Data Scientist

• May 2023 - Present

Biologics Process Research & Development Co-op

• Jun 2022 - Dec 2022

- Identified different protein species and concentration levels from 50K+ Raman spectra with over 3,000 features in each using clustering algorithms - Developed Python scripts with a PLS-DA and SVM combined machine learning pipeline for predicting protein aggregation in real-time during downstream purification; saved $20K annually in outsourcing analytical software fees - Identified different protein species and concentration levels from 50K+ Raman spectra with over 3,000 features in each using clustering algorithms - Developed Python scripts with a PLS-DA and SVM combined machine learning pipeline for predicting protein aggregation in real-time during downstream purification; saved $20K annually in outsourcing analytical software fees

Graduate Researcher

• Aug 2021 - May 2022

Built a wrapper around the Alpha Vantage API capable of accessing the real-time market data from all US stock exchanges without directly making the web-based API calls; reduced the time cost in data preprocessing by 60% Built a wrapper around the Alpha Vantage API capable of accessing the real-time market data from all US stock exchanges without directly making the web-based API calls; reduced the time cost in data preprocessing by 60%

Medical Affairs Intern

• Jun 2020 - Jun 2021

- Evaluated disease burden from HPV-related cancers in Taiwan from a real-world perspective of 50+ years worth of census data using Python, facilitating negotiations with the government sector for vaccine reimbursements - Publication: Wu, Ying-Hui, Chyong-Huey Lai, Ling Chien, Yun-Chung Pan, Yu-Jr Lin, Casey Feng, and Chee-Jen Chang. 2023. "Economic Burden of Cervical and Head and Neck Cancer in Taiwan from a Societal Perspective" International Journal of Environmental Research and Public Health 20, no. 4: 3717. https://doi.org/10.3390/ijerph20043717 Show less

Data Research Analyst @ MT Lab

• Jul 2018 - Jul 2019

- Developed simulation package for creating a simpler but more efficient electrostatic model by modeling self-assembly and morphology of ionic surfactants with a relative error lower than 5%- Publication: Zong-Yuan Cai, Yun-Chung Pan and Ming-Tsung Lee. “Modeling Micellization of Rhamnolipid Biosurfactant By Mesoscale Simulation.” AIChE Annual Meeting, Florida, Nov. 2019

Research Analyst @MT3 Lab

• Jan 2018 - Jun 2018

Evaluated lubrication performance of commercial contact lens materials and preservative-free lens solutions by analyzing coefficient of friction in different lysozyme concentrations using a modified tribometer

Summer Intern

• Jul 2017 - Aug 2017

- Investigated molecules and polarity properties from leaf extract of Chinese Wedelia herba; studied cell metabolism of prostate cancer from subculturing cells by identifying fatty acids generated in citric acid cycle - Conducted gene cloning, including recombinant DNA synthesis, bacterial transformation, and PCR to better understand transcriptional regulation of proto-oncogenes c-Myc - Investigated molecules and polarity properties from leaf extract of Chinese Wedelia herba; studied cell metabolism of prostate cancer from subculturing cells by identifying fatty acids generated in citric acid cycle - Conducted gene cloning, including recombinant DNA synthesis, bacterial transformation, and PCR to better understand transcriptional regulation of proto-oncogenes c-Myc