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  • Passionate about Computer Science / AI / Finance / Graphics design, with a solid background in data science and statistics, and extensive experience using data insights to drive business growth.

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What I do?

Some of my expertise

Data ETL

SQL/Apache Kafka/ArcticDB

Machine Learning

TensorFlow/Sklearn/Caret

Data Visualization

Dash/plotly/folium/ipyleaflet
ggplot2/shiny
Tableau/QlikSense

Finance

Equities/Commodities
CFA Level1

Software Development

Dash / FastAPI
Git / Docker / Kubernetes / CI/CD

Web/Graphic Design

Django/FastAPI
HTML/CSS/React
Photoshop/Premier/FinalCut

Experience

Work Experience

Louis Drefys Company, Singapore/Geneva May.2021 - Now


Data Scientist / Freight Researcher
  • Orchestrate ETL pipelines for seamless data integration of vessel positions, and commodity shipments. Impelemt feature engineering per business logic so as to empower downstream research (T-SQL, Jenkins, pandas)
  • Automate market S&D analysis and craft leading indicators & price arbs. Deploy ML models to predict commodity flows and vessel supply across diverse market (geopandas, sklearn, mlflow, ArcticDB)
  • Lead the development of in-house vessel tracking WebApp. Communicate and consolidate cross-platform requests. Design and implement backend DB and API endpoints (Scrum Master, FastAPI, Apache Kafka Docker)
  • Contribute significantly to in-house python SDK to simplify research team’s workflow. Develop tools such as SQL query builder, time series analyzer, and entities fuzzy-matching tools etc (NLP, Git, Plotly, Dash, CI/CD)

Bloomberg, Singapore Jul.2018 - May.2021


Commodity Market Data Analyst
  • Implemented in-house tech stack to host and publish 11k+ Iron Ore and Steel indicators on a daily basis
  • Automated the ETL process of monthly China Custom dataset updates, monitoring trade flow
  • Automated commodity indicators categorization and built a dashboard to monitor the client usage on different product class and data contributors, providing insights for Content Acquisition team
  • Conducted 4 Python workshops for Sales and Data Specialist team on how to use pandas and Bloomberg proprietary libraries to extract/transform/visualize market data

China Media Capital, ShanghaiJul.2016 - Jul.2017


Invenstment Analyst Intern
  • Identified TMT investment opportunities, wrote industry report for direct use by consultant, research and analysis
  • Set up target companies' operational and financial KPI dashboard for due diligence using Tableau
  • Provided moderately complex ROI financial forecasts and recommendations for Strategic Investment Department

China House, Kenya/TanzaniaJul.2014 - Jan.2015


Project Assistant
  • Conducted feasibility research on rural off-grid generation project in Dar res salaam, Tanzania, with special focus on govertment subsidy, local market landscape
  • Trained 20+ local small businesses to develop financial models and manage projects in MS Excel on a weekly basis
  • Initiated a fund raising
Education

Education

Marshall School of Business GPA: 3.67/4.0
School of Agriculture and Biology GPA: 3.43/4.0
  • Bachelor of Science in Bio-technology
  • Emphasis in Bio-statistics and Bio-informatics
  • Projects and Honors
    • Study on the Anti-aging Role of Sacha Inchi Oil, Sponsored by National Undergraduate Innocation Program, 2014
    • Academic Excellence Scholarship(First Class) of SJTU, 2014
    • Outstanding Graduate of SJTU, 2016
Hass School of Business(Summer School)
  • International Trade
  • Micro-economics
My Work

Project Gallery

Get in Touch

Contact

23 Church Street, Singapore 049481