🛠️ Skills
Broadly, my skills are in data science, Linux server architecture for secure data pipelines, and management.
📊 Data tools/platforms
R Python SQL Stata AWS/Azure cloud Git API Jenkins/Airflow Docker Dask pyspark🖧 Server architecture/administration
Tailscale CrowdSec Portainer/Docker SQL Nextcloud Cal.com RustDesk Ollama Open WebUI HPC/VPS Linux/Windows MS Office🤖 Machine learning or statistical modelling
Metalearner Ensembles/model stacking Surrogate modelling Discrete choice Resampling and tuning Time series forecasting KPI formulation Class imbalance A/B testing🤝 Leadership
Cross functional leadership Mentorship and coaching Data product strategy Enterprise roadmapping Agenda leadership Task scoping Task prioritization👨🏻🏫 Presentation and multimedia
MS PowerPoint Quarto/Bookdown Sony Vegas Kdenlive Audacity GIMP/Photoshop📃 Certifications
ML in Python AWS S3 Clustering/classification in R Influencing people Business Japanese Test J3 Dutch basics Quantum computing basics Shiny dashboard SQL📆 Timeline
Born in Seoul, I grew up speaking Korean, Japanese, and English in a Canadian family. Half of my career has been in the research world since college. Now with more than 10 years of experience, I have been providing research-grade tech pipeline solutions in the private sector.
🎓 Education
University of Chicago, US
Master, Public Policy
2017 Oct - 2018 Dec (early graduation)
∙ Lecturer on statistical modelling at the Institute of Politics∙ Data analytics certificate
∙ Management electives
∙ Esports club (Founder)
∙ GRAD consulting
∙ Gargoyle consulting
Barcelona Graduate School of Economics, ES
Master, Specialized Economic Analysis
2015 Sep - 2016 Jul
Master thesis: Effects of Hosting the Olympics on GDP Using the Synthetic Control Method
University of Illinois at Chicago, US
Bachelor, Economics
2009 Sep - 2014 May
💼 Experience
Exsell, Den Bosch, NL
2021 Nov - 2024 Mar
Exsell is a Dutch marketing/sales data-tech consulting scale-up that streamlines and consolidates clients' data platforms + analysis and predictive systems. Website
BrandLoyalty, Den Bosch NL
2019 Nov - 2021 Nov
BrandLoyalty is a Dutch, multi-billion euro commerce strategy implementation company. BL engages in more than 60 countries on brand loyalty campaigns Website
NORC, Chicago IL US
2018 Jun - 2019 Jul
The NORC is a US-based, private, non-profit, research organisation, ranked top 3 among survey research think tanks or institutions every year. It is one of the biggest independent social academic organisations that has/had clients including the World Bank, Bill and Melinda Gates Foundation, US Census Bureau, NASA, etc. Wiki Website
Becker Friedman Institute, Chicago IL US
2016 Aug - 2017 Sept
The Gary Becker Milton Friedman Institute for Research in Economics is a collaborative, cross-disciplinary center for research in economics. Wiki
Becker Friedman Institute, Chicago IL US
2012 July - 2015 June
Projects
These are some of the projects I can show publicly that I have worked on over the years.
Intelligence Factory (Exsell)
With collaboration of the web app team and professional services team, I directed and made majority of the contributions to data engineering pipelines, wrote 13 out of 16 analytical/predictive models (oversaw 16/16), built-up and supported dev ops pipelines. It is altogether "Marketing and Sales Intelligence Factory" as flagship package of Exsell.
This website/server (jintechnolo.gy)
This website acts as my profile, while the back-end acts as the security front for various services and VPN/mesh behind Cloudflare.
(Mouse) Debounce Guard
Many computer mouse products have double-click problems, where the user intended a single-click, but unintentionally double clicks due to various reasons. To save company resources, I wrote this application in Rust (link as Windows app demo) to prevent the unintentional double clicks. It can be installed into compatible mice' hardware, but typically running in the background of the computer.
Wireshark TFTP Info Extractor
OpenWRT compatible routers generally attempt TFTP when booting for recovery purposes. However, at a big company with different routers with their own protocols and sometimes lacking documentation, it may be time consuming to analyze Wireshark logs. So I created this tool to parse the network packet capture logs to extract the TFTP info.
StarCraft Broodwar AI (YouTube)
I created a real-time strategy, trigger-based bot to compete against other bots in C++ as a hobby project.