#GigEconomy, Twitter, 12/6/2018 8:50:14 PM, 177692


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#GigEconomy_2018-12-06_12-43-52.xlsx
#GigEconomy_2018-12-06_12-43-52.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 06, 2018
Short Description:
#GigEconomy via NodeXL http://bit.ly/2RG6hAr
@matthewrmottola
@slatchison
@agami
@upwork
@microsoft365
@mhcommunicate
@careerservchat
@ioaliceb
@evankirstel
@howard_lovy

Top hashtags:
#gigeconomy
#futureofwork
#microsoft365
#jobs
#proptech
#vacayo
#uber
#startups

Description:
Description
The graph represents a network of 347 Twitter users whose recent tweets contained "#GigEconomy", 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 Thursday, 06 December 2018 at 20:45 UTC.

The tweets in the network were tweeted over the 12-hour, 5-minute period from Thursday, 06 December 2018 at 08:37 UTC to Thursday, 06 December 2018 at 20:43 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 : 347
Unique Edges : 414
Edges With Duplicates : 55
Total Edges : 469
Self-Loops : 110
Reciprocated Vertex Pair Ratio : 0.0352941176470588
Reciprocated Edge Ratio : 0.0681818181818182
Connected Components : 114
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 46
Maximum Edges in a Connected Component : 80
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.463158
Graph Density : 0.00293181856041045
Modularity : 0.765615
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[14] https://tokendrops.com/airdrop-detail/coinfast/229
[6] http://www.ageoftheobsolete.com/
[6] https://golance.com/signup/r/cdfWNhwhP
[4] https://pitchbook.com/news/articles/uber-could-buy-bird-makes-key-hire-as-2018-winds-down
[4] https://www.weforum.org/agenda/2017/12/predictions-for-freelance-work-education
[4] https://www.entrepreneur.com/article/323253?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.personneltoday.com/hr/deliveroo-high-court-decision/
[3] https://www.rsmuk.com/ideas-and-insights/another-victory-for-gig-economy-workers?utm_source=twitter&utm_medium=social&utm_campaign=insights&utm_content=03-12-18-gig-economy-victory
[3] https://www.sfchronicle.com/business/article/Marijuana-delivery-draws-gig-workers-with-steady-13426155.php
[3] https://www.vacayo.com/

Top URLs in Tweet in G1:
[3] https://www.personneltoday.com/hr/deliveroo-high-court-decision/
[2] https://www.forbes.com/sites/adp/2018/05/18/pay-in-the-era-of-the-gig-economy/#5eeae2ae232d
[2] https://www.hrzone.com/perform/people/gig-economy-and-hr-how-to-make-it-work
[1] https://scientificwebs.com/invest-freelancer-gig-economy/
[1] https://www.bbc.co.uk/news/business-46455190
[1] https://twitter.com/hrmagazine/status/1070614978141569024
[1] https://lnkd.in/eywUQjf
[1] https://www.tio.ch/partners/supsi/1337946/la-sharing-economy-al-servizio-degli-utenti
[1] https://www.forbes.com/sites/adp/2018/05/18/pay-in-the-era-of-the-gig-economy/?es_p=8113850#5eeae2ae232d
[1] https://www.peoplematters.in/article/gig-economy/heres-how-hr-can-prepare-for-the-gig-economy-20080?amp&es_p=8113550

Top URLs in Tweet in G3:
[4] https://www.weforum.org/agenda/2017/12/predictions-for-freelance-work-education

Top URLs in Tweet in G4:
[3] https://www.sfchronicle.com/business/article/Marijuana-delivery-draws-gig-workers-with-steady-13426155.php
[3] https://www.rsmuk.com/ideas-and-insights/another-victory-for-gig-economy-workers?utm_source=twitter&utm_medium=social&utm_campaign=insights&utm_content=03-12-18-gig-economy-victory
[2] https://gizmodo.com/ubers-arbitration-policy-comes-back-to-bite-it-in-the-a-1830892372?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.invisionapp.com/inside-design/how-getting-fired-built-me-a-career/?utm_campaign=Weekly%20Digest&utm_source=hs_email&utm_medium=email&utm_content=68109823&_hsenc=p2ANqtz-8Xn9vpk5IgTBvD5IMMZ8ueDgN34N23ZDtuTVe7RTvHClpqKpsJ5pPjAmXnLicE3yQrONU0RhjRerZXapiq1xdc-_Q13Q&_hsmi=68109823
[1] https://lnkd.in/ehCP34n
[1] https://www.personneltoday.com/hr/employee-benefits-gig-workers-engagement/
[1] https://twitter.com/Microsoft365/status/1070725054315548672

Top URLs in Tweet in G5:
[14] https://tokendrops.com/airdrop-detail/coinfast/229

Top URLs in Tweet in G6:
[3] http://www.oecd.org/els/emp/future-of-work/Online_Gig_Work.pdf
[1] http://abrawley.sites.gettysburg.edu/oms-405-fall-2018/
[1] https://twitter.com/OECD_Social/status/1070695578932252674

Top URLs in Tweet in G7:
[2] https://www.cnn.com/2018/12/04/tech/nyc-minimum-wage-uber-lyft/index.html
[1] https://dy.si/moFXQ

Top URLs in Tweet in G8:
[1] https://www.metro.us/news/local-news/new-york/nyc-first-minimum-wage-uber-lyft-drivers?amp
[1] https://qz.com/1484135/uber-drivers-will-get-minimum-wage-protection-in-new-york-city/

Top URLs in Tweet in G9:
[4] https://pitchbook.com/news/articles/uber-could-buy-bird-makes-key-hire-as-2018-winds-down
[3] http://www.msn.com/en-us/money/smallbusiness/venture-capitalists-are-taking-dollar18-an-hour-jobs-to-understand-the-gig-economy/ar-BBQbYyi?ocid=st
[3] https://www.wsj.com/articles/lyft-proceeds-with-ipo-plans-1544099168?mod=e2tweu

Top URLs in Tweet in G10:
[1] https://swayvc.com/the-future-of-work/?utm_content=80903127&utm_medium=social&utm_source=twitter&hss_channel=tw-90967400

Top Domains
Top Domains in Tweet in Entire Graph:
[14] tokendrops.com
[13] twitter.com
[9] theguardian.com
[8] vacayo.com
[7] personneltoday.com
[6] ageoftheobsolete.com
[6] golance.com
[5] co.uk
[4] rsmuk.com
[4] pitchbook.com

Top Domains in Tweet in G1:
[5] twitter.com
[4] personneltoday.com
[4] forbes.com
[3] theguardian.com
[2] lnkd.in
[2] hrzone.com
[2] apexmobileapp.com
[2] dzenanskulj.com
[1] scientificwebs.com
[1] co.uk

Top Domains in Tweet in G3:
[4] weforum.org

Top Domains in Tweet in G4:
[3] sfchronicle.com
[3] rsmuk.com
[2] gizmodo.com
[1] invisionapp.com
[1] lnkd.in
[1] personneltoday.com
[1] twitter.com

Top Domains in Tweet in G5:
[14] tokendrops.com

Top Domains in Tweet in G6:
[3] oecd.org
[1] gettysburg.edu
[1] twitter.com

Top Domains in Tweet in G7:
[2] cnn.com
[1] dy.si

Top Domains in Tweet in G8:
[1] metro.us
[1] qz.com

Top Domains in Tweet in G9:
[4] pitchbook.com
[3] msn.com
[3] wsj.com

Top Domains in Tweet in G10:
[1] swayvc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[251] gigeconomy
[45] futureofwork
[36] microsoft365
[30] jobs
[26] proptech
[25] vacayo
[24] uber
[24] startups
[24] startup
[23] freelance



Top Hashtags in Tweet in G1:
[54] gigeconomy
[8] hr
[7] futureofwork
[5] freelancer
[4] freelancing
[4] deliveroo
[4] freelance
[4] microsoft365
[3] freelancers
[3] uber

Top Hashtags in Tweet in G2:
[28] microsoft365
[28] gigeconomy
[1] freelance

Top Hashtags in Tweet in G3:
[10] futureofwork
[10] jobs
[9] gigeconomy
[6] 4ir
[6] industry40
[6] ai
[5] newyorkcity
[5] uber
[5] lyft
[5] ridesharing

Top Hashtags in Tweet in G4:
[20] gigeconomy
[4] microsoft365
[3] rsminsights
[2] m365freelancetoolkit
[2] uber
[2] arbitration
[2] freelancer
[2] msftadvocate
[2] career
[2] freelancers

Top Hashtags in Tweet in G5:
[14] airdrops
[14] airdropsmart
[14] airdrop
[14] tokens
[14] bounty
[14] bountyhunters
[14] gigs
[1] gigs4u
[1] selfemployed
[1] entrepreneur

Top Hashtags in Tweet in G6:
[11] gigeconomy
[1] futureofwork
[1] iopsych

Top Hashtags in Tweet in G7:
[5] futureofwork
[3] gigeconomy
[2] ridesharing
[1] digitaltransformation
[1] industry40
[1] innovation
[1] technology

Top Hashtags in Tweet in G8:
[7] uber
[4] lyft
[3] newyorkcity
[2] gigeconomy
[1] nyc
[1] futureofwork
[1] 1u
[1] ituc18

Top Hashtags in Tweet in G9:
[7] business
[7] strategy
[5] leadership
[4] ridesharing
[3] gigeconomy
[3] startups
[3] ondemand
[3] lyft
[3] uber
[2] ai

Top Hashtags in Tweet in G10:
[1] hustle
[1] hustleeconomy
[1] gigeconomy

Top Words
Top Words in Tweet in Entire Graph:
[213] Words in Sentiment List#1: Positive
[64] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[6522] Non-categorized Words
[6799] Total Words
[251] gigeconomy
[67] microsoft365
[61] freelance
[59] gig
[46] new

Top Words in Tweet in G1:
[54] gigeconomy
[12] gig
[12] economy
[10] hr
[9] app
[7] futureofwork
[7] more
[7] workers
[7] work
[7] freelance

Top Words in Tweet in G2:
[55] microsoft365
[29] freelance
[28] introducing
[28] toolkit
[28] increasing
[28] participation
[28] gigeconomy
[28] partnered
[28] upwork

Top Words in Tweet in G3:
[36] gt
[11] mikequindazzi
[10] 4
[10] predictions
[10] futureofwork
[10] 25
[10] world's
[10] best
[10] jobs
[10] wef

Top Words in Tweet in G4:
[20] gigeconomy
[9] workers
[5] need
[5] gig
[5] more
[5] resume
[5] microsoft365
[4] back
[4] change
[4] arbitration

Top Words in Tweet in G5:
[14] new
[14] airdrops
[14] coinfast
[14] coinfast_io
[14] airdropsmart
[14] airdrop
[14] tokens
[14] bounty
[14] bountyhunters
[14] gigs

Top Words in Tweet in G6:
[15] gig
[11] gigeconomy
[10] hey
[10] friends
[10] here's
[10] version
[10] 2
[10] 0
[10] reading
[10] list

Top Words in Tweet in G7:
[5] workplace
[5] flexibility
[5] nothing
[5] new
[5] definitions
[5] evolving
[5] take
[5] futureofwork
[5] insights
[4] guzmand

Top Words in Tweet in G8:
[9] drivers
[8] car
[7] uber
[5] nytwa
[4] congratulations
[4] friends
[4] yellow
[4] cab
[4] green
[4] lyft

Top Words in Tweet in G9:
[7] uber
[7] business
[7] strategy
[5] freeag8
[5] leadership
[4] buy
[4] bird
[4] makes
[4] key
[4] hire

Top Words in Tweet in G10:
[4] tune
[4] kendenman
[4] explores
[4] future
[4] work
[4] sbp04
[4] ceo
[4] taskrabbit
[4] online
[4] marketplace

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[40] gig,economy
[34] freelance,toolkit
[32] introducing,microsoft365
[32] microsoft365,freelance
[32] toolkit,increasing
[32] increasing,participation
[32] participation,gigeconomy
[32] gigeconomy,partnered
[32] partnered,upwork
[31] microsoft365,introducing

Top Word Pairs in Tweet in G1:
[9] gig,economy
[4] gigeconomy,futureofwork
[3] high,court
[3] microsoft365,introducing
[3] introducing,microsoft365
[3] microsoft365,freelance
[3] freelance,toolkit
[3] toolkit,increasing
[3] increasing,participation
[3] participation,gigeconomy

Top Word Pairs in Tweet in G2:
[28] introducing,microsoft365
[28] microsoft365,freelance
[28] freelance,toolkit
[28] toolkit,increasing
[28] increasing,participation
[28] participation,gigeconomy
[28] gigeconomy,partnered
[28] partnered,upwork
[27] microsoft365,introducing

Top Word Pairs in Tweet in G3:
[24] gt,gt
[10] 4,predictions
[10] predictions,futureofwork
[10] futureofwork,25
[10] 25,world's
[10] world's,best
[10] best,jobs
[8] wef,mikequindazzi
[6] 4ir,industry40
[6] industry40,ai

Top Word Pairs in Tweet in G4:
[5] gig,workers
[4] gigeconomy,workers
[3] marijuana,delivery
[3] delivery,draws
[3] draws,gig
[3] workers,steady
[3] steady,pay
[3] pay,more
[3] more,zen
[3] zen,customers

Top Word Pairs in Tweet in G5:
[14] new,airdrops
[14] airdrops,coinfast
[14] coinfast,coinfast_io
[14] coinfast_io,airdropsmart
[14] airdropsmart,airdrop
[14] airdrop,tokens
[14] tokens,bounty
[14] bounty,bountyhunters
[14] bountyhunters,gigs
[13] token_drops,new

Top Word Pairs in Tweet in G6:
[10] hey,gigeconomy
[10] gigeconomy,friends
[10] friends,here's
[10] here's,version
[10] version,2
[10] 2,0
[10] 0,reading
[10] reading,list
[10] list,undergrad
[10] undergrad,capstone

Top Word Pairs in Tweet in G7:
[5] workplace,flexibility
[5] flexibility,nothing
[5] nothing,new
[5] new,definitions
[5] definitions,evolving
[5] evolving,take
[5] take,futureofwork
[5] futureofwork,insights
[4] guzmand,workplace
[4] insights,p

Top Word Pairs in Tweet in G8:
[4] congratulations,friends
[4] friends,nytwa
[4] nytwa,yellow
[4] yellow,cab
[4] cab,green
[4] green,car
[4] car,uber
[4] uber,lyft
[4] lyft,black
[4] black,car

Top Word Pairs in Tweet in G9:
[7] business,strategy
[4] uber,buy
[4] buy,bird
[4] bird,makes
[4] makes,key
[4] key,hire
[4] hire,2018
[4] 2018,winds
[4] winds,down
[4] down,pitchbook

Top Word Pairs in Tweet in G10:
[4] tune,kendenman
[4] kendenman,explores
[4] explores,future
[4] future,work
[4] work,sbp04
[4] sbp04,ceo
[4] ceo,taskrabbit
[4] taskrabbit,online
[4] online,marketplace
[4] marketplace,matching

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@upwork
@microsoft365
@coinfast_io
@token_drops
@wef
@ioaliceb
@mikequindazzi
@tamaramccleary
@drivingguild
@freeag8

Top Mentioned in G1:
@centricsgroup

Top Mentioned in G2:
@upwork
@microsoft365

Top Mentioned in G3:
@wef
@mikequindazzi
@evankirstel
@mhcommunicate
@helenzys
@autodmpromo
@jacburns_comext
@theadamgabriel
@edmuke

Top Mentioned in G4:
@truckchampion
@rsmuk
@matthewrmottola
@jholland218
@slatchison
@igor_os777
@howard_lovy
@glhjr
@wills_bizchange
@al_durham

Top Mentioned in G5:
@coinfast_io
@token_drops

Top Mentioned in G6:
@ioaliceb
@vilile
@ottokassi
@oiioxford

Top Mentioned in G7:
@guzmand
@p
@psb_dc
@cnn
@spirosmargaris
@sallyeaves
@andi_staub

Top Mentioned in G8:
@nytwa
@nelpnews
@ruwansubasinghe
@itfglobalunion

Top Mentioned in G9:
@freeag8
@pitchbook
@andoniapr

Top Mentioned in G10:
@kendenman
@sbp04
@taskrabbit
@bmalloyiii

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@eraser
@guardian
@usatoday
@wsj
@financialtimes
@ft
@cnn
@sunjayjk
@fastcompany

Top Tweeters in G1:
@growthmktg1
@lucyrk78
@drpatridge
@silicontalent
@nuvol_info
@inspiredbmedia
@rossahall
@mika_cross
@tiknisarts
@manpreethere

Top Tweeters in G2:
@mizna_r
@it9_mike
@isaacramirez
@office365
@upwork
@sebmatthews
@msftnews
@elvisherlan
@seanteglington
@pseudosound

Top Tweeters in G3:
@evankirstel
@wef
@mikequindazzi
@alvinfoo
@jacburns_comext
@mhcommunicate
@autodmpromo
@edmuke
@jolaburnett
@alison_iot

Top Tweeters in G4:
@sunjayjk
@agami
@glhjr
@howard_lovy
@mrabsolutezero
@jholland218
@rsmuk
@truckchampion
@suzannejohns
@igor_os777

Top Tweeters in G5:
@bitcointarun
@rifki20181
@jedcrypto
@token_drops
@dboccoej
@retjokenzo
@fannieg9
@angkasatu9
@seratus1001
@xalomanjaro

Top Tweeters in G6:
@cearta
@rochelle
@_ellie
@butnocigar
@lutzid
@vilile
@sukainaw
@amcdonnell_hrm
@alexaroscoe
@oiioxford

Top Tweeters in G7:
@cnn
@spirosmargaris
@psb_dc
@rosycoaching
@andi_staub
@guzmand
@sallyeaves
@kasparnab
@efipm
@p

Top Tweeters in G8:
@itfglobalunion
@nelpnews
@najah3073
@nytwa
@costis1202
@ruwansubasinghe
@tieliza
@caitlinconnolly
@linesofpower

Top Tweeters in G9:
@terzima
@trackbots
@talkabot_id
@pitchbook
@freeagentglobal
@andoniapr
@freeag8

Top Tweeters in G10:
@taskrabbit
@kendenman
@oguryanov
@swayventures
@djhadersphd
@bmalloyiii
@sbp04