chrystodatalab
Data Science & Risk Modeling Professional | Web3 & Crypto Enthusiast
Data science professional with 14+ years of expertise in financial modeling, risk management, and trading analytics. Currently expanding into the Web3 and crypto space, leveraging experience in credit risk, quantitative modeling, and data analysis to understand decentralized finance (DeFi), digital assets, and blockchain-based financial systems. Passionate about applying data-driven decision-making to the evolving world of Web3.
Experience: 11 years
Yearly salary: $60,000
Hourly rate: $35
Nationality: 🇸🇬 Singapore
Residency: 🇬🇷 Greece
Experience
Senior Risk Analyst
Sumitomo Mitsui Banking Corporation 2014 - 2019
I have lead the IFRS 9 project (Risk part) for the bank, involved overseeing the entire modeling life-cycle, encompassing data collection, model development, validation, and deployment. Additionally, I have applied advanced statistical and machine learning techniques to assess and enhance model performance, building expertise that is now transferable to DeFi lending and risk modeling in crypto assets.
Risk Model Validator
DBS Bank 2011 - 2014
I have validated Basel II models across non-retail credit portfolios, by appling linear regression/generalized linear regression/logistic regression models, AUC-ROC, PSI analysis, and other risk metrics for credit scoring. I have also developed quantitative models and analytical frameworks that can be adapted to Web3 risk assessment and digital asset valuation.
Risk Model Validator
Standard Chartered Bank 2010 - 2011
Validated Basel II models（PD，LGD ＆ EAD), covering credit risk for SME and retail portfolios
Risk Analyst
Citibank Singapore Limited 2007 - 2010
I started as the risk manager for Merchant Acquiring business, then transitioned to the role of Credit Bureau Relationship Manager, where I also developed the Generation II SCB scorecard for the bank.
Skills
big-data
data-science
python
scientist
stats
analyst
english
chinese-mandarin