1、Orlando,FLOctober 69IBM TechXchange 2025Explore.Build.Launch.Session#1326Ann-Grete Tan(“A.G.”)PrincipalTensor ResearchIntegrate Financial,Sustainability and Climate Risk Models using IBM Planning Analytics with EnviziGood morning!Good morning!Welcome!Welcome!https:/ 20 YearsLast 20 YearsHighlights:H
2、ighlights:Freezes 1990 1990 1990 Hurricanes Canker spread Hurricanes reduced acreageWeather vs ClimateNow vs FutureIts“only weather”or is it?What if the number of costlycostly extreme weather events is increasing?6This is about Money and Lives2024:2727$1B disasters568568 deaths$1$1 Billion Billion D
3、isastersDisastersSource:NOAA.gov7This is about Money and LivesSource:NOAA.gov$1$1 Billion Billion DisastersDisastersMacro-economic or Main Street concern?Who cares?JuicesDrinksBaked goodsCandiesSaucesDressingsSausage casingsCleanersSoapsDeodorizersSkincareFragrances.Cost of Goods forecastRising pric
4、e of orangesFinancial ImpactTransition Risk Impact on operations Impact on business models Impact of policies*aimed at transitioning to a low-carbon economyPhysical Risk Damage to physical assets Lost productivity Acute or chronic*Carbon taxes,GHG Emission regulations&compliance etc.*e.g.Gradual cha
5、nges in weather patterns,water availability,consumer behavior etc.How Scenario Analysis can helpBestBumper cropEconomy is greatTaylor Swift declares that Orange Juice keeps her healthyAverageNo major hurricanesEconomy is OKDemand stays steadyWorstMajor hurricane wipes out 20%of acreageOrange prices
6、skyrocketTariffs affect importsUse IBM Planning Analytics IBM Planning Analytics to build a model!Drivers:Demand,Selling Price,Cost of Goods,etcTodays Demo Case Study:AG trucking company JTrucksService/logistics CentersMaintenance CentersEmployeesSome Climate&Sustainability Risks*TrucksEmployeesServ