Overview
AssociateDirector/Director-Analytics
Location:Bengaluru/Gurgaon
Experience:6-10+years
Function:Analytics/MarketingScience/Measurement
AbouttheRole
WearelookingforanexperiencedAnalyticsleadertoleadhigh-impactMarketingMixModelling(MMM),MarketingEffectiveness,EconometricsandAdvancedAnalyticsengagementsforleadingbrands.
Therolerequiresastrongcombinationofhands-onmodellingexpertise,causalreasoning,modelgovernance,clientleadershipandteammanagement.Theidealcandidateshouldbecomfortablechallenginganalyticalassumptions,reviewingmodelsbuiltbyteamsanddeterminingwhetherinsightsarerobustenoughtosupportbusinessandmarketinginvestmentdecisions.
KeyResponsibilities
- Leadend-to-endMarketingMixModelling(MMM)andMarketingEffectivenessengagementsacrossbrands,marketsandcategories.
- Providetechnicalleadershiponmodelarchitecture,includingdecisionsaroundseparate,pooled,hierarchicalandpartial-poolingapproaches.
- Reviewandchallengemodelspecifications,transformations,priors,diagnostics,contributionestimatesandROIoutputs.
- Ensureanalyticaloutputsaresupportedbysoundcausalreasoningandstatisticalevidence.
- Identifyandaddressissuesrelatedtoendogeneity,reversecausality,confounding,multicollinearityandidentifiability.
- LeadBayesianandfrequentist/econometricmodellingapproachesandensureappropriateuseofuncertaintyanddiagnostics.
- Evaluatemodelstabilitythroughsensitivityanalysis,holdouts,alternativespecifications,transformations,priorsandtimewindows.
- ReconcileMMMfindingswithgeoexperiments,incrementalitystudiesandothermeasurementapproaches.
- Governmarketingbudgetoptimizersandensurerecommendationsaresupportedbyrobustevidenceandappropriateconstraints.
- Distinguishbetweenpredictionqualityandattributionqualitywhenevaluatingmodels.
- Reviewandapprovemodelsdevelopedbyanalystsanddatascientistsbeforeclientdelivery.
- Leadandmentoranalytics/datascienceteamsworkingacrossmultipleprojectsandmarkets.
- Partnerwithseniorclientstakeholderstotranslatecomplexanalyticalfindingsintoclearbusinessandinvestmentrecommendations.
- Challengeunreasonableclientexpectationsandcommunicatelimitationsofthedataandmethodologyeffectively.
- Contributetonewbusiness,pitchesanddevelopmentofanalyticssolutionsandmethodologies.
WhatWe’reLookingFor
- 8-12+yearsofexperienceinAnalytics,MarketingScience,Econometrics,DataScienceorMarketingEffectiveness.
- Stronghands-onexperienceinMarketingMixModelling(MMM).
- Provenexperienceowninglargemulti-brand/multi-marketMMMprogrammes.
- StrongunderstandingofbothOLS/econometricandBayesianMMMapproaches.
- Deepunderstandingofmodelarchitecture,causalinference,identifiabilityandmulticollinearity.
- Stronghands-onunderstandingofBayesianconceptsincludingpriors,posteriordiagnostics,R-hat,ESS,divergencesandposteriorpredictivechecks.
- Experiencewithadstock,saturation,responsecurvesandcontributionmodelling.
- Strongunderstandingofendogeneity,reversecausality,confoundersandmediators.
- ExperiencereconcilingMMMresultswithexperimentation/geotesting/incrementalitystudies.
- Experiencewithmodelstability,sensitivitytestingandmodelgovernance.
- Experiencereviewingandapprovingmodelsdevelopedbyotheranalysts/datascientists.
- Strongclient-facingandstakeholdermanagementexperience.
- Provenexperienceleadingandmentoringanalyticsteams.