d4.5 final community engagement and networking report · the recommendations from the commission...
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Projectacronym: EDSA
Projectfullname: EuropeanDataScienceAcademy
Grantagreementno: 643937
D4.5Finalcommunityengagementandnetworkingreport
DeliverableEditor: HuwFryer(SOTON)
Othercontributors: ElenaSimperl(SOTON)
DeliverableReviewers:
SimonScerri(Fraunhofer),MishaMatskin(KTH)
Deliverableduedate: 31/01/2018
Submissiondate: 30/01/2018
Distributionlevel: P
Version: 1.0
ThisdocumentispartofaresearchprojectfundedbytheHorizon2020FrameworkProgrammeoftheEuropeanUnion
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ChangeLog
Version Date Amendedby Changes
0.1 12/12/2017 HuwFryer Generatedskeletondocument
0.2 11/01/2018 HuwFryer Fulldraftversion
0.3 24/01/2018 HuwFryer Respondingtoreviewerfeedback
0.4 25/01/2018 HuwFryer Versionforfinalreview
0.5 26/01/2018 HuwFryer Correctedtemplate
1.0 30/01/2018 AlexanderMikroyannidis
FinalQA
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TableofContentsChangeLog............................................................................................................................................................................................2 TableofContents...............................................................................................................................................................................3 ListofFigures......................................................................................................................................................................................3 ListofTables........................................................................................................................................................................................4 1. ExecutiveSummary..............................................................................................................................................................5 2. Background...............................................................................................................................................................................5 3. ChannelsandActivities.......................................................................................................................................................5 3.1 Website.............................................................................................................................................................................5 3.1.1 GoogleAnalyticsandTrafficData..................................................................................................................6 3.1.2 EDSADashboard.....................................................................................................................................................8 3.1.3 AdditionalresultsfromWordPressstats................................................................................................10 3.1.4 SearchEngineOptimisationforGoogleandBing...............................................................................11 3.1.5 Videolectures.........................................................................................................................................................12
3.2 NewsandNewsletter.............................................................................................................................................12 3.3 Twitter...........................................................................................................................................................................13 3.4 CoursesPortal............................................................................................................................................................15 3.4.1 CoursesPortalGoogleAnalyticsandTrafficData..............................................................................16
3.5 CourseMaterial.........................................................................................................................................................17 3.5.1 YouTubechannel.................................................................................................................................................18 3.5.2 SlideshareMaterials...........................................................................................................................................18 3.5.3 Vimeo.........................................................................................................................................................................19
3.6 Real-WorldEvents...................................................................................................................................................20 3.7 Ambassadors..............................................................................................................................................................24
4. PlannedvsactualreachofEDSAcommunicationanddissemination.....................................................24 4.1 ProjectWebsite.........................................................................................................................................................24 4.2 LinkedIn........................................................................................................................................................................25 4.3 Twitter...........................................................................................................................................................................25 4.4 Advertorials/Publications...................................................................................................................................25 4.5 E-Learningchannels...............................................................................................................................................25 4.6 Collaborations............................................................................................................................................................25
5. InsightsandReflectionstotheEngagementPlan..............................................................................................26 6. Conclusion...............................................................................................................................................................................27
ListofFiguresFigure1–EDSAprojectwebsitehomepage------------------------------------------------------------------------6
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Figure2-TimelineofusersessionsforEDSAwebsitefromNovember2015-November2017-------8 Figure3-PageviewsofdashboardMay2016-November2017---------------------------------------------9 Figure4-Learningpathwayforjobsearchonthedashboard--------------------------------------------------9 Figure5Skillstimelineandjoblocationsonthedashboard-------------------------------------------------10 Figure6-PageviewsbymonthfromAugust2015-January2018fromWordPressdashboard----10 Figure7–SourcesofWebsiteTrafficuptoMay2016(L)andMay2016–Nov2016(R)-------------11 Figure8-MachineLearningforDataScientistsWorkshop---------------------------------------------------12 Figure9-TwitterfollowersgraphuptoOctober2017--------------------------------------------------------13 Figure10–SummaryofTwitteractivityforJanuary2018---------------------------------------------------14 Figure11-EngagementwithTwitterAccountDecember2017-January2018-------------------------15 Figure12-EDSACoursesPortalHomepage---------------------------------------------------------------------16 Figure13-ScreenshotofYouTubechannel----------------------------------------------------------------------18 Figure14-SlideshareViewAnalytics-----------------------------------------------------------------------------19 Figure15-EDSAVimeoHomepage--------------------------------------------------------------------------------19
ListofTablesTable1-WebsiteVisitorStatistics(ReportingPeriod:16thApril2016–16thMay2016)--------------6 Table2-WebsiteVisitorStatistics(ReportingPeriod:16thOctober2017–15thNov2017)---------7 Table3-WebsiteVisitorCountryStatistics(1stFeb2015-10thJun2015)-------------------------------7 Table4–WebsiteVisitorCountryStatistics16June–16November2017---------------------------------7 Table5-Googlerankingofkeywordsovertime----------------------------------------------------------------11 Table6-Bingrankingofkeywordsovertime-------------------------------------------------------------------11 Table7-NewsletterSubscriptions---------------------------------------------------------------------------------12 Table8-EDSACoursesPortalAnalyticsTrafficData(17June–17July2016)--------------------------16 Table9-EDSACoursesPortalAnalyticsTrafficData(18July2016–17January2018)--------------17 Table10–CoursesPortalVisitorCountryStatistics(18Jul2016–17Jan2017)-----------------------17 Table11–EDSAReal-WorldEventParticipation---------------------------------------------------------------21
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1. ExecutiveSummaryThisdeliverable reports on theonline and community engagementplan, in the18monthsafter theinitialreportonthisinD4.4.ThesearediscussedwithinthecontextofthechangeinfocusoftheprojecttowardscurationratherthancreationfollowingtheCommissionreviewinM18.Ofthechannelswhichareused,onlineandoffline,itisshownthatthereremainsaconsiderableamountofengagementwithEDSAwiththewebsiteandsocialmediachannels,althoughwithlessgrowththanthefirst18months.Inaddition,theperformanceofthepast18monthsisanalysed,andtheprojecttargetscomparedwiththeactualoutcomes.Finally,ourconclusionsarepresented.
2. BackgroundInD4.3areal-worldandonlinecommunityengagementplanwaspresented,detailingtheinitialdataregardingthecommunicationsanddisseminationchannelscurrentatthetimeofwritingthereport.Theaimoftheplanwastooutlineasetofengagementtoolsandpracticesthattheprojectcouldutilizeinordertoengagethecommunity.Theseincludedacombinationofbothreal-worldevents(suchasoffline,face-to-facemeetings)andonlinecommunicationanddisseminationactivities.Onlineactivitieswereseparatedbasedonthosethatwerebroadcast-orientedandwereprimarilyaimedtousetodisseminateinformation, and those that were responsive and conversation-oriented and targeted at increasingcommunicationandcollaborationamongstthecommunity.
D4.4presentedareportafter18monthsoftheprojectofthecommunityengagementplan,presentingsomeof thechangeswhichhadbeen implementedasaresultofchangingcircumstanceswithin theproject,inparticularthatlearningresourcesandcoursematerialshavesincebeenlaunchedandbeenengagedwithbyalargenumberoflearnersacrosstheEU.SEOwasusedmoreextensivelytoattractvisitorstothewebsite,andTwitterwasused,aswellasthenewsletter,tocontinuetoengagewiththecommunity.
Therecommendations fromthecommissionafterM18oftheprojectwerethatEDSAshouldchangedirectionandincreasethefocusoncurationofcoursesratherthandeliveryofmaterial.Tothatend,thecoursesdashboardhasbeenenhanced, and learningpathwayshavebeendeveloped to assist usersinterestedinlearningdatascience.Otherchannelswithminimalengagementhavebeenleftdormant,sincetherewerenoadditionalmaterialsrelatedtothecoursebeingproduced,suchastheSlideShareandVimeochannels.
This report is structured as follows. In Section 3 we compare the performance of the differentdisseminationandcommunitybuildingchannelswithinEDSAoverthelast18months,withhowtheyweredescribedinD4.4,inM18.Section5willoutlinethedifferencebetweentheplannedcommunitybuildingandwhatactuallyhappened,beforeSection5willdiscussinsightsandreflectionsgleanedfromtheproject.Section6willpresentourconclusionsfromthisreport.
3. ChannelsandActivities
3.1 WebsiteThe EDSA website (http://edsa-project.eu/) provides a centralized location for all of the project’sactivities.Itoffersacomprehensiveoverviewofthemainactivitiestakenbyprojectpartners,alongwithdetailsabouttheprojectandanyactivitiesplannedforthefuture(Figure1).ItsdesignandstructurewerediscussedinmoredetailinD2.1,whenthewebsitewassetupfortheproject.Sincethen,wehaveaddedGoogleAnalyticstothewebsite,whichallowsustomeasurestatisticsassociatedwiththewebsiteusage,providinganinsightintospecifictopics,featuresandfunctionsthatthecommunityisparticularlyinterestedin.
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Figure1–EDSAprojectwebsitehomepage
3.1.1 GoogleAnalyticsandTrafficDataAsdiscussedinD4.4,GoogleAnalyticswasaddedtothewebsiteinNovember2015totrackwebsitevisitorstatistics,asopposedtoanalysingserverlogswhichwerelessaccurate.InD4.4,thefollowingstatisticsfromGoogleAnalyticswerepresentedinTable1:
Table1-WebsiteVisitorStatistics(ReportingPeriod:16thApril2016–16thMay2016)
Metric Total Avg./Day
Sessions 1,335 45
Visitors 946 31
PageViews 3,317 110
BounceRate 56.63% N/A
NewSessions 63.30% N/A
Avg.SessionDuration 2:22 N/A
NewVisitors 63.4% N/A
ReturningVisitors 36.6% N/A
This is contrasted by the statistics at the end of the project, with the following data collected inNovember2017:
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Table2-WebsiteVisitorStatistics(ReportingPeriod:16thOctober2017–15thNov2017)
Metric Total Avg./Day
Sessions 1,000 32.26
Visitors 706 22.77
PageViews 2,019 110
BounceRate 65.67% N/A
NewSessions 62.90% N/A
Avg.SessionDuration 1:40 N/A
NewVisitors 63% N/A
ReturningVisitors 37% N/A
Table1listsanumberofgeneralstatisticsforthewebsitefromMay2016,andTable2fromNovember2017. Thewebsite isnotperformingaswellas in thepreviousreport,withadecline invisitors,anincrease in bounce rate, and a reduction in the session time. On the other hand, the session time,althoughlower,isstillacreditable1:40,indicatingthatthevisitorsarestillengagingwiththecontent.
Table3-WebsiteVisitorCountryStatistics(1stFeb2015-10thJun2015)
Country Hits PercentageofTotal(Hits)
UnitedKingdom 317 23.75
Spain 115 8.61
Germany 87 6.52
Netherlands 73 5.47
Belgium 57 4.27
Brazil 53 3.97
UnitedStatesofAmerica 51 3.82
Italy 50 3.75
France 48 3.6
Portugal 47 3.52
Table3helpstorevealtheinternationalaudiencethatthewebsiteisreceiving.WhileatthemomenttheUKprovidesthehighestnumberofhitstothewebsite,thereisalsoasubstantialamountofvisitsbeingrecordedfromotherEUmemberstatesincludingGermany,TheNetherlandsandSpain.
InTable4,weincludethegeographicdistributionofthesessionsbetweenOctoberandNovember2017.The figures are relatively similar to those from the start of the project, which continue to show areasonablegeographicdistribution,althoughitremainsclusteredaroundWesternEurope.
Table4–WebsiteVisitorCountryStatistics16June–16November2017
Country Sessions PercentageofTotal(Sessions)
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UnitedKingdom 1,144 20.37%Germany 573 10.20%Spain 399 7.11%UnitedStates 340 6.06%Netherlands 267 4.76%Portugal 264 4.70%Italy 181 3.22%India 178 3.17%France 167 2.97%Belgium 120 2.14%
Thewebsitecontinuestoperformwell,butforthemostparthasnotreachedthefiguresdemonstratedinD4.4.Therehasbeenasmallbutnoticeabledropintheamountofusersessionsinthetimesincethestartof2016evidentintheGoogleAnalyticsdashboard.Figure2showstheusersessionsforthepast18months,withtheprevioussixmonthsforcontext,whichshowsthisdropclearlyfromaroundthetime of the last report. That said, from the summer of 2017, the viewing figures picked up to becomparabletothepreviousresults,possiblyduetothefulllaunchofthedashboard,andispromisingforthefutureperformanceofthewebsite1.
Figure2-TimelineofusersessionsforEDSAwebsitefromNovember2015-November2017
3.1.2 EDSADashboardAspartoftheproject,andinordertodisseminatetheworkcompletedinWP1,wehavedevelopedanumber of visualisations through the dashboard section of the EDSA website (http://edsa-project.eu/resources/dashboard/)topresentanddisseminateinformationaboutEDSA,andthecurrentmarket associatedwithdatascience in theEU.TheEDSAdashboard enables visualdiscoveryusingdifferentperspectivesonadatasetcontainingabout300,000jobpostingsinDataScienceacrosstheEU,highlightingskillsrequiredofeachrole.Thedatawasgeneratedbaseduponnewjobpositionspostedonlineonselectedchannels,enrichedandannotatedtoaidvisualbrowsingandquerying.Inaddition,the“learningpathways”addedinthecoursesportalisalsoincluded,sothataqueryforaparticularjobwillshowrecommendedskillsandcoursesthatthelearnermightwishtotakeinordertobequalifiedforthejobsadvertised.
1November2017onthegraphisnotafullmonth,sincefiguresareonlyavailableupto14thNovember
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Thedashboardisapartofthemainwebsiteandhascontinuedtogenerateaconsiderableamountoftraffic,with5.91%ofthetotalpageviews(2,236)fromJuly2016–November2017.Althoughpubliclyvisible, thedashboardwasunderdevelopmentthroughoutprojectuntil July2017. Thepeakon thegraphinFigure3-PageviewsofdashboardMay2016-November2017inJuly2017coincideswiththelaunchofthefullversion,advertisedintheEDSAnewsletter,indicatingthesuccessofthiselementofthismarketingchannel(SeeSection3.2formoredetailsaboutthenewsletter).
Figure3-PageviewsofdashboardMay2016-November2017
Figure4-Learningpathwayforjobsearchonthedashboard
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Figure5Skillstimelineandjoblocationsonthedashboard
3.1.3 AdditionalresultsfromWordPressstatsInNovember2017,GoogleAnalyticsstoppedrecordingpageviews,whichwasdiscoveredinJanuary2018.DiscussionsofcomparisonsintheprevioussectionhavegoneuptoNovember142017,thelastdayforwhichfulldataareavailable.Inordertoprovideuptodatestatistics,the“Jetpack”pluginforWordPresswasusedtoobtainadditionalpageviewresults,fromNovember142017–January242018.Theresultsherearelessgranular,anddonotprovideinformationaboutthedashboard.Atotalpageviewsforthewebsiteamounttoatotalof3,816pageviewsbetweenweekcommencing13November 2017andweek commencing January 22 2018. These can be seen in the context of theremainderofthewebsitethroughthemonthlystatisticsinFigure6.
Figure6-PageviewsbymonthfromAugust2015-January2018fromWordPressdashboard
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3.1.4 SearchEngineOptimisationforGoogleandBingAspart ofD4.4, extensive SearchEngineOptimisation (SEO)was conducted tooptimize the searchrankings of thewebsite and obtain a higher level of organic traffic fromGoogle and Bing. AplugininstalledintotheWordPresswebsitenamedAllInOneSEO,whichenablesthesimplerimplementationofon-pageSEO,richsnippets, increased loadspeeds,keywordandkeyphrasetargeting,andcontentmetadata.Asaresultofthisoptimizationstrategy,andtherespectiveSEOmethods,36.3%ofthetrafficisnowobtainedfromOrganicSearchtraffic(Figure7).SEOchangesonadailybasis,andtherankingsdetailedbelowaresubjecttochangeduetothecompetitivenatureofthekeywordsandkeyphrasesaimed for. With many organisations being founded that offer data science training, education andeducationalmaterial,itisbecomingincreasinglycompetitivewithintheSEOspace.TheaimsoftheSEOare tocontinue toadapt,updateandcreatecontent thatenables theEDSAproject tosustainahighrankingfortherespectivetargetkeywordsandkeyphrases.
ThesuccessoftheSEOstrategycanbeseenfromFigure7(R)astheamountofusersnavigatingtotheEDSAwebsitefromorganicsearchincreasedby8.4%inthesecondhalfoftheproject.
Table5-Googlerankingofkeywordsovertime
Keyphrase D4.4 Nov-16 Jun-17 Nov-17 Jan-18DataScienceEducation 2 5 1 2 1DataScienceTraining 4 - 4 6 5DataScienceTrainingEurope 1 1 1 1DataScienceEducationEurope 1 3 1 1 1DataScienceEurope 3 4 4 2 4
Table6-Bingrankingofkeywordsovertime
Keyphrase D4.4 Nov-16 Jun-17 Nov-17 Jan-18 DataScienceEducation 5 2 24 12 7 DataScienceTraining - - - - 25 DataScienceTrainingEurope 1 2 3 3 1 DataScienceEducationEurope - 1 2 1 1 DataScienceEurope 5 2 2 3 4
Furthermore,thekeyphrasesshowninTable5andTable6aretheperformanceofthetargetkeywordsforGoogleandBingsearchesrespectively. Thetablesindicatetheperformanceatapproximatelysixmonth intervals,whenthepositionwas recordedatEDSAplenarymeetings, or forD4.4 in the first
Figure7–SourcesofWebsiteTrafficuptoMay2016(L)andMay2016–Nov2016(R)
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instance.Giventhehighlycompetitivenatureofthespace,therankingsfluctuate,ascanbeseenforthephraseDataScienceEducationonBing,forexample.
ThekeywordswereoptimizedforGoogleasopposedtoBing,giventhehighermarketshare,whichisborneoutbythecomparativelybetterresultsforthetermsonGoogle.Inanyevent,EDSAhasahealthypositionintherankingsforkeyEDSAtargetphrasesattheendoftheproject.
3.1.5 VideolecturesLectures from www.videolectures.net have been embedded into the http://edsa-project.eu/video-lectures/pageofthewebsite,whichenablesvisitorstowatchextendedvideolecturesofexpertsinthefieldof datascience andother related fields.Thesewere addedon a regularbasis,when therewasappropriatecontenttoinclude.Therearecurrently24videolecturesselectedbypartnersoftheEDSAproject.Allcreditfortherecordingandcreationofthevideolecturesgoestovideolectures.net.
3.2 NewsandNewsletterThewebsitehasbeenthecentralchannelthroughwhichtodisseminateanddistributenewsassociatedwiththeEDSAproject.Thenewsfeatureonthewebsitenotes,onaverage,2/3newsarticlesamonthassociatedwiththedevelopmentsoftheproject,storieswrittenbytheEDSAambassadors,newcoursesandotherrelatednewsinthedatascienceindustry.ThisprimarysourcesupportstheSearchEngineOptimisationofthewebsite,throughutilizingtheplannedkeyphrasesandkeywords.
Figure8-MachineLearningforDataScientistsWorkshop
The news stories are distributed to all subscribers on the website mailing list through an emailnewsletter,andalsoviatherespectiveTwitterchanneldetailedbelow.TheemailnewsletterissentouteveryquarterstartingJanuary1st.Table7showsthenumberofsubscriberstotheemailnewsletterandtherelativenewsletteropenandclick-throughpercentages.Asisevident,betweentheinitiationofthenewsletterinJanuary2016,subscriptionhasgrownsteadilyfrom140atthetimeofD4.4to327atthetimeofwritingthisdeliverable.Afinalnewsletterisplannedattheconclusionoftheproject.
Table7-NewsletterSubscriptions
NewsletterDistributionDate Subscribers Opens Clicks
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1stJanuary2016 100 66% 18%
1stApril2016 119 50.8% 15.3%
1stJuly2016 151 41.3% 11.2%
3rdOctober2016 179 45.40% 16.40%
16thJan2017 210 44.40% 21.40%
7thApr2017 219 38.80% 14.20%
26thJun2017 260 35.00% 12.00%
6thOct2017 327 36.00% 10.70%
3.3 TwitterTheEDSATwitteraccount(@edsa_project)hasbeen,andcontinuestobe,activelyusedthroughouttheproject. Theaudienceoftheaccounthasgrownsteadilythrough2017(Figure9)andnowstandsat1153 followers as of January 2018. Using the same Twitter Analytics feature, we can also see theresultingengagementwithtweetsfromtheEDSAaccount(Figure10)togetanideaaboutthesizeoftheaudiencetheyreach,andhowmanypeoplegoontointeractwiththemessagefurther.
Figure9-TwitterfollowersgraphuptoOctober2017
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Figure10–SummaryofTwitteractivityforJanuary2018
The top tweet since the set-up of the Twitter account earned a total of 2,464 impressions, whichpromotedacourseinmachinelearningduetobehostedbyoneofEDSA’skeypartners,Persontyle.Thisalsoreceivedatotalof7retweetsand2likes.
ThemostpopularTweetswerefortheEDSAcoursesadvertised,continuingthetrendfromthepreviousreport.TheseandsimilarcourseswerethekeyreportsfromtheTwitteraccount,althoughdatasciencenewsandreportswerealsoincludedasameansofincreasingfollowers.
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Figure11-EngagementwithTwitterAccountDecember2017-January2018
3.4 CoursesPortalTheEDSAcoursesportal(http://courses.edsa-project.eu)wassetuptoprovideacentralizedlocationforallofthecoursesofferedbytheEDSAproject,includingcoursesdevelopedbytheEDSAprojectandcoursesownedandmanagedbyaffiliatedinstitutions.Websitevisitorswereabletoenrolloncoursesand for theEDSApartnerstocheck theprogressof the learners,usingGoogleAnalytics to track thevisitorstothewebsiteandtheMoodleplatformtogatherlearnerprogressiondataforlearninganalytics.
Asaresultof thereview inM18, thenatureof thecoursesportalchanged. The focus insteadwenttowards curationof courses, as opposed to creation, and so the courseson theportalare generallyreferences to external courses. There is now a “learning pathways” feature, related to the EDSAdashboard(seebelow),whichallowsuserstoselecttopicsincoursestoobtaintheskillstheyrequire.ThelearningpathwaysisdiscussedinmoredetailinD2.6,andthedashboardinD1.5.
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Figure12-EDSACoursesPortalHomepage
3.4.1 CoursesPortalGoogleAnalyticsandTrafficDataTable 8 showsa representativemonth of traffic, of June – July 2016whichwas presented in D4.4.Althoughthisportalcomparativelyhadaloweramountofusersandahigherbounceratethanthatofthemainwebsite,theaveragesessiondurationwaslongerby1minuteand4seconds.Thisshowsthatthelearnerswerehavinganextendedamountofinteractionwiththeportalitself,andtheassociatedcoursematerial.
Table8-EDSACoursesPortalAnalyticsTrafficData(17June–17July2016)
Metric Total Avg./Day
Sessions 893 29
Visitors 599 20
PageViews 4,382 146
BounceRate 63.49% N/A
NewSessions 63.30% N/A
Avg.SessionDuration 3:26 N/A
NewVisitors 61.59% N/A
ReturningVisitors 38.4% N/A
Table9showsthestatisticsforthecoursesportalforthesubsequent18monthssincethosereportedinD4.4. These statistics are mixed, since they show a decline in visits to the website, but show asignificantly improved bounce rate (from63.49% to 55.2%), and a session duration of 3:47,whichindicatesthatthecontentontheportalretainstheinterestoftheusers.
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Table9-EDSACoursesPortalAnalyticsTrafficData(18July2016–17January2018)
Metric Total Avg./Day
Sessions 8,140 14.03
Visitors 4,905 8.45
PageViews 38,893 146
BounceRate 55.20% N/A
NewSessions 59.57% N/A
Avg.SessionDuration 3:47 N/A
NewVisitors 59.6% N/A
ReturningVisitors 40.4% N/A
Table10showsthedistributionofvisitorsfromJuly2016–January2018. ThisisdominatedbyEUcountries,withthemostcommonbeingtheUK,withnearlytwiceasmanywebsiteviewersasthesecondplacedRussia.Ofthetop10countries,sevenareEUmemberstates,theotherthreebeingRussia,USAandIndia.
Table10–CoursesPortalVisitorCountryStatistics(18Jul2016–17Jan2017)
Country Hits PercentageofTotal(Hits)
UnitedKingdom 2,965 22.63
Russia 1,991 12.04
Germany 1,239 10.87
Spain 1,230 8.59
USA 654 6.24
Netherlands 595 4.24
France 372 2.91
India 348 2.85
Belgium 309 1.99
Italy 246 1.86
3.5 CourseMaterialInD4.4, asectionwas included concerning the coursematerial developedbyEDSApartners,whichprovideddetailsoftheEDSAbrandedcourses.Althoughwehavecontinuedtodeliveronline,f2fandblendedcourses,thesearenolongerpartofourcommunitybuildinganddisseminationstrategyowingtothechangeinfocusoftheprojecttowardscurationratherthancreationofcontent.
Thefocusofthedisseminationstrategyhasbeenthewebsite,asacentralrepositoryforallinformationabouttheproject.Nevertheless,somematerialsremainonline,inparticularinSlideshare,Vimeo,andYouTube channels, but these are less actively maintained than before owing to their limitedeffectivenessandthereductionofEDSAcreatedcontent.Inthissection,webrieflyprovideanoverviewofthesesupplementalchannels.
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3.5.1 YouTubechannelAYouTubechannelwascreatedin2017,withtheintentionofbeingachannelwithahighamountofpotential viewers, containing largely videos sourced fromEDSA partners, or videos related to datascienceonaplaylist. Thechannelhasa totalof28subscribers,witha totalof574viewsofvideosuploadedbyEDSA.
Figure13-ScreenshotofYouTubechannel
3.5.2 SlideshareMaterialsIn addition to the online courses, presentation files are placedwithin the EDSA Slideshare account(http://www.slideshare.net/edsa-project/)inorderforpresentationmaterialstobeaccessedpublicly.Slideshareanalyticsonlyallows12monthsofviewinginformationtobeviewed,soforthiswecomparethe12monthspriortoD4.4(June2016),andthe12monthstothecurrentdeliverable(January2018).
ThesummaryoftheSlideshareactivitycanbeseenbelowinFigure14,showingatotalof604viewsofatotalof9uploads,and25followers.ThiscompareswiththesituationinD4.4,wheretheaccounthadatotalof1,808viewsover12months,22followers,and12downloads.
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Figure14-SlideshareViewAnalytics
3.5.3 VimeoThe EDSA project has developed a Vimeo account (https://vimeo.com/edsa) through which todisseminatevideocontenttousersandlearners.AsofNovember,theVimeoaccounthas18videosaboutdatascience-relatedtopicsincludingAgentCoordinationandAgent-OrientatedSoftwareEngineering.SincecreationoftheVimeoaccount,thevideoshavehadatotalof271plays.
Figure15-EDSAVimeoHomepage
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3.6 Real-WorldEventsAs described in D4.3’s real-world and online community engagement plan was an emphasis onpromotingEDSAthroughacombinationofonlinecommunicationandreal-worldeventattendance.
Partners fromacross theconsortiumhavebeenattendingsucheventssince thestartof theproject,speakingaboutandpromotingtheworkthatEDSAiscarryingout.DetailsoftheseeventsareshowninTable11.Asdiscussedinthereal-worldandonlinecommunityengagementplan(D4.3),theseeventscovertwoimportantareasrelatedtotheproject:data-sciencethemedevents,ande-Learningthemedevents.Therefore,thiscategorizationiscontinuedwithinTable12todemonstratethevarietyofeventsthattheconsortiumhasbeenparticipatingin,inthe18monthssinceD.4.
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Table11–EDSAReal-WorldEventParticipation
Event Date Location EventType AttendedBy InteractionWithEvent
NumberofAttendees
Link
EDISONDataScienceChampionsConference
Jul2016
Brockenhurst,UK
Conference(datascience)
UoS Keynote 50 N/A
EssexBigDataandAnalyticsSummerSchool
Sep2016
Essex,UK SummerSchool ODI Organisedevent N/A
ODIPre-SummitTraining
Oct2016
London,UK Training ODI Ranevent N/A
ODISummit Nov2016
London,UK Summit–opendata
ODI Organisedevent N/A
NordicAI Mar2017
Copenhagen 1dayworkshop
Persontyle 50
TheOpenEducationGlobal2017conference
Mar2017
CapeTown,SouthAfrica
Conference OU Presentedpaper 60 http://edsa-project.eu/edsa-at-the-open-education-global-conference/
Datascientist:akeyqualificationintheageofdigitalization
Jun2017
Germany Workshop Fraunhofer Invitedtalk 50 http://www.fz-juelich.de/SharedDocs/Downloads/UE/DE/17-05-05_Flyer_WS.pdf;jsessionid=828503DB5F2E78A19FAF02F7C1CA0A2D?__blob=publicationFile(German)
MLBootcamp Jun2017
London 2dayworkshop
Persontyle/OpenDataInstitute
Ranworkshop 9 https://www.universe.com/events/edsa-bootcamp-london-machine-learning-for-data-scientists-tickets-M1JLZQ
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MLBootcamp Aug2017
SanktAugustin 2dayworkshop
Persontyle/Fraunhofer
Ranworkshop 11 https://www.universe.com/events/edsa-bootcamp-germany-machine-learning-for-data-scientists-tickets-M1JLZQ
OERCongress Sep2017
Ljubljana,Slovenia
Presentations JSI 30 http://www.oercongress.org/event/european-commission-open-education-projects/
The20thInternationalConferenceonInteractiveCollaborativeLearning(ICL2017)
Sep2017
Budapest,Hungary
Conference OU Presentedpaper 50 http://edsa-project.eu/icl2017-teaching-and-learning-in-a-digital-world/
SemanticsConference Sep2017
Amsterdam,Netherlands
Conference Fraunhofer Presentations 40 https://2017.semantics.cc/programme
BBCDataScienceResearchPartnershipEvent
Oct2017
London,UK Networkingevent
JSI,ODI,Persontyle
Presentation 212 http://www.bbc.co.uk/rd/projects/data-science-research-partnership
ODIPre-SummitTraining
Oct2017
London,UK Training ODI Ranevent N/A
BigDataCongress Nov2017
Halifax,Canada Conference Fraunhofer Panelmember 100 http://www.bigdatacongress.net/wp-content/uploads/2017/11/Scerri_Skills.pdf
ODISummit Nov2017
London,UK Summit–opendata
ODI Organisedevent N/A
ConférenceErasme-Descartes-BigData
Nov2017
Amsterdam,NL Conference TU/e Presentation 150 https://nl.ambafrance.org/15e-Erasmus-Descartesconferentie-Big-Data-toepassingen-en-uitdagingen-10
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EuropeanBigDataValueForum2017
Nov2017
Paris,France Conference U Panelmember 50 http://edsa-project.eu/data-and-computing-skills-for-digital-science-and-society/
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3.7 AmbassadorsSince theprevious report associatedwith thedissemination andengagementactivities in theEDSAproject, the partners within the project have recruited a set of ‘EDSA Ambassadors’ who areprofessionals,expertsandacademicswithinthefieldofdatascienceintheEU.TheyaresituatedwithinawidespectrumofEUcountriesandenablebetterpositioningandpromotionoftheEDSAprojectinthatrespectivecountry.Assuch,encouragingasetofdatascienceexpertsindifferentlocationsacrossthe EU to become ambassadors enables the EDSA project to extend its reach and target untappedmarketsofdatascienceprofessionalswithinthatparticularcountry.ThelistofcurrentambassadorscanbeseeninTable13.
TheambassadorsarepromotedonourwebsitethroughtheAmbassadorssectionwhichwilldetailtheirrespective experience and expertise in the field of data science, and other fields. Although not allambassadors are currently found on the website, the initial set of ambassadors can be found athttp://edsa-project.eu/members/ambassadors/.
Table13-Ambassadors
AmbassadorName Role/Experience ConstituentCountry
MarianaDamova CEOofMozaikaLtd(DataScienceSME)
Bulgaria
JosephDureau DataScientistsatSnipsandCo-FounderofStandardAnalytics
France
MartinLochman/MilenaDobreva Researcher/ProfessorofDataAnalysis
Malta
HugoSilveiraDaCunha FounderandCEOofBIN Portugal
RosaMariaMartin ITTechnicalDirectorofinLabFIB Spain
StefanoPagnano ITProjectManagerinBusinessIntelligenceandAnalytics
Italy
AliKhan DataAnalysistforAmericanExpress
UnitedKingdom
SteveBrewer LeadProjectPartneratEDISON UnitedKingdom
GyorgySzabo FounderOpenDataPortal,DebrecenHungary
Hungary
RodrigoSosa BeNeLuxRegionalManagerforVolt
Belgium
ChristianJunker Fanlens.io Austria
4. PlannedvsactualreachofEDSAcommunicationanddisseminationInthissection,wecomparetheplannedandactualcommunicationreachacrossdifferentareasoftheproject. Thesewill bediscussed in Section5, aspart of thebroader insightsand reflectionsof thecommunicationanddisseminationoftheproject.
4.1 ProjectWebsitePlanned(edsa-project.eu):Acentralhubforallcommunicationefforts,thewebsitewillaggregatethediverseEDSAcommunicationintoonecomprehensiveonlinepresence.100,000viewsfortheprojectwebsiteforthefulldurationoftheproject.
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Actual:AsdiscussedinD4.4,GoogleAnalyticswasnotinstalledatthestartoftheproject,butsinceitsintroductiontherewereatotalof81,765websitepageviews(toNovember2017).AccordingtotheWordPressstatistics,therewereatotalof96,971pageviews.
4.2 LinkedInPlanned:WewillsetupagroupondatasciencetrainingonLinkedIntopromotetrainingactivitiesinthisspace.Asastartingpointwewillusethenetworksofthepartners toidentify themostsuitableindividualstoinvitetothegroup.Inparticular,whowouldbeinterestedinkeepinguptodatewiththeprojectorcouldactasamultiplier.>3,000members
Actual:104followers(4thJan2018)
4.3 TwitterPlanned:Multiplyingcommunicationeffortsbyusingsocialmedia.>4,000Twitterfollowers
Actual:1,153twitterfollowers(asof24thJan2018)
4.4 Advertorials/PublicationsPlanned:Bookingadvertorialsinselectedmagazinesandonlinemediareachingthetargetgroup.10advertorialsindifferentmagazinesandonlinemedia.
Actual:Since thestartof theEDSAproject,16articleshavebeenreleased tothepressdetailing theproject’sscope,aimsandambitions.Theseinitiallybeganwithpressreleasesfrompartnersregardingthestartoftheproject,alongwithnewsarticlesexplainingwhatthefundingwasgoingtowards.Morerecently,ourleadpartnerofEDSA,theOpenUniversity,contributedtoapolicyreportontheuseofdatainhighereducation.
4.5 E-LearningchannelsPlanned:Taskandmedia-specificchannelssuchasVideolectures,SlideShare,YouTubeandiTunesU.All figures are cumulative: 10,000 downloads and 150,000 views of the video recordings/webinarsproducedbytheproject;50,000viewsonSlideShare,50,000viewsoniTunesU.
Actual:AsdetailedinreportD4.5Finalcommunityengagementandnetworkingreport,theprojecthasfocussed on identifying, rather than creating, and establishing a large number of videos on theVidelecturessite,resultingin271,333viewsofthedatasciencevideolectures(from2015-2017). AsdiscussedinSection3.5.2,aSlideshareaccountwascreated,andhadatotalof3024views.
In addition to the online courses, presentation files are placedwithin the EDSA Slideshare account(http://www.slideshare.net/edsa-project/)inorderforpresentationmaterialstobeaccessedpublicly.
4.6 CollaborationsPlanned:CollaboratewithdatascienceorganizationsandpartnerwithotherDataScienceevents,suchasBigDatahackathons.Collaboratewith20institutionsoutsidetheconsortium.Organizeatleast10jointtrainingeventsand2BigDatahackathoneventsduringtheproject.
Actual: This report has detailed the overall community building, and collaboration with otherinstitutions,whichemphasisedpromotingEDSAthroughacombinationofonlinecommunicationandeventattendance.Partnersfromacrosstheconsortiumhavebeenattendingsucheventssincethestartoftheproject,speakingaboutandpromotingtheworkthatEDSAiscarryingout.Asdiscussedinthereal-world andonline community engagementplan (D4.3), these events cover two important areasrelatedtotheproject:data-sciencethemedevents,ande-Learningthemedevents.
WorkshopsandtrainingeventshavebeendeliveredathighprofileeventssuchasESWC,inadditiontotheseriesofmachinelearningbootcampsorganisedbyPersontyle.Engagementwithmanyinstitutionshas takenplace,as indicatedbythe12EDSAambassadors,and thewidearrayofeventswithEDSAattendance(54recordedoverthedurationoftheproject).
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5. InsightsandReflectionstotheEngagementPlanThestatistics,dataandvisualisationswithinthisreportshowasummaryofthecurrentarrayoftoolsandchannelswhichwereusedinordertosupporttheengagementanddisseminationWPwithintheEDSA project, and how they have performed since the previous report in M18 of the project. Thestatisticsanddatacollectedfromeachofthechannelshavebeenreviewedsincetheinitialplanandadaptedaccordingly.Thissectionofthereportdetailsasummaryoftheinsightsobtainedfromthisdatacollection and analysis, reflections on the levels of engagement with each of the aforementionedchannels,andasummaryoftherevisionsthathavethusfarbeenconducted.Italsoreportsonhowtheengagementchannelsmaybeadaptedinordertofurtherdeveloptheengagementanddisseminationactivity.Furthermore,thissectionalsobrieflyconsiderstheoverallperformanceofthemarketinganddisseminationagainstthosewhichwereinitiallyplanned(SeeSection4).
Thehighamountofviewson thewebsite,wasveryclose to the initial targetof100,000. Since theprimaryfocusforprojectoutputshasbeenthewebsite,andhashadthegreatestamountofeffort,thisispositive.Differentpartsofthewebsite,suchasthedashboardandcoursesportalhavecontinuedtoperform well, and regularly updating the website with news has contributed to keeping viewersreturning.
ThehighrankingforcertainkeywordsdepictedinTable5andTable6,andthehighamountoftrafficfromorganicsearch(44.7%ofthetotaltraffic),depictstheeffectivenessoftheSEOcampaignthatisbeing run inparallel to theplanneddissemination activities. Although theUKhad comfortably thehighestnumberofvisitors,itwasnotexcessive,andvisitorsfromotherEUcountrieswererepresented.ItispossiblethatthehighrankingofUK,andthepresenceoftheUSA,isasaresultofthefactthatthewebsiteisintheEnglishlanguage,aswellasthechoiceofkeyphrasesfortheSEOcampaign.
Additionally,fromreviewingthekeyword/keyphrasevisibilityontheprimarysearchenginesofBingandGoogle,itisevidentthatthekeywordvisibilityissubjecttochangeveryoften.Thisislargelyduetothe competitive nature of the keywords within this particular topic. For instance, achieving highrankingsforkeyphrasessuchas“datasciencecourses”isverydifficultaslonger-establishedwebsites(e.g.universitywebsites)havetheadvantageofbeingestablishedbeforetheEDSAproject.Despitethesechallenges,thekeyphrasescontinuedtoperformwellthroughthesecondhalfoftheprojectwiththemajorityconsistentlyremaininginthetop10ofGoogleandBingsearchresults.
Thispreviousreportsawtheintroductionofthevideolecturesandnewslettertothedisseminationandengagementmarketingmix.Thesecontinuedtogrowoverthecourseoftheprojectandappearedtoprovidegoodlevelsofengagementwithusers.Otherchannelswerelesseffective,includingLinkedIn,Vimeo,andSlideshare.Thiscanbeattributedtothefactthattheoutputsfromthesecondhalfoftheprojectwerenotsuitableforthosesortsofplatform.
On theotherhand,a channel thathasbeen consistently growing throughout theproject, Twitter, isunderstoodasbeingapowerfulandengagingtoolforawidespectrumofdatascienceprofessionals,researchersandeducators.Allnewsisdistributedthroughthischanneltoencouragereadershipofthenewsstoriesandsubscriptiontothenewsletter.ThelevelofgrowthoftheTwitterchannelwassteadythroughout,growing toa totalof1,153followers.Althoughthismaybeconsideredaslowrate, it isarguedthattheEDSAprojectaccountdoesnotuse‘blackhat’techniquestoboostthefollowers;insteadfollowersareobtainedbyproducingoriginal,creativeandvaluablecontentthattheaudiencewishestokeepabreastof.Thus,itisunderstoodthatthefollowerswithinTwitterareanengagedandinterestedaudienceappropriatefortheaimsoftheengagementanddisseminationplans.
TheperformanceofTwitter,thenewsletter,andSEOisincontrasttointerestshowntothematerialsonthe website and dashboard. Although they continued to perform satisfactorily, there was a small,althoughnoticeabledecreaseinthepageviewsonthewebsite.Thiscouldbeattributedtothechangeofdirectionoftheproject,inthatfewerconsumabledeliverableswereaddedtothewebsite,andthatitfocused more on curation of content. This is supported by the fact that the Twitter posts whichgeneratedthemostengagementwerethoseadvertisingthemachinelearningbootcamps(SeeFigure11).Alternatively,apossibleexplanationisthatthemarketissaturatedwithanexcessofdatasciencematerialandserviceswithoutacorrespondingriseindemand.
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6. ConclusionThisreportprovidesanextensiveoverviewofthechannels,toolsanddatawhichwasleveragedforthedevelopment of the engagement and dissemination activities, and a comparisonwith the previousreport D4.4. In Section 3.1, summaries of the engagement and dissemination activity is provided,detailingthespecificstatisticscollectedbasedupontheEDSAprojectwebsite,itsrelatedanalyticsandSEO visibility, videolectures, news andnewsletters, and Twitter. Following this, an overview of theaudiencesfortheEDSA-brandedcourseswaspresented,accompaniedbystatisticsrelatingtotheEDSASlideshareaccount.Finally,thisreportdetailsanoverviewofthereal-worldeventsattended,organisedandrunbytheEDSAprojectpartners,thepresscoveragethathasbeenconductedbothbeforeandsincethepreviousreport,andanintroductiontothedatascienceambassadors,theirrespectiveexperiencewith data science and their constituent country. The dissemination activities continued to performsolidlyforthesecondhalfoftheproject,buttherewasareductioninengagementwiththewebsite,forwhichwedonothaveadefinitiveexplanation.