1. Solid knowledge of mathematical optimization, machine learning and credit risk modeling2. CFA level II candidate and Deep Learning AI Certificate from Coursera (CV, NLP, Speech Recognition)
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Senior Data Scientist麦肯锡Shanghai, China -
Data Scientist麦肯锡 Feb 2022 - Present中国 上海市 -
Data ScientistCraditx Mar 2021 - Feb 2022中国 上海市
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Data Consultant仲量联行 May 2020 - May 2021中国 上海市•Crawled data from websites under Scrapy framework and maintained data integrity across multiple databases.•Designed research plans for data gathering and analysis to solve customer(Cainiao,Blackstones,etc) demands such as investment advice in Logistics Market.•Applied ML algorithms such as Lasso and Xgboost to predict the rent and Cap rate of different Logistic Parks (MAE less than 0.15) in order to provide decision reference for valuers, fund managers and developers.•Leaded VAS… Show more •Crawled data from websites under Scrapy framework and maintained data integrity across multiple databases.•Designed research plans for data gathering and analysis to solve customer(Cainiao,Blackstones,etc) demands such as investment advice in Logistics Market.•Applied ML algorithms such as Lasso and Xgboost to predict the rent and Cap rate of different Logistic Parks (MAE less than 0.15) in order to provide decision reference for valuers, fund managers and developers.•Leaded VAS Academy members to find talented speakers among colleagues to share business and technology related topics in order to build an effective learning and development culture. Show less -
Data Mining EngineerZhongan Online Property And Casualty Insurance Co Ltd Jun 2018 - Apr 2020Shanghai City, China•Designed and analyzed daily monitoring reports for internet finance products to look for business improvements. •Evaluated various credit reference data sources (PBOC, Tongdun, etc.) in order to make business decisions.•Applied ML algorithms such as Logistic Regression, XgBoost, K-means to establish prediction models in order to help marketing and risk management teams optimize core KPIs of internet finance products (Improving conversion rate, saving credit reference cost… Show more •Designed and analyzed daily monitoring reports for internet finance products to look for business improvements. •Evaluated various credit reference data sources (PBOC, Tongdun, etc.) in order to make business decisions.•Applied ML algorithms such as Logistic Regression, XgBoost, K-means to establish prediction models in order to help marketing and risk management teams optimize core KPIs of internet finance products (Improving conversion rate, saving credit reference cost, etc.)•Formulated and implemented Joint Modeling Projects between Zhongan and other companies (Byte Dance, Tencent and China Telecom) to build their customer portraits and to make business decisions. Show less -
Data AnalystGausscode Technology Inc. May 2017 - Mar 2018San Francisco Bay Area•Created automatically updated visualization dashboards using Tableau and MySQL to facilitate marketing team on making business decisions such as choosing warehouse locations.•Collaborated with web design team on improving user interface utilizing A/B testing and Google Analytics.•Conducted data wrangling and built up automobile consumer portraits based on character features. •Applied K-means model to cluster similar-portrait consumers into same group and made event suggestions to… Show more •Created automatically updated visualization dashboards using Tableau and MySQL to facilitate marketing team on making business decisions such as choosing warehouse locations.•Collaborated with web design team on improving user interface utilizing A/B testing and Google Analytics.•Conducted data wrangling and built up automobile consumer portraits based on character features. •Applied K-means model to cluster similar-portrait consumers into same group and made event suggestions to each group. Finally, the degree of satisfaction was increased by 23%. Show less -
Project ConsultantCardinal Health China Apr 2016 - Aug 2016Shang Hai China- Compiled an Instruction Manual of the developed E-commerce platform for the employees from Business Process Outsourcing department.- Led weekly status meetings with external consultants to update progress and determine timelines of the E-commerce platform-upgrading project for SC Johnson Company.- Conducted Quality Assurance on the upgraded platform by inspecting all functions and system logic to ensure a successful go-live with no P1 critical issue.
Hao Sun Skills
Hao Sun Education Details
Frequently Asked Questions about Hao Sun
What company does Hao Sun work for?
Hao Sun works for 麦肯锡
What is Hao Sun's role at the current company?
Hao Sun's current role is Senior Data Scientist.
What schools did Hao Sun attend?
Hao Sun attended University Of Michigan, Penn State University.
What skills is Hao Sun known for?
Hao Sun has skills like Linear Programming, Matlab, Python, Stochastic Processes, Promodel, Time Series Analysis, Financial Engineering, Linear Regression, Sql, Simulation, Solidworks, Tableau.
Who are Hao Sun's colleagues?
Hao Sun's colleagues are Belisa Buonafina, Lauro Santiago, Carlo Bagarolo, Oliver Chen, Tanvi Sinha, Nishant Wasad, Robin Idland Krüger.
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