Analytics VP shares best practices for hiring data scientists – Business Intelligence Info

Itsnosecrethiringdatascientistscanbedifficult,butresourcesareoutthereforthosewhoknowwheretolook。

HueyAntleyjoinedKARAuctionServicesasvicepresidentofdatasciencesolutionsaboutayearago。

Duringhistimewiththebusiness-to-businesswholesalevehicleauctioncompany,hehasbeenbusybuildingateamofdatascientists。

HehashiredeightpeopleforhisteamwithamixofPhDsandmastersdegrees。

Somecamestraightoutofacademicprograms,whileothershavebeenworkingindatascienceforawhile。

ButbuildingoutKARsdatasciencecapabilitieshasntjustbeenabouthiringdatascientists。

Antleyhasalsoleveragedavailableservicestoextendhisteamscapabilities。

Theseincludeoutsourcedserviceproviders,consultantsandautomatedtoolsthatperformsomeofthedatasciencetasks。

Itschallengingtofindpeople,butmystrategyistohaveacoreinternalteam,buthaveexternalresources,aswell,Antleysaid。

Inadditiontooccasionallyworkingwithconsultantsonspecificprojects,AntleyworkswithanoffshoredatasciencecontractorinIndia。

Hesaidtheseresourcesallowtheteamtoscaleupquicklybasedonprojectdemand,withoutcommittingtolargeongoinginvestments。

HisteamalsousesamachinelearningplatformcalledDataRobotthatautomatestheselectionofmodelingtechniquesbasedonspecificfeaturesindatasets。

Antleysaidthisallowshisin-housedatascientiststoskipsomeofthemoremundanetasksofmachinelearning。

Hesalsofocusedonhiringdatascientistswithamixofskills。

Asmallteammeansthateveryonehastodoalittlebitofeverything。

Forexample,KARhasnoformaldatamanagementteam。

Datascientistsmustbeabletogetthedatatheyneedthemselves。

MostofthedatatheteamusesisinSQLdatabases,soqueryingthedatadoesntdemandauniqueskill。

ButSQLqueryskillshavetobepairedwithmorecomplexdataanalysisskills,includingtheuseofRprogrammingandPython,thetwoprimaryanalyticstoolsusedbytheteam。

Todate,theteamhasbuilttwooperationalpredictivemodels:achanneloptimizationtoolthathelpsvehiclesellersdeterminethebesttimesandlocationstolisttheirvehicles,andapriceoptimizationtoolthatanalyzeshistoricalandreal-timesalesdata,aswellaseconomicandmarkettrendstodeterminetheoptimalpriceforvehicles。

Antleysaiditsbecomingmoreandmoreimportantforenterprises,regardlessoftheindustry,tohavepeopleonstaffwhocanbuildpredictivemodelsandperformothertypesofadvancedanalytics。

EventhoughKARisntatraditionaltechnologycompany,investinginthiskindofpredictiveanalyticshasgiventhecompanyaleguponthecompetitionandmadetheorganizationmoreproductive。

Almosteverycompanyisbeginningtorealizethattheyarecollectingdatathatgivesthemauniqueviewoftheirmarket,hesaid。

Leveragingsomethingthathasbeenthoughtofasexhaustinthepast,but[that]canbeturnedintointelligencenow,isimportant?

Letsblockads!

(Why?

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