- Providing Machine Learning services for faculty/staff/student - Serving in AI product pilot committee- Managing campus-wide ESRI Geographic Information System (GIS)

- Prototyped a IT helpdesk chat bot via OpenAI embedding and LangChain- Fine-tuned 2 GPT models based on tax code and regulation published by IRS (Internal Revenue Service)- Led overall technology approach, supported the company growth from 20+ employees to 110+, revenue increased by 164%- Streamlined daily operation by creating company’s first workflow diagram, system integrations, Robotic Process Automation, etc.

- Provided expertise in both data science and data engineering - Applied Machine Learning algorithms and Statistics models to support city departments- Prepared several data pipelines/warehouses for different departments’ varying needs- Implemented and managed a city-wide data analytics platform- Maintained a city-wide data integration platform- Supported City’s Open Data Portal

- Management trainee in Administrative, R&D, HR, Accounting and Finance departments- Acquired knowledge of daily operations of the cooperation under the direction of VP - Analyzed e-commerce data, conducted market segmentation analysis, analyzed profitability by identifying products with high demand- Led a parking master plan for 70+ parking garages, increased 20% parking capacity, improved 20-30% traffic circulation, and increased 27% parking toll revenue

Investigating the Potential of Employer-based “Real-Time” Ridesharing- Prepared spatial location diagram by Geocoding the residential locations of approximately 40,000 OSU employees- Applied road network distance-based classification for the dataset- Programmed in Python/Matlab to calculate “a neighbor index” and represent it based on Census Tracts

- Transportation Improvement Program for Downtown, Jining- Aerotroplis Master Plan, Xiamen- Traffic Engineering Design, Haikou- Waterfront Master Plan, Dezhou- Transportation System Improving for Amusement Park and Exhibition District, Sanya- Parking Planning and Design, Sanya

- Regional Master Plan / Transportation Master Plan- Parking Plan / Public Transit Plan- Transportation Improvement Program- Traffic Impact Analysis

Remote Sensing of Freight Flows in Congested Border Crossings and Work Zones- Performed data management and manipulation for North America’s # 1 international border crossing- Identified travel patterns associated with border crossing activities- Improved congestion evaluation by changing data collection approaches and introducing excess time- Built mathematical models to facilitate traffic management