Data Science Services From GE Digital

Data Science Services from GE DigitalUnlock new business value from your industrial enterprise data

How can you leverage your industrial datato drive powerful business outcomes?The Industrial Internet of Things (IIoT) is bringing to light a vast amount of unprecedented datawithin industrial organizations. This data is allowing companies to optimize production, predictand minimize downtime, improve quality, and reduce costs—making operations more efficientthan ever before. However, the amount of data that IIoT delivers can be overwhelming. And,knowing how to make the best use of your “dark” data can be challenging.That’s where data science comes in. Data science is the art of looking at data and applyingmathematical tools to uncover key patterns within the data that will drive significant businessvalue. Data science alone, however, may not be enough to solve your toughest issues. GEDigital’s Data Science Services team uses a combination of physical principles, empiricalknowledge, and data science to build you a solution.So, are you ready to get started with data science?Data Science Services from GE DigitalGE Digital’s Data Science Services team can help you build custom analytics that addresses aspecific problem—or set of problems—within your company. Our team of experts work at theintersect of physical modeling, digitization of empirical knowledge, and traditional data sciencetechniques.By partnering with our Data Science Services team, you can achieve your business outcomes byuncovering relationships between your data and key business drivers.Reach out to GE Digital Data Science Services to learn more: DSS Engagements@ge.comData EngineeringTools and techniques to besthandle the data for yourarchitectureAgile DeliveryDeliver businessvalue early andoften. Build yourplatform overtime, not all upfront.ActionableKnowledgeand InsightData ScienceAdvanced analyticaltechniques to solvecomplex problems.Lean LearningMeasure thevalue and usethe results toimprove theprocess orchange course toa more fruitfuldirection

Benefits of data science Turn data into insights, and insights into actionable and tangible business outcomesRe Paco ttegn rnitioneDat Improve field service operations through scheduling optimization Predict failures before they happen by understanding data patternsginMin Identify corrective measures with prescriptive modelsBusiness AnalysisDataScienceMachineLearning Transform empirical knowledge into mathematical algorithms that can beoperationalized through IIoT, Predix-based solutionsWhether you need assistance with getting outcomes from your data, building apredictive analytic solution for data-driven management, undertaking root-causeanalysis, or transforming your business model, GE Digital’s Data Science Services teamcan help.We will get you started on a step-by-step plan to achieve your business goals andhelp you maximize the value of your industrial big data. Together, we’ll help you build adigital transformation strategy across your enterprise—using data as the guide.nSttioakicaehunmolderMmCoanagementlura sNe worktNesesinsBuHypTesothetin sisg Build solutions for predictive analytics and data-driven aVisualizationta ingaD eldMoicsSolutionataDgiBingEngineerstStatig&in veel ptiod ri icsM esc lytPr AnaExplorAnaation Dlyti atacsConsulting Increase throughput, improve quality, or solve other common problems withinmanufacturing sites with data-driven root-cause analysisDogTopical Analytics TechniquesStorytelling AbilityReach out to GE Digital Data Science Services to learn more: DSS Engagements@ge.comGE Transportation significantly reduced maintenancetime and material cost with data science, resulting insavings of 8MM – 10MM annually.

Data science services offeringsData science outcome exploration workoutData science solutionOur outcome exploration workout enables you to betterunderstand how to start building an analytics roadmap to reachyour goals and improve business. By analyzing your availabledata sources, we can determine how to best solve for challengesyou may be facing across your organization.Our data science accelerator allows you to solve businessproblems Our Data Science Accelerator allows you to solvebusiness problems and see the solution prototype beforeinvesting in the development of a production-ready application.Our experts will develop a holistic data-driven approach foryour digital journey, and will identify new opportunities to drivepowerful business outcomes through data science.Data science explorationIf you’re looking to address a specific need and would like to testyour data for causality or predictive power prior to investingin developing a data science solution, then data scienceexploration is right for you. This is where we will evaluate dataalready available to better understand its value in optimizing theKPI you’ve identified or find a root-cause for the incident.Outcomes ExplorationWorkoutData science training for executivesChange starts with you. Through a brief course, we will introducedata science capabilities to your executive team and showcasehow data science analytics can drive business outcomes.Data ScienceExplorationData ScienceSolutionData ScienceTrainingSTARTER2 days5 days12 weeks2 daysSTANDARD2 days29 days12 weeks7 daysPREMIER7 days31 dayscustomcustomENTERPRISE7 days31 dayscustomcustomReach out to GE Digital Data Science Services to learn more: DSS Engagements@ge.com

Data science outcome exploration workout2 DAYS - 1 WEEKFocus on specific business areas with a two-day workout to help prioritizeKPIs that can be optimized by leveraging insights from available data anddevelop a data science based solution approach.Starter level of the outcome exploration workout includesIn addition to the activities mentioned, we offer more comprehensiveplans that may include the ideation a Predix-based architecture for afuture application, preliminary data evaluation, and UI/UX sketches ofthe solution to address your specific needs Introduction Icebreaker session: understanding the design thinking process Outcome map with a list of prioritized-specific client problems that datascience can solve, along with the appropriate KPIs to monitor Explanation of GE Digital’s industrial data science capabilities anddiscussion on relevant use cases Data sources identification, assessment of data availability, anddevelopment of a data dictionary, which will be utilized for solving theidentified problem or set of problems Creation of an analytics roadmap with a clear scope of the problem andnext steps for possible solutionSTARTER2 days workoutReach out to GE Digital Data Science Services to learn more: DSS Engagements@ge.comSTANDARD2 days workout Solution architectPREMIER2 days workout Solution architect 1 week data exploration Report outENTERPRISE2 days workout Solution architect 1 week data exploration Report out User stories

Data science exploration1 WEEK - 1 MONTHGot a problem? We’ve got your answer. Our data science team will review selecteddata sources related to the issue, assess the quality of the data available, and performpreliminary tests for causality and interactions among the variables. This preliminaryassessment will help you understand if there are “quick wins” within your data and theprobability of success in solving the problem with the data you have.For more complex use cases, we offer additional plans where we willhelp you develop and prioritize KPIs, work with data system owners toextract data for quality assessment and exploration, and identify potentialrelationships between data and the KPIs. Our objective is to test forpredictivity, causality, and other relationships in the data that validate ourinitial assumptions around business impact.This offering can also be used to perform a preliminary root cause analysis. If you’relooking to investigate the reasons for specific incidents, this is the right offering foryou. Instead of developing the list of KPIs your company would like to optimize, wewill co-develop a list of hypotheses to test and perform data exploration to validate orinvalidate them with the goal of root-cause analysis.The basic version of data science exploration includes Data profiling through data dictionary development and data quality assessment Preliminary understanding of interactions among variables and predictive power ofyour data that can help develop a predictive model or identify a root causeSTARTER1 week data exploration(max 10 data sources)Reach out to GE Digital Data Science Services to learn more: DSS Engagements@ge.comSTANDARD4 weeks data exploration(max 5 data sources)PREMIER4 weeks data exploration Workout(max 5 data sources)ENTERPRISE4 weeks data exploration Workout(max 10 data sources)

Data science solutionsMINIMUM 12 WEEKSWork with GE Digital’s Data Science Experts to develop a holistic approach toyour IIoT journey. Our starter level of the data science solution offering, knownas Data Science Accelerator, is intended to clarify opportunities to createmeaningful business outcomes by leveraging data from your industrial orenterprise assets and operations. We’ll collaborate with your team to identifybusiness outcomes that can be effectively addressed using agile data sciencemethodologies. We then analyze your data to construct models that addressyour desired outcomes and work with your team to implement those models.Includes a data science exploration workout, data scienceexploration, analytic model, and prototype applicationdevelopment with bi-weekly customer touchpoints Explanation of GE Digital’s industrial data science capabilities Outcome map with a list of specific use cases you can solve with datascience and the associated KPIs Creation of analytics roadmap with outlined next steps Data exploration (includes data quality assessment, understandinginteractions among variables, and data analysis in relation to KPIs) Development of a preliminary analytic model Report identifying potential value within data in relation to KPIs, andsuggestions on next steps Analytic model built and verified UI wireframes/clickable prototype developed to showcase a solutionOnce we’ve proven value from your data with the data scienceapplication prototype we’ve developed, we can partner with you todeliver a Predix-based production-ready application that your companycan use to operationalize a data-driven solution and add business value. Data availability assessment and development of a data dictionary fromthe data sources availableSTARTER12 weeks accelerator withMVP on Predix andpre-populated dataReach out to GE Digital Data Science Services to learn more: DSS Engagements@ge.comSTANDARD12 weeks acceleratorwith MVP on Predix (morethan five data sources)PREMIER12 weeks end-to-endsolution development(Predix app)ENTERPRISETotally custom enterprisewide solution development(Opt : in collaborationwith PS or EV)