Hello(); I'm
Ignatius Harry
Data Analyst & Data Engineer with experience across Indonesia, Taiwan, and Singapore in E-commerce, Healthcare, and Insurance. Specialized in financial market analysis, ETL pipelines, SQL & Python analytics, machine learning, and econometrics.
</Intro>
Hi! My name is Harry. I'm a Data Analyst with experience across Taiwan, Singapore, and Indonesia.
Specialized in sentiment analysis, machine learning, NLP, and econometrics to transform complex data into actionable insights.
My research focuses on business & econometrics applications, including market analysis, consumer behavior, and policy evaluation. I excel at using data to tell compelling stories that drive strategic decisions.
About Me
Driven by extreme curiosity with the help of LLM to answer my questions about certain things, I am able to learn new concepts quickly and apply them to my work and projects.
Programming Languages
- Python
- PostgreSQL
- MySQL
- R
- JavaScript
- HTML
- CSS
Data Manipulation & Analysis
- Pandas
- NumPy
- Polars
- Statsmodels
- Excel
- Google Sheets
Machine Learning
- Scikit-learn
- XGBoost
- KNN
- Time Series Modeling
LLM Systems & NLP
- Hugging Face
- Text Embeddings
- Sentiment Analysis
- Topic Modeling
- Named Entity Recognition (NER)
AI Applications & Systems
- AI Chatbots
- RAG
- Semantic Search
- Document Q&A
Data Engineering
- API Data Ingestion
- ETL / ELT Pipelines
- JSON / HTTP
Business Systems & Automation
- Ragic (No-Code Database)
- Workflow Automation
- Business Process Automation
- Operational Dashboards
Databases & Cloud
- PostgreSQL
- MySQL
- MongoDB
- BigQuery
- AWS
- Google Cloud
Financial Markets & Investment Analysis
- Equity Research & Data Analysis
- Financial and Data Modeling
- Valuation (DCF, Multiples)
- Financial Statement Analysis
- Market & Sector Analysis
- Investment Thesis Development
Tools & DevOps
- Git
- GitHub
- Docker
- Airflow
- dbt
- Jupyter
Scroll to explore
</Projects>
Trump's Social Media & Bitcoin Analysis
LLM-powered analysis studying the causal relationship between Trump's social media posts and Bitcoin returns during the 2024 U.S. Presidential Election.
Exploring the Relationship Between Proxies of Social Capital Loss and Suicide In the United States (2000-2022)
Investigated the relationship between suicide rates and various proxies of 'Social Capital loss' in the United States from 2000 to 2022. The breakdown of society in the West, marked by rising rates of racism, hate speech, and discrimination, has been accompanied by an increase in suicide rates.
Analysis of Taiwan Presidential Elections (2000 vs. 2024)
Analyzed changes in Taiwan's political alignment by comparing the partisan characteristics of electoral regions in the 2000 and 2024 presidential elections. This analysis will include aggregating vote counts at the district level, calculating vote share percentages, and examining the correlation between vote shares across the tw
Get In Touch
Have a project in mind or want to collaborate? Feel free to reach out. I'm always open to discussing new opportunities.