从洞察到影响：利用数据可视化实现更明智的公用事业决策.pdf

1、From Insight to Impact:Leveraging Data Visualization for Smarter Utility DecisionsShawn Mankad,Ph.D.Andrew MitchellShawn MankadFebruary 12,2026“In God we trust;all others must bring data.”W.Edwards DemingAnalytics TypeMethods&SoftwareData RequirementsDescriptiveBusiness Intelligence&DashboardsData R

2、eadiness:Organized historical records and reliable reporting systems.PredictiveRegression,Forecasting&Machine LearningTraining Data:High-quality labeled examples of past events to teach the system.PrescriptiveOptimization&Digital TwinsReal-Time Connectivity:Continuous data streams and automated feed

3、back loops.DATA REQUIREMENTSDATA REQUIREMENTSANALYTICS USE CASESANALYTICS USE CASESFinanceAccurate Budget ForecastingRevenue RecoveryCapital Planning InsightsCustomer ServiceProactive Customer AlertsReduced Call VolumePersonalized DashboardsLogistics/OperationsPredictive MaintenanceOptimized Crew De

4、ploymentFaster Outage ResponseANALYTICS ROIANALYTICS ROIFinance60%CAPEX savings when prioritizing investments based on risk versus age1 Customer Service22%decrease in bill related calls after implementing proactive alerts2Logistics/Operations40%reduced downtime and 30%lower maintenance costs with pr

5、edictive maintenance31 Oxand case study;2 Oracle Eversource case study;3 U.S.Department of EnergyKEY TAKEAWAYSKEY TAKEAWAYSData is InfrastructureOur digital backbone is as critical as our physical one.Climb the LadderWe must move from Descriptive(Hindsight)to Prescriptive(Foresight)The ROI is Proven

6、Real value:CAPEX Savings,Better Customer Service and Operational EfficiencyTANTALUS.COMFrom Insight to Impact:Using Analytics to Power Smarter UtilitiesElectriCities Presentation2/12/2026Confidential and Proprietary NERC Long-Term Reliability Assessment(2024-2028)10See for latest reliability assessm