteristics-market-insights-51965.html/
[1] https://www.gartner.com/smarterwithgartner/chatbots-will-appeal-to-modern-workers/
[1] https://www.synerzip.com/automation-eating-jobs-creating-new-ones/
[1] https://www.weforum.org/reports/the-future-of-jobs-report-2020
[1] https://www.supplychaintoday.com/best-artificial-intelligence-quotes/
[1] https://www.gartner.com/en/insights/future-of-work?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-MKTG-HP-FOW&utm_content=&sf246543937=1

Top URLs in Tweet in G9:
[2] https://www.linkedin.com/slink?code=dybpGSn6
[2] https://www.hrbartender.com/2021/training/failure-skills-mastery/
[2] https://www.careerarc.com/job-listing/cognizant-jobs-sr-associate-projects-40458865?campaign_id=15439&src=1&tx=ypVh4xfP1UUINA&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[2] https://www.careerarc.com/job-listing/cognizant-jobs-data-engineer-39569639?campaign_id=15439&src=1&tx=eEIx8bjhrLnSzQ&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[2] https://www.careerarc.com/job-listing/cognizant-jobs-aem-lead-developer-40443033?campaign_id=15439&src=1&tx=iSQ3sAmg22xkSA&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[2] https://www.microsoft.com/en-us/worklab/work-trend-index/hybrid-work
[2] https://twitter.com/FutureOfWorkHub/status/1419593158749470725
[2] https://www.axios.com/hybrid-school-post-covid-pandemic-c8964dd6-4e3d-47ed-9388-b726846b58d2.html
[2] https://app.cronycle.com/discovery/topics/employee%20engagement?activeTab=influencers&utm_source=Twitter&utm_medium=tweet&utm_topic=EmployeeEngagement
[1] https://www.hrbartender.com/2021/technology-and-social-media/employee-productivity-technology/

Top URLs in Tweet in G10:
[18] https://link.medium.com/VX5zQeWLJib
[1] https://sonerhaci.medium.com/the-dark-side-of-data-and-how-it-influences-behavior-c57ddb883aff
[1] https://futureofwork.oecd.org/
[1] https://twitter.com/bcg/status/1427008698950594565
[1] https://twitter.com/epflcswccm/status/1426527173754728455
[1] https://twitter.com/nebpubmedianews/status/1425950905640251394
[1] https://www.bcg.com/featured-insights/executive-perspectives?linkId=127482279
[1] https://sloanreview.mit.edu/article/when-collaboration-fails-and-how-to-fix-it/?social_token=8a139296f72a8d11c4ced6a17c679092&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[1] https://my.sociabble.com/c2Kcja5spbAV
[1] http://www.oecd.org/els/soc/the-future-of-social-protection-9789264306943-en.htm

Top Domains
Top Domains in Tweet in Entire Graph:
[613] mckinsey.com
[216] twitter.com
[175] veille-cyber.com
[148] weforum.org
[129] forbes.com
[121] linkedin.com
[121] thedesktops.com
[99] dy.si
[98] hbr.org
[88] mit.edu

Top Domains in Tweet in G1:
[65] synctrics.com
[62] hbr.org
[59] dy.si
[58] forbes.com
[49] bbntimes.com
[49] inc.com
[46] twitter.com
[41] linkedin.com
[25] weforum.org
[23] mercer.com

Top Domains in Tweet in G2:
[169] veille-cyber.com
[120] thedesktops.com
[83] weforum.org
[56] twitter.com
[50] blog.google
[40] technative.io
[38] kdnuggets.com
[36] sedo.com
[32] winesrack.com
[24] supernftart.com

Top Domains in Tweet in G3:
[569] mckinsey.com
[8] twitter.com
[3] politico.com
[2] thefintechtimes.com
[2] citrix.com
[2] weforum.org
[2] ft.com
[2] technative.io
[1] paper.li
[1] kdnuggets.com

Top Domains in Tweet in G4:
[34] twitter.com
[30] hbr.org
[20] dy.si
[16] linkedin.com
[13] co.uk
[11] forbes.com
[8] mckinsey.com
[7] libsyn.com
[6] youtube.com
[5] readyforsocial.com

Top Domains in Tweet in G5:
[24] weforum.org
[23] forbes.com
[8] twitter.com
[6] medium.com
[4] mit.edu
[4] google.com
[4] gartner.com
[4] mckinsey.com
[4] linkedin.com
[3] rossdawson.com

Top Domains in Tweet in G6:
[3] mckinsey.com
[1] thenation.com
[1] twitter.com
[1] kdnuggets.com
[1] weforum.org
[1] bbntimes.com
[1] technative.io
[1] inc.com
[1] t.co

Top Domains in Tweet in G7:
[23] cognizant.com
[12] linkedin.com
[6] twitter.com
[5] forbes.com
[5] youtu.be
[2] futureofworkuniversity.com
[2] indiatimes.com
[2] typepad.com
[2] wrkfrce.com
[2] axios.com

Top Domains in Tweet in G8:
[8] gartner.com
[6] weforum.org
[4] medium.com
[4] raconteur.net
[2] everestgrp.com
[1] synerzip.com
[1] supplychaintoday.com
[1] bbntimes.com
[1] huawei.com
[1] linkedin.com

Top Domains in Tweet in G9:
[14] careerarc.com
[4] hrbartender.com
[4] twitter.com
[4] dojoit.com
[3] youtube.com
[2] linkedin.com
[2] microsoft.com
[2] axios.com
[2] smh.re
[2] cronycle.com

Top Domains in Tweet in G10:
[19] medium.com
[3] twitter.com
[3] mckinsey.com
[3] capgemini.com
[2] oecd.org
[1] bcg.com
[1] mit.edu
[1] sociabble.com
[1] howtogeek.com
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4315] futureofwork
[2497] ai
[1238] iot
[981] bigdata
[890] analytics
[874] machinelearning
[837] iiot
[727] ml
[677] python
[570] artificialintelligence



Top Hashtags in Tweet in G1:
[1257] futureofwork
[503] ai
[265] hr
[227] leadership
[196] robotics
[160] artificialintelligence
[134] digitaltransformation
[133] iot
[130] automation
[112] technology

Top Hashtags in Tweet in G2:
[1594] ai
[1000] iot
[845] analytics
[784] bigdata
[777] iiot
[744] futureofwork
[742] machinelearning
[648] python
[514] ml
[483] datascience

Top Hashtags in Tweet in G3:
[592] futureofwork
[13] finserv
[11] skills
[9] gdp
[7] fintech
[6] publicsector
[5] climatechange
[4] marketing
[4] insurtech
[4] digitaltransformation

Top Hashtags in Tweet in G4:
[355] futureofwork
[33] remoteworking
[32] leadership
[31] remotework
[25] esports
[22] innovation
[21] hybridwork
[14] wfh
[14] business
[12] technology

Top Hashtags in Tweet in G5:
[159] futureofwork
[146] ai
[85] bigdata
[75] ml
[66] aiio
[66] nlu
[44] iot
[41] artificialintelligence
[40] 5g
[31] remotework

Top Hashtags in Tweet in G6:
[101] futureofwork
[99] ai
[58] robotics
[50] remote
[50] engineering
[27] artificialintelligence
[23] technology
[20] ml
[19] dementia
[19] healthtech

Top Hashtags in Tweet in G7:
[133] futureofwork
[30] leadership
[12] employeeexperience
[12] ai
[10] theworkahead
[8] culture
[7] remotework
[6] hybridwork
[6] reimaginingcollaboration
[5] mindset

Top Hashtags in Tweet in G8:
[47] futureofwork
[19] ai
[8] leadership
[7] thursdaythoughts
[7] worklifebalance
[7] worklife
[7] motivation
[6] nlp
[6] remotework
[6] robotics

Top Hashtags in Tweet in G9:
[58] futureofwork
[9] remotework
[7] hr
[6] jobsearch
[5] management
[4] ai
[4] employeeexperience
[4] technology
[3] leadership
[3] strategicplanning

Top Hashtags in Tweet in G10:
[37] futureofwork
[31] innovation
[23] ai
[21] technology
[19] bigdata
[12] digitaltransformation
[12] startup
[12] entrepreneurship
[12] unicorn
[12] worklife

Top Words
Top Words in Tweet in Entire Graph:
[4315] #futureofwork
[2497] #ai
[1359] work
[1239] #iot
[1085] future
[981] #bigdata
[948] more
[906] #
[890] #analytics
[876] #machinelearning

Top Words in Tweet in G1:
[1257] #futureofwork
[503] #ai
[265] #hr
[227] #leadership
[196] #robotics
[194] work
[190] hana_elsayyed
[185] nicochan33
[170] terenceleungsf
[168] mvollmer1

Top Words in Tweet in G2:
[1594] #ai
[1000] #iot
[845] #analytics
[784] #bigdata
[777] #iiot
[744] #futureofwork
[744] #machinelearning
[694] kred
[648] #python
[514] #ml

Top Words in Tweet in G3:
[592] #futureofwork
[572] mckinsey
[566] work
[560] skills
[560] future
[554] world
[552] required
[551] more
[550] ones
[550] learn

Top Words in Tweet in G4:
[355] #futureofwork
[112] work
[51] game
[44] hybrid
[35] working
[35] business
[34] future
[33] remote
[33] more
[33] video

Top Words in Tweet in G5:
[159] #futureofwork
[146] #ai
[85] #bigdata
[83] haroldsinnott
[75] #ml
[66] #aiio
[66] #nlu
[49] ai
[44] #iot
[41] #artificialintelligence

Top Words in Tweet in G6:
[101] #futureofwork
[99] #ai
[78] heinzvhoenen
[58] #robotics
[50] #remote
[50] #engineering
[50] tactile
[50] telerobot
[50] allows
[50] control

Top Words in Tweet in G7:
[133] #futureofwork
[37] learn
[36] future
[32] work
[30] #leadership
[28] cognizant
[18] employees
[15] technology
[14] growth
[14] co

Top Words in Tweet in G8:
[86] win
[65] antgrasso
[60] work
[55] future
[47] #futureofwork
[45] make
[45] need
[43] employers
[43] act
[43] key

Top Words in Tweet in G9:
[58] #futureofwork
[33] dojoitapp
[19] work
[16] latest
[14] bring
[13] dojoit
[12] ideas
[12] study
[12] product
[12] perspective

Top Words in Tweet in G10:
[37] #futureofwork
[31] #innovation
[26] published
[24] decarbonchain
[23] #ai
[21] #technology
[21] bcg
[20] ai
[19] #bigdata
[18] road

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[665] #iot,#iiot
[623] learn,more
[614] world,work
[602] #futureofwork,#
[591] more,#futureofwork
[567] future,world
[564] skills,required
[564] required,future
[563] work,ones
[563] ones,learn

Top Word Pairs in Tweet in G1:
[100] terenceleungsf,frronconi
[79] frronconi,nicochan33
[73] #futureofwork,#drone
[67] #futureofwork,#leadership
[63] mute,button
[63] mitchzenger,synctrics
[62] eli_krumova,gave
[62] gave,kred
[62] kred,#influence
[62] miss,mute

Top Word Pairs in Tweet in G2:
[611] #iot,#iiot
[362] #python,#rstats
[347] gave,kred
[347] kred,#influence
[303] #bigdata,#analytics
[275] #machinelearning,#bigdata
[267] #rstats,#reactjs
[266] #reactjs,#iot
[266] #analytics,#datascience
[246] #analytics,#ai

Top Word Pairs in Tweet in G3:
[551] future,world
[551] world,work
[549] skills,required
[549] required,future
[548] work,ones
[548] ones,learn
[548] learn,more
[541] more,#futureofwork
[537] mckinsey,skills
[537] #futureofwork,#

Top Word Pairs in Tweet in G4:
[26] video,game
[25] game,industry
[25] industry,rapid
[25] rapid,shift
[25] shift,#remoteworking
[25] #remoteworking,harvard
[25] harvard,business
[25] business,review
[25] review,shared
[25] shared,interesting

Top Word Pairs in Tweet in G5:
[66] #ai,#aiio
[66] #aiio,#bigdata
[66] #bigdata,#ml
[65] #ml,#nlu
[65] #nlu,#futureofwork
[22] #futureofwork,#remotework
[19] #ai,#iot
[19] wef,#ai
[18] world,order
[18] order,going

Top Word Pairs in Tweet in G6:
[64] #futureofwork,#ai
[50] #remote,#robotics
[50] #robotics,#engineering
[50] #engineering,#futureofwork
[50] #ai,tactile
[50] tactile,telerobot
[50] telerobot,allows
[50] allows,control
[50] control,robotic
[50] robotic,hands

Top Word Pairs in Tweet in G7:
[28] #futureofwork,#leadership
[11] future,work
[7] co,founder
[6] read,#futureofwork
[6] #leadership,#employeeexperience
[6] impact,lives
[6] learn,#futureofwork
[6] #leadership,#culture
[6] #futureofwork,#theworkahead
[6] #futureofwork,summit

Top Word Pairs in Tweet in G8:
[49] future,work
[43] make,future
[43] work,win
[43] win,win
[43] need,act
[43] act,key
[43] key,issues
[43] issues,adapt
[42] win,employers
[42] employers,need

Top Word Pairs in Tweet in G9:
[10] announce,latest
[10] latest,product
[9] publish,board
[8] bring,ideas
[8] ideas,shape
[8] shape,digital
[8] digital,#futureofwork
[8] hybrid,work
[8] work,stay
[7] excited,announce

Top Word Pairs in Tweet in G10:
[24] decarbonchain,published
[18] published,road
[18] road,map
[18] map,ai
[18] ai,#innovation
[18] #innovation,#technology
[18] #technology,#ai
[18] #ai,#bigdata
[18] #bigdata,#futureofwork
[12] mvollmer1,innovation

Top Replied-To
Top Replied-To in Entire Graph:
@mbrandolph
@ubiquitousenrgy
@futuregold10
@oisinhanrahan
@manjulasandhya
@terenceleungsf
@technavio
@alexmachicado
@budimandjatmiko
@jblefevre60

Top Replied-To in G1:
@achyutaghosh
@terenceleungsf
@haroldsinnott
@nimblepm
@bradbonomo
@linkedin

Top Replied-To in G2:
@iotcommunity
@marblemaniki
@bantg
@magpienft
@annamcnaughty
@cwnfeed
@satofishi
@theshubh11
@investwithdiego
@univercurious

Top Replied-To in G3:
@rwang0

Top Replied-To in G5:
@khulood_almani
@attbusiness
@amitchampaneri1
@albertoemachado
@jblefevre60
@alexmachicado
@manjulasandhya
@reactionpower

Top Replied-To in G7:
@mbrandolph
@forbes
@oisinhanrahan
@4logik

Top Replied-To in G9:
@gssahni

Top Mentioned
Top Mentioned in Entire Graph:
@mckinsey
@kred
@haroldsinnott
@analytics_699
@pinakilaskar
@mvollmer1
@eli_krumova
@nicochan33
@wef
@hana_elsayyed

Top Mentioned in G1:
@hana_elsayyed
@nicochan33
@terenceleungsf
@mvollmer1
@frronconi
@shi4tech
@haroldsinnott
@labordeolivier
@linkedin
@mitchzenger

Top Mentioned in G2:
@kred
@analytics_699
@pinakilaskar
@domains_perfect
@eli_krumova
@haroldsinnott
@khulood_almani
@veillecyber3
@epikdotcom
@travelhuge

Top Mentioned in G3:
@mckinsey
@enricomolinari
@mckinsey_mgi
@statistacharts
@citrix
@jean_moreau_
@dhinchcliffe
@thefintechtimes
@wsj
@ft

Top Mentioned in G4:
@cxoreview
@governancealive
@cloudcube_
@dansmolen
@serenitiltd
@katherine_coach
@isaiahquintana_
@setdeep
@code_barbarian

Top Mentioned in G5:
@haroldsinnott
@wef
@terence_mills
@spirosmargaris
@andi_staub
@mvollmer1
@sallyeaves
@jblefevre60
@ipfconline1
@deeplearn007

Top Mentioned in G6:
@heinzvhoenen
@digithealthport
@mvollmer1
@bioenable
@wef
@garuda_india
@jble
@thenewsmodel
@swisscognitive
@haroldsinnott

Top Mentioned in G7:
@cognizant
@jacobm
@philsimon
@netflix
@biindia
@benjaminpring
@epa
@contextere
@slackhq
@savetheusepa

Top Mentioned in G8:
@antgrasso
@gartner_inc
@mvollmer1
@haroldsinnott
@wef
@mikequindazzi
@lindagrass0
@supplychainblog
@technonbusiness
@raconteur

Top Mentioned in G9:
@dojoitapp
@theatlantic
@deakindisba
@salesforce
@hrbartender
@usjobscognizant
@tsedal
@glenrabie
@yellowfinbi
@digitalhealth

Top Mentioned in G10:
@decarbonchain
@bcg
@mvollmer1
@oecd
@uschamber
@nacchoalerts
@lorealgroupe
@haroldsinnott
@mckinsey
@capgeminieng

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@cybersec_feeds
@chidambara09
@javascriptd
@femtech_
@xaelbot
@codedailybot
@limportant_fr
@evankirstel

Top Tweeters in G1:
@limportant_fr
@evankirstel
@edjlazar
@sudeepkhatri
@straitarrow10
@lucabattanta
@gezgintrk
@jeffbullas
@brandonmscales
@bot_innovation

Top Tweeters in G2:
@sectest9
@cybersec_feeds
@chidambara09
@javascriptd
@femtech_
@xaelbot
@codedailybot
@cybersecurityn8
@thedeveloperbot
@friday_js_bot

Top Tweeters in G3:
@nancyrubin
@vivmilano
@sdevincenzo
@politico
@ibrahimacar5334
@goaudax
@ft
@greentechdon
@mylesie
@santiagon1976

Top Tweeters in G4:
@frelancewkguide
@realnerdjunkie
@ianmcalvert
@seni_bl
@s_galimberti
@johntarnoff
@authorjoenbrown
@soisialta
@zenzolusengo
@kevin_craine

Top Tweeters in G5:
@jornalistavitor
@sustaintrends
@marshacollier
@openmarketingtv
@thomaspower
@cnet
@yvesmulkers
@dlhampton
@nealschaffer
@fmfrancoise

Top Tweeters in G6:
@bayiskendr
@eevalancaster
@hannaraptor
@parvez1
@indiedevdog
@kapok2009
@lluis1966
@rocherry
@technojeder
@adamsfantasy

Top Tweeters in G7:
@slackhq
@futureworldcen
@ucloudify
@dpistulka
@axios
@jacobm
@biindia
@unahub
@mathur_1
@cognizant

Top Tweeters in G8:
@ml_tweet_bot
@blkhwk0ps
@taizun_tapia
@hernangraffe
@jorgu48
@jaychance5
@michaeldacosta
@alexb_sv
@vitrinanorte
@hajer_alqassimi

Top Tweeters in G9:
@valaafshar
@sukesh99475574
@jrkuhns
@theatlantic
@pdiscoveryuk
@tom_peters
@kroger
@mikevandervort
@currenttrends1
@salesforce

Top Tweeters in G10:
@therezafontoura
@andytoronto
@cengizuzun15
@officesutra
@domingonarvaez1
@thartman2u
@necio_news
@algocentric
@ricovmader
@corizance


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