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Mathematics & Economics Student

Ethan Ip

Aspiring investment professional with expertise in investment analysis, portfolio strategy, and data-driven financial decision-making.

Ethan Ip

An investment-focused analyst with a strong foundation in financial markets, portfolio strategy, and data-driven decision-making. With rigorous academic training in mathematics, economics, and finance, alongside expertise in investment analysis and quantitative research, I bring precision and strategic insight to complex financial challenges. Currently seeking opportunities in wealth and investment management to contribute meaningfully and continue developing as a finance professional.

Investment Analysis Financial Modeling Valuation Portfolio Management Quantitative Analysis Machine Learning Python Excel Econometrics Leadership Strategic Decision-Making
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DeFi Transaction Fee Analysis

Blockchain Analytics

DeFi Transaction Fee Analysis

Econometric analysis of Bitcoin and Ethereum transaction fees, identifying network congestion, blockchain activity, and DeFi usage as the primary determinants over token prices. Findings highlight the scalability constraints of decentralized networks and the role of fees as a market mechanism for allocating scarce block space under high demand.

2025 Python · Econometrics
Mobile Roll-Out Determinants Analysis

Development Economics

Mobile Roll-Out Determinants Analysis

Econometric analysis of mobile broadband subscription rates across countries, examining the role of federalism, decentralization, market competition, GDP per capita, and rural population. Findings identify GDP per capita and decentralization as key determinants, while highlighting issues of multicollinearity, simultaneity bias, missing data, and measurement inconsistencies in cross-country infrastructure datasets.

2025 R · Econometrics
Bachelor's Thesis Research Project

Bachelor's Thesis

The Representation of Migrants and Women in Start-Up Creation in France

Conducted data-driven research on founder demographics in France by cleaning and analysing datasets from Crunchbase, Kaggle, and French census sources. Developed an LSTM model and statistical analysis pipeline to evaluate representation by origin and gender.

2026Python · Data Analysis