dhinchcliffe, Twitter, 6/20/2019 4:09:14 AM, 200541


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dhinchcliffe_2019-06-19_19-20-52.xlsx
dhinchcliffe_2019-06-19_19-20-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2019
Short Description:
dhinchcliffe via NodeXL http://bit.ly/2WTvJo7
@dhinchcliffe
@sarbjeetjohal
@akwyz
@rwang0
@antgrasso
@ipfconline1
@mthiele10
@lghmctf
@apguha
@thomaspower

Top hashtags:
#digitaltransformation
#cio
#ai
#iot
#bigdata
#cloud
#digital
#tech
#tibconow
#futureofwork

Description:
Description
The graph represents a network of 1,397 Twitter users whose tweets in the requested range contained "dhinchcliffe", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 20 June 2019 at 02:21 UTC.

The requested start date was Tuesday, 18 June 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 13-day, 23-hour, 38-minute period from Tuesday, 04 June 2019 at 00:15 UTC to Monday, 17 June 2019 at 23:54 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 : 1397
Unique Edges : 6673
Edges With Duplicates : 32456
Total Edges : 39129
Number of Edge Types : 3
Mentions : 38002
Replies to : 1063
Tweet : 64
Self-Loops : 64
Reciprocated Vertex Pair Ratio : 0.115863617803185
Reciprocated Edge Ratio : 0.2076662702406
Connected Components : 25
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 1369
Maximum Edges in a Connected Component : 39110
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.720449
Graph Density : 0.00560503165809666
Modularity : 0.151969
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[29] https://sloanreview.mit.edu/projects/accelerating-digital-innovation-inside-and-out/
[19] https://www.theblockcrypto.com/2018/12/12/mapping-out-enterprise-blockchain/
[18] https://phys.org/news/2019-05-artificial-intelligence-future-inequality.html?utm_content=buffer2be64&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://hbr.org/2019/04/the-legal-and-ethical-implications-of-using-ai-in-hiring
[13] https://www.zdnet.com/article/digital-transformation-efforts-changing-companies-careers-teams-on-multiple-fronts/
[13] https://www.zdnet.com/article/seeking-strategic-niches-in-the-cloud/?sf103590122=1
[13] https://www.forbes.com/sites/peterbendorsamuel/2019/06/11/technology-decisions-to-avoid-digital-transformation-exhaustion/#4e7ac5a4680e
[11] https://www2.deloitte.com/insights/us/en/focus/digital-maturity/digital-innovation-ecosystems-organizational-agility.html
[11] https://www.capgemini.com/news/world-fintech-report-2019/
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199940

Top URLs in Tweet in G1:
[18] https://www.theblockcrypto.com/2018/12/12/mapping-out-enterprise-blockchain/
[16] https://hbr.org/2019/04/the-legal-and-ethical-implications-of-using-ai-in-hiring
[14] https://phys.org/news/2019-05-artificial-intelligence-future-inequality.html?utm_content=buffer2be64&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://www.forbes.com/sites/peterbendorsamuel/2019/06/11/technology-decisions-to-avoid-digital-transformation-exhaustion/#4e7ac5a4680e
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199940
[10] https://www.capgemini.com/news/world-fintech-report-2019/
[7] https://www.zdnet.com/article/digital-transformation-efforts-changing-companies-careers-teams-on-multiple-fronts/
[7] https://www.salesforce.com/ca/blog/2017/11/important-factors-startup-success.html
[6] https://www.constellationr.com/blog-news/digital-transformation-back-end-customer-experience-what-leaders-new-c-suite-are-thinking
[6] https://www.cognizant.com/whitepapers/how-banking-as-a-service-will-keep-banks-digitally-relevant-and-growing-codex2047.pdf

Top URLs in Tweet in G2:
[6] https://sloanreview.mit.edu/projects/accelerating-digital-innovation-inside-and-out/
[5] https://www.zdnet.com/article/digital-transformation-efforts-changing-companies-careers-teams-on-multiple-fronts/
[3] https://www.constellationr.com/blog-news/cio-predictions-2019
[3] https://twitter.com/dhinchcliffe/status/1135712539063476225
[2] https://www.youtube.com/watch?feature=youtu.be&v=u00qKPgirYg&t=565&app=desktop
[2] https://phys.org/news/2019-05-artificial-intelligence-future-inequality.html?utm_content=buffer2be64&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://twitter.com/dhinchcliffe/status/1140653065730703360
[1] https://readwrite.com/2019/06/03/people-first-the-golden-rule-of-retail-digital-transformation/?utm_source=feedly&utm_medium=webfeeds
[1] https://www.fastcompany.com/90358396/that-major-google-outage-meant-some-nest-users-couldnt-unlock-doors-or-use-the-ac
[1] https://twitter.com/mashable/status/1138583438573752320

Top URLs in Tweet in G3:
[21] https://sloanreview.mit.edu/projects/accelerating-digital-innovation-inside-and-out/
[8] https://www.zdnet.com/article/seeking-strategic-niches-in-the-cloud/?sf103590122=1
[6] https://www.strategy-business.com/article/ROX-How-to-get-started-with-the-new-experience-metric?gko=d8837
[5] https://twitter.com/SCMatSAP/status/1126500324959825920
[4] https://www.constellationr.com/events/supernova/2019/judges
[4] https://www.barrons.com/articles/google-salesforce-microsoft-big-data-51560346325
[4] https://hbr.org/2019/06/why-every-company-needs-a-chief-experience-officer
[4] https://www.linkedin.com/pulse/hortonworks-mapr-now-cloudera-whats-your-next-move-kunal-agarwal
[4] http://gigaom.sharedthis.top/d7h3h
[3] https://www.zdnet.com/article/the-biggest-lessons-learned-in-digital-transformation/

Top URLs in Tweet in G5:
[1] https://www.analyticsinsight.net/Top-100-Artificial-Intelligence-and-Big-Data-Influencers/#page=1
[1] http://bullshit.It

Top URLs in Tweet in G6:
[1] https://twitter.com/APGuha/status/1138990896526110720

Top URLs in Tweet in G7:
[2] https://www.deepl.com/translator
[1] https://www.linkedin.com/pulse/neuer-sputnikschock-oder-experimentieren-bedeutet-regeln-schirmer

Top URLs in Tweet in G8:
[1] https://www.zdnet.com/article/five-emerging-technologies-for-rapid-digital-transformation/?twitter=@aneeshnair

Top URLs in Tweet in G9:
[1] https://www.thetechedvocate.org/could-artificial-intelligence-automate-student-note-taking/

Top URLs in Tweet in G4:
[2] https://twitter.com/dhinchcliffe/status/1136042788527542273
[1] https://twitter.com/dhinchcliffe/status/1135364858277273601
[1] https://twitter.com/dhinchcliffe/status/1135668523106091009
[1] https://twitter.com/dhinchcliffe/status/1136768988732518400
[1] https://twitter.com/dhinchcliffe/status/1139174441739595783
[1] https://jaxenter.com/10-best-practices-devops-cloud-159100.html
[1] https://www.linkedin.com/pulse/crack-digital-business-code-thrive-industry-40-anja-hoffmann/

Top URLs in Tweet in G10:
[8] https://www2.deloitte.com/insights/us/en/focus/digital-maturity/digital-innovation-ecosystems-organizational-agility.html
[2] https://phys.org/news/2019-05-artificial-intelligence-future-inequality.html?utm_content=buffer2be64&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www2.deloitte.com/insights/us/en/focus/industry-4-0/digital-industrial-transformation-industrial-internet-of-things.html
[1] https://www.constellationr.com/blog-news/cio-predictions-2019

Top Domains
Top Domains in Tweet in Entire Graph:
[78] twitter.com
[34] zdnet.com
[29] constellationr.com
[29] mit.edu
[22] forbes.com
[22] hbr.org
[19] theblockcrypto.com
[18] phys.org
[15] nodexlgraphgallery.org
[14] deloitte.com

Top Domains in Tweet in G1:
[35] twitter.com
[20] forbes.com
[18] theblockcrypto.com
[17] hbr.org
[17] constellationr.com
[15] zdnet.com
[15] nodexlgraphgallery.org
[14] phys.org
[10] capgemini.com
[8] sap.com

Top Domains in Tweet in G2:
[21] twitter.com
[6] mit.edu
[6] zdnet.com
[3] constellationr.com
[2] youtube.com
[2] wikipedia.org
[2] phys.org
[1] readwrite.com
[1] fastcompany.com
[1] apple.news

Top Domains in Tweet in G3:
[21] mit.edu
[12] zdnet.com
[8] twitter.com
[7] constellationr.com
[6] strategy-business.com
[5] hbr.org
[5] linkedin.com
[4] barrons.com
[4] sharedthis.top
[3] lnkd.in

Top Domains in Tweet in G5:
[1] analyticsinsight.net
[1] bullshit.it

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[2] deepl.com
[1] linkedin.com

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

Top Domains in Tweet in G9:
[1] thetechedvocate.org

Top Domains in Tweet in G4:
[6] twitter.com
[1] jaxenter.com
[1] linkedin.com

Top Domains in Tweet in G10:
[9] deloitte.com
[2] phys.org
[1] constellationr.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[230] digitaltransformation
[174] cio
[162] ai
[142] iot
[120] bigdata
[102] cloud
[85] digital
[74] tech
[64] tibconow
[47] futureofwork



Top Hashtags in Tweet in G1:
[184] digitaltransformation
[136] ai
[121] cio
[111] iot
[100] bigdata
[55] tibconow
[55] cloud
[53] digital
[47] tech
[42] hxgnlive

Top Hashtags in Tweet in G2:
[36] cio
[31] cloud
[22] ciochat
[21] digitaltransformation
[13] devops
[13] tech
[12] 5g
[10] digital
[10] iot
[9] ai

Top Hashtags in Tweet in G3:
[21] digital
[21] innovation
[18] digitaltransformation
[15] transportation
[13] cloud
[12] tech
[11] liveworx
[11] ar
[11] cx
[10] cio

Top Hashtags in Tweet in G5:
[1] artificialintelligence
[1] bigdata
[1] liveworx
[1] iot
[1] ar
[1] digitaltwin
[1] industry40
[1] digitaltransformation

Top Hashtags in Tweet in G6:
[8] iot
[8] ar
[8] liveworx
[4] thingworx

Top Hashtags in Tweet in G7:
[6] german
[6] ioms19
[6] rules
[2] esnchat
[2] esns
[2] socbiz
[1] esnevangelists
[1] digitalworkplace
[1] protect
[1] experiment

Top Hashtags in Tweet in G8:
[10] enterprise
[10] technology
[10] consumer
[1] digital
[1] cio
[1] cto
[1] cdo
[1] digitaltransformation
[1] emergingtechnologies

Top Hashtags in Tweet in G9:
[5] ai
[1] innovation
[1] education
[1] voiceassistant

Top Hashtags in Tweet in G4:
[3] cloud
[2] cto
[1] governance
[1] financialmanagement
[1] saveyoumoney
[1] aws
[1] azure
[1] digitaltransformation
[1] ai
[1] iot

Top Hashtags in Tweet in G10:
[2] digitaltransformation
[2] innovation
[2] worktrends
[2] futureofwork
[2] cio
[1] internetofthings
[1] bigdata
[1] robots
[1] 2ma
[1] 4ir

Top Words
Top Words in Tweet in Entire Graph:
[1884] Words in Sentiment List#1: Positive
[1188] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[81590] Non-categorized Words
[84663] Total Words
[2030] dhinchcliffe
[1397] sarbjeetjohal
[1310] rwang0
[1078] dvellante
[1016] furrier

Top Words in Tweet in G1:
[472] dhinchcliffe
[184] #digitaltransformation
[136] #ai
[132] sarbjeetjohal
[121] #cio
[115] antgrasso
[115] ronald_vanloon
[113] way
[111] #iot
[109] 2019

Top Words in Tweet in G2:
[973] dhinchcliffe
[818] sarbjeetjohal
[801] rwang0
[689] furrier
[631] dvellante
[593] digitalcloudgal
[577] stu
[563] craw
[545] schmarzo
[538] mdkail

Top Words in Tweet in G3:
[521] dhinchcliffe
[431] sarbjeetjohal
[417] rwang0
[396] dvellante
[390] craw
[380] apguha
[377] pfersht
[346] mdkail
[330] valb00
[330] tom_peters

Top Words in Tweet in G5:
[15] andrewyng
[15] dhinchcliffe
[15] drfeifei
[14] apguha
[13] vsikka
[13] rwang0
[13] manojsaxena
[13] srisatish
[13] ruchowdh
[13] beena_ammanath

Top Words in Tweet in G6:
[10] jimheppelmann
[10] ptc
[8] apguha
[8] c_t_lakshmanan
[8] #iot
[8] #ar
[8] #liveworx
[6] tech_mahindra
[4] dhinchcliffe
[4] rwang0

Top Words in Tweet in G7:
[18] dhinchcliffe
[18] iomsummit
[16] rainerbartl
[15] haraldschirmer
[15] katha_pe
[12] elsua
[12] bjoern_n
[6] #german
[6] food
[6] thought

Top Words in Tweet in G8:
[20] world
[10] #enterprise
[10] #technology
[10] finally
[10] catching
[10] up
[10] #consumer
[10] here
[10] examples
[10] new

Top Words in Tweet in G9:
[25] âœ
[25] ï
[10] notes
[9] â
[5] taking
[5] class
[5] speed
[5] crucial
[5] #ai
[5] assist

Top Words in Tweet in G4:
[6] dhinchcliffe
[6] anjahoffmann
[4] antgrasso
[4] cyrilcoste
[4] mirko_ross
[3] #cloud
[2] come
[2] che
[2] di
[2] sapere

Top Words in Tweet in G10:
[16] innovating
[8] digitally
[8] maturing
[8] companies
[8] more
[8] re
[8] differently
[7] cdelancray
[5] cc
[5] theyâ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[519] dvellante,valb00
[517] craw,dvellante
[515] valb00,pfersht
[486] apguha,mitsmr
[414] pfersht,mdkail
[392] dhinchcliffe,sarbjeetjohal
[384] nigewillson,mvollmer1
[384] mdkail,apguha
[362] sarbjeetjohal,craw
[349] evankirstel,nigewillson

Top Word Pairs in Tweet in G1:
[89] lessons,learned
[85] learned,hard
[85] hard,way
[81] 2019,lessons
[74] #ai,#iot
[73] dhinchcliffe,zdnet
[72] #iot,#bigdata
[71] way,dhinchcliffe
[67] zdnet,#ai
[45] cc,mikequindazzi

Top Word Pairs in Tweet in G2:
[230] chels_la,azure
[229] azure,microsoft
[207] microsoft,rwang0
[202] craw,dvellante
[200] stu,zehicle
[194] apguha,mitsmr
[192] furrier,chels_la
[188] valb00,pfersht
[187] dvellante,valb00
[183] nigewillson,mvollmer1

Top Word Pairs in Tweet in G3:
[314] dvellante,valb00
[309] valb00,pfersht
[296] craw,dvellante
[281] pfersht,mdkail
[276] apguha,mitsmr
[261] mdkail,apguha
[255] sarbjeetjohal,craw
[252] dhinchcliffe,sarbjeetjohal
[195] ctoadvisor,dhinchcliffe
[188] nigewillson,mvollmer1

Top Word Pairs in Tweet in G5:
[13] apguha,vsikka
[13] vsikka,dhinchcliffe
[13] dhinchcliffe,rwang0
[13] rwang0,manojsaxena
[13] manojsaxena,srisatish
[13] srisatish,drfeifei
[13] drfeifei,andrewyng
[13] ruchowdh,beena_ammanath
[13] beena_ammanath,sarbjeetjohal
[13] sarbjeetjohal,matteastwood

Top Word Pairs in Tweet in G6:
[10] jimheppelmann,ptc
[6] ptc,c_t_lakshmanan
[6] c_t_lakshmanan,tech_mahindra
[4] dhinchcliffe,rwang0
[4] #ar,jimheppelmann
[4] ptc,vuforia
[4] vuforia,#liveworx
[4] #liveworx,#thingworx
[4] #thingworx,kmitford
[4] kmitford,annag_ptc

Top Word Pairs in Tweet in G7:
[14] iomsummit,katha_pe
[14] katha_pe,rainerbartl
[13] rainerbartl,dhinchcliffe
[8] elsua,iomsummit
[7] haraldschirmer,bjoern_n
[6] bjoern_n,elsua
[6] dhinchcliffe,#german
[6] #german,food
[6] food,thought
[6] thought,#ioms19

Top Word Pairs in Tweet in G8:
[10] #enterprise,world
[10] world,#technology
[10] #technology,finally
[10] finally,catching
[10] catching,up
[10] up,#consumer
[10] #consumer,world
[10] world,here
[10] here,examples
[10] examples,new

Top Word Pairs in Tweet in G9:
[15] âœ,ï
[10] âœ,âœ
[10] ï,ï
[5] taking,notes
[5] notes,class
[5] class,âœ
[5] ï,speed
[5] speed,crucial
[5] crucial,â
[5] â,âœ

Top Word Pairs in Tweet in G4:
[3] anjahoffmann,dhinchcliffe
[2] ipfconline1,marshacollier
[2] marshacollier,rajat_shrimal
[2] rajat_shrimal,topcybernews
[2] topcybernews,antgrasso
[2] antgrasso,psb_dc
[2] psb_dc,cyrilcoste
[2] cyrilcoste,mirko_ross
[2] mirko_ross,paulsloane
[2] robvank,ralph_ohr

Top Word Pairs in Tweet in G10:
[8] digitally,maturing
[8] maturing,companies
[8] companies,innovating
[8] innovating,more
[8] re,innovating
[8] innovating,differently
[7] cdelancray,digitally
[5] more,theyâ
[5] theyâ,re
[4] differently,#digitâ

Top Replied-To
Top Replied-To in Entire Graph:
@sarbjeetjohal
@tom_peters
@ctoadvisor
@dhinchcliffe
@waynesadin
@tcrawford
@mthiele10
@dvellante
@marshacollier
@mdkail

Top Replied-To in G1:
@dhinchcliffe
@sarbjeetjohal
@akwyz
@eric_kavanagh
@marshacollier
@_techmode
@helene_wpli
@chieftech
@mthiele10
@craw

Top Replied-To in G2:
@sarbjeetjohal
@waynesadin
@ctoadvisor
@mthiele10
@tcrawford
@dhinchcliffe
@dvellante
@josheac
@marshacollier
@larrylarmeu

Top Replied-To in G3:
@tom_peters
@sarbjeetjohal
@ctoadvisor
@cpetersen_cs
@adosburg
@mdkail
@tcrawford
@dhinchcliffe
@kellblog
@martin_casado

Top Replied-To in G5:
@apguha
@dez_blanchfield

Top Replied-To in G6:
@apguha

Top Replied-To in G7:
@bjoern_n
@elsua
@esnchat
@sellannette
@haraldschirmer

Top Mentioned
Top Mentioned in Entire Graph:
@dhinchcliffe
@rwang0
@sarbjeetjohal
@dvellante
@furrier
@craw
@mdkail
@digitalcloudgal
@stu
@schmarzo

Top Mentioned in G1:
@dhinchcliffe
@antgrasso
@sarbjeetjohal
@ronald_vanloon
@mikequindazzi
@zdnet
@rwang0
@evankirstel
@ipfconline1
@furrier

Top Mentioned in G2:
@dhinchcliffe
@rwang0
@sarbjeetjohal
@furrier
@dvellante
@digitalcloudgal
@stu
@craw
@schmarzo
@mdkail

Top Mentioned in G3:
@dhinchcliffe
@rwang0
@sarbjeetjohal
@dvellante
@craw
@apguha
@pfersht
@mdkail
@valb00
@mitsmr

Top Mentioned in G5:
@andrewyng
@dhinchcliffe
@drfeifei
@vsikka
@rwang0
@manojsaxena
@srisatish
@ruchowdh
@beena_ammanath
@sarbjeetjohal

Top Mentioned in G6:
@jimheppelmann
@ptc
@c_t_lakshmanan
@tech_mahindra
@apguha
@dhinchcliffe
@rwang0
@vuforia
@kmitford
@annag_ptc

Top Mentioned in G7:
@dhinchcliffe
@iomsummit
@rainerbartl
@katha_pe
@haraldschirmer
@elsua
@bjoern_n
@celineschill
@ewingo13
@hjsturm

Top Mentioned in G8:
@aneeshnair
@dhinchcliffe
@zdnet

Top Mentioned in G9:
@swisscognitive
@accentureai
@dhinchcliffe
@ibmanalytics
@newscientist
@stratorob

Top Mentioned in G10:
@cdelancray
@dhinchcliffe
@valaafshar
@akwyz
@neilmilliken
@hitachivantara
@deloittedigital
@profkane

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@uber_support
@nosqldigest
@evankirstel
@gamergeeknews
@aldoceccarelli
@lorimoreno
@chidambara09
@businessinsider
@amyloukingery

Top Tweeters in G1:
@sectest9
@uber_support
@nosqldigest
@gamergeeknews
@aldoceccarelli
@lorimoreno
@chidambara09
@businessinsider
@ltd_to_two
@trippbraden

Top Tweeters in G2:
@evankirstel
@evanderburg
@marshacollier
@richsimmondsza
@akwyz
@thomaspower
@chuckbaggett
@isocialfanz
@cloudexpo
@drferdowsi

Top Tweeters in G3:
@valaafshar
@kimgarst
@rwang0
@debraruh
@fu
@ap
@zacharyjeans
@cxi
@maryjofoley
@kirkdborne

Top Tweeters in G5:
@data_nerd
@bobehayes
@gilpress
@diegokuonen
@claudia_imhoff
@andrewbrust
@hmason
@dpatil
@garymarcus
@crudinschi

Top Tweeters in G6:
@yellowstonemike
@iot_technojeder
@hyounpark
@e_nterdiscipl
@tech_mahindra
@maribellopez
@ptc
@jim_techclarity
@vuforia
@annag_ptc

Top Tweeters in G7:
@elsua
@andikopp2
@celineschill
@haraldschirmer
@oscarberg
@esnchat
@ewingo13
@kolseb
@alecmcint
@katha_pe

Top Tweeters in G8:
@aneeshnair
@anjaniglobal
@aneeshndtv
@unishopit
@cto_index
@myhealthcareit
@anishcto
@indianrootscom
@rangstore

Top Tweeters in G9:
@newscientist
@ibmanalytics
@stratorob
@viciocort
@accentureai
@alexandralacruz
@swisscognitive
@crawdad76268324
@hansatyam

Top Tweeters in G4:
@spikehk
@bonitasoft
@rbbenzi
@sappley
@tomherdez
@martinjclement
@cwerthmueller
@befraudaware

Top Tweeters in G10:
@hitachivantara
@paulcaf
@deloittedigital
@muneer_tz
@cdelancray
@rpa_bizdev
@rpa_strategy
@turcol