KITAE KIM


Location

Chicago, IL
Education
    University of Chicago
    August 2023 - November 2024
    degree
    Master's
    major
    Data Science
    Incheon National University
    March 2014 - May 2019
    University Of Arkansas
    August 2015 - May 2016
Work Experience
    KPMG
    Data Scientist
    Seoul, South Korea
    January 2023 - June 2023
    company
    KPMG
    title
    Data Scientist
    overview
    • Generated accurate delivery volume forecasts for Samyang company with an error margin of less than 5% by leveraging ARIMA time series model and Random Forest algorithms (Samyang Co.) • Achieved a 37% reduction in transportation expenses through the implementation of linear and predicti ve model in an optimization framework, optimizing the logistics network (Samyang Co.) • Enhanced electric vehicle charging business plans with ensemble learning models like Random Forest, Gradient Boosting, and logistic regression, resulting in a 15% increase in accuracy (SK E-mobility) • Leveraged Geographic Information Systems and K-means clustering for North America solar module h ub placement optimization for selecting strategic location for competitiveness (Hanwha Co.)
    HYUNDAI GLOVIS
    Data Scientist
    Seoul, South Korea
    December 2018 - January 2023
    SEOUL TRADING USA
    Operation Intern USA
    January 2018 - July 2018
Skills
AlgorithmsBeverage ProductsBusiness EfficiencyBusiness PlanningCluster AnalysisConsumer ProductsCooking SkillsCost ReductionCustomer RetentionData MiningData ScienceEconomyElectric VehiclesEnterprise Resource PlanningExpeditingFeature EngineeringForecasting SkillsGenetic AlgorithmGeographic Information SystemsInformation EngineeringInsurance Claim ProcessingKnowledge of FurnishingKnowledge of Packaging and ProcessingKnowledge of StatisticsLinear ModelLinear ProgrammingLogistic RegressionLogistics OperationsMachine LearningMetricsModelling SkillsNetwork PerformanceOperating ExpensesPermutationPhotovoltaicsPredictive Data AnalysisPredictive ModellingQuantitative AnalysisRandom ForestRegression AnalysisResource AllocationRestaurant OperationRevenue ManagementSalesSchedulingSelf MotivationService QualityStandardizationStock ControlStrategies of MarketingStreamlineSupply Chain ManagementSupport Vector MachineTime SeriesTradingTransportation ManagementTrend AnalysisXgboost
Github / Code
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positivetogether(view my full github here)
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