Hsuan Heng Yao (Henry)

A business data analyst skilled in programming, currently advancing towards roles in LLM, ML, and data engineering
Skills: Data scraping / Automation / Machine learning modeling.

Email: [email protected] |LINE: heinz.yao

Work Experience

Business Analyst    KGI Bank •  December 2021–Present

  • Developed a fraud detection model "Hawk Eye", detecting 30–40% of flagged accounts daily with 50% accuracy.
  • Built 6 classification models and 2 clustering models to predict customer assets and wealth management potential, achieving a 35% VIP upgrade rate within six months.
  • Designed and deployed 2 web scraping systems using GCP and Docker, saving 8 hours per week for customer service and branding teams.
  • Processed mobile banking app log data for digital footprint analysis, capturing 25% of currency exchange demands.

Data Analysis Engineer    Taiwan E Chain Med Health  •  October 2020–July 2021

  • Integrated resources such as Docker and Git to connect partner data sources and modules, completing application POC development that contributed approximately NT$1 million in initial contract revenue.
  • Utilized SciPy and Streamlit to visualize waveform data, assisting over 5,000 clinical diagnoses and saving 2 hours daily for medical professionals.
  • Calibrated and deployed a machine learning regression model for waveform predictions, enhancing accuracy for 500+ blood pressure monitors.

Research Assistant    Department of Computer Science, NCCU   •  August 2019–July 2020

  • Conducted opinion mining on 2,500 wine reviews using Transformer-based pre-trained language models.
  • Delivered NLP coursework guidance to over 70 students as a Teaching Assistant.

Account Manager    Leo Burnett Taiwan  •  February 2017–May 2019

  • Orchestrated rebranding strategies for Chia Shin Cement Group, resulting in the only successful brand declaration campaign in five years.
  • Localized branding materials and executed competitive analysis for multinational clients such as Nestcafé and Heineken Taiwan.

Project Manager    TAITRA (Taiwan External Trade Development Council  •  November 2015–January 2017

  • Identified key attrition metrics through data analysis, reducing venue cancellation losses by 10% at Taipei International Conference Center.
  • Increased Facebook followers tenfold with a minimal USD 1,000 budget within one year.

Associate Project Manager    Minimax Design  •  November 2013–October 2015

Education

National Chengchi University   M.S. in Digital Content and Technology  •  2018–2020

  • Industry Collaboration: Coordinated a project with KKBOX's Data Science team.

National Taiwan University   B.A. in Political Science•  2007–2010

  • Leadership Role: Chair of the NTU Political Science Transfer Student Association (2008–2009).