2025–2027 · Expected
Duke University
M.S., Interdisciplinary Data Science
A little about me
Hi, I'm Ammy Lin, a data enthusiast, musician, and reader, among other things. I'm currently a master's student in Interdisciplinary Data Science at Duke University. Before that, I graduated from Carleton College with majors in mathematics and Chinese and a minor in music performance.
I'm passionate about learning and spend a lot of time thinking about the relationships and role of the individual within society, as well as ways to live life more purposefully.
I love many things, including, but not limited to, jogging, journaling, sunrises, thinking of the perfect present for someone, books, playing musical instruments, the sound of rain, volunteering, real numbers, watching funny YouTube videos, interesting words, listening to podcasts, slow bike rides, playing the piano, dim sum, traveling, nature walks, listing hobbies, blue skies, and learning about different cultures.

My Five Core Values: Authenticity, Growth, Compassion, Courage, Inner harmony
Education
2025–2027 · Expected
M.S., Interdisciplinary Data Science
Class of 2024
B.A., Mathematics & Chinese
Minor in Music Performance
Summer 2023
Chinese studies
Research, practice & teaching
August 2026–present
TRUST LabAt TRUST Lab, I study how language-model agents’ statements compare with their actions while negotiating in the game environment Catanist. I’m developing ways to measure those differences and running experiments to see how they change with instructions, competition, and the mix of agents.
August 2026–present
Duke University · IDS 706I’m a TA for IDS 706: Data Engineering Systems. I hold weekly office hours, help with grading, and lead demonstrations on Python project setup, GitHub Actions, Docker, and database design. The course also covers SQL, cloud ETL, Airflow, PySpark, and Kafka.
June–August 2026
Liberty Mutual Insurance · BostonI spent the summer of 2026 at Liberty Mutual in Boston. My project combined features from claim photos with a structured-data score in a LightGBM model to improve early total-loss detection. I used Optuna to tune the model and worked on validation that avoided data leakage. Ablation studies and SHAP analyses helped me check where the photo features added useful information and understand the model’s limits.
2024–2025
Manager & Instructor
I taught piano and violin, tutored students in composition and geometry, and helped manage the center. That included scheduling and staying in touch with students and their families.
2022–2024 · roles held across this period
Writing Consultant, Speech Coach & Math Tutor
At Carleton, I worked one-on-one with students on writing, public speaking, calculus, and linear algebra. As a lead writing consultant, I also helped train and mentor other consultants.
2022–2023
Engagement & Data Analyst Intern
I researched education policy and used quantitative and qualitative data to update lessons on Ed100.org. I also created data visualizations for the site and helped facilitate a student discussion group.
2023–2024
Archival Research & Fundraising Intern
This internship involved archival research at Rice University and donor-data analysis. I also put together a spreadsheet of more than 12,000 prospective donors to help organize fundraising research.
A few other things
In 2015 and 2016, I qualified for the National Spelling Bee, and those two experiences in Washington, D.C. have changed me forever. It opened my eyes to a wider world filled with all types of curiosity, where people were not afraid to pursue their dreams.
The story behind my love of words ↗I started learning the flute and viola when I was a sixth grader at Forestview Middle School. Before that, I played the piano and wanted to try something new. At Carleton, I joined the Chinese Music Ensemble and picked up the dizi (Chinese bamboo flute).
Follow my musical journey ↗In 2024, I made five-nut mooncakes for the Mid-Autumn Festival, and they turned out deliciously (like, seriously, the best mooncakes I’ve ever had…but maybe I’m biased)!
A few thoughts, and mooncakes ↗I started recording one second of my day in 2018. As I wrote in 2021: “The small things become more significant, and each day feels as special as the last since they all get the same time value of one second.”
One second at a time ↗