Phitopolis

Versatile Data Engineer with strong Data Science skills, specializing in financial market analysis and quantitative research. Leveraging advanced programming and AWS cloud infrastructure to support trading strategies and drive data-driven decision-making in a dynamic startup environment.

Key Responsibilities and Achievements:

• Designed and optimized ELT pipelines using Python and DuckDB on cloud platform using Airflow, enhancing efficiency on project deliverables and data quality checks.
• Developed data infrastructure and quality assurance frameworks using Python and Bash scripting within cloud platform ecosystem.
• Implemented data versioning and CI/CD practices using Git for streamlined development.
• Collaborated on valuable datasets using Jupyter Notebooks for exploratory analysis.
• Performed data wrangling on large data sets consists of more than hundred million rows.
• Developed data visualization dashboards using Python libraries for stakeholder reporting.
• Applied ensemble learning (LightGBM) in Python for predictive modeling in a Datathon mini-competition.
• Served as finance and capital markets expert, training graduate trainees and new team members.
• Optimized legacy scripts and workflows, improving performance.

Technical Expertise:

- Data Engineering: ETL design, Data Warehousing, Big Data technologies
- Cloud Platform: AWS
- Programming: Python, Bash/Shell Scripting
- Databases: DuckDB, SQL
- Tools: Git, Jupyter Notebook, Data Visualization Libraries
- Data Science: Machine Learning, Statistical Analysis, Feature Engineering
- Domain Knowledge: Capital Markets, Trading Systems, Financial Data

Recognized for bridging technical data science skills with deep financial domain knowledge, delivering high-impact solutions for project deliverables. Effective in communicating complex data insights to multinational clients and stakeholders, while optimizing processes and driving innovation in financial data analysis.

Data Scientist

The Philippine Stock Exchange, Inc. (PSE)

Seasoned capital markets professional with a proven track record in market control operations and systems implementation. Promoted to Subject Matter Expert in 2022 having endorsed for promotion since 2019, demonstrating expertise in risk management, process optimization, and regulatory compliance within the Philippine stock market ecosystem.

Key Contributions:

• Spearheaded User-Acceptance Testing for SCCP's New Clearing System, ensuring operational readiness and compliance.
• Developed and implemented process automations, reducing manual workload by 80% and enhancing data integrity.
• Led cross-functional teams in multiple strategic initiatives, including the Short Selling Project as interim Business Analyst.
• Conducted critical risk assessments on technological changes, safeguarding market stability and investor interests.
• Mentored new team members and facilitated knowledge transfer across the Market Operations Division.

Areas of Expertise:

- Market Control Operations
- Risk Analysis and Mitigation
- Process Automation and Optimization
- User-Acceptance Testing
- Regulatory Compliance
- Stakeholder Management
- Training and Development

Recognized for swift problem-solving abilities, having resolved high-risk issues within 24 hours, and for fostering collaborative relationships with internal and external stakeholders, including law firms and corporate entities.

Market Control Assistant [Job Level: Assistant Supervisor]

Results-driven capital markets professional with a strong foundation in trading systems, regulatory compliance, and operational excellence. Endorsed for Promotion after two years, demonstrating rapid mastery of complex market control functions and consistent high performance.

Key Achievements:

• Led User-Acceptance Testing for PSE New Trading System Project, ensuring system reliability and compliance with market regulations.
• Executed Special Block Sale transactions valued at billions of pesos with 100% accuracy, showcasing meticulous attention to detail and deep understanding of market dynamics.
• Identified and analyzed system bugs in PSETradex System, contributing to enhanced platform stability and user experience.
• Consistently resolved data discrepancies and provided strategic solutions to management, improving overall market data integrity.

Core Competencies:

- Trading System Operations
- Regulatory Compliance (SRC Rule and PSE Trading Rules)
- Data Analysis and Problem-Solving
- User-Acceptance Testing
- Block Sale Transaction Processing
- Root Cause Analysis

Recognized for exceptional accuracy in day-to-day operations and the ability to navigate complex regulatory frameworks while maintaining the highest standards of market integrity.

Market Control Assistant

HMDpublishing

Invited to be part of a Jargon Book Team where we are assigned to produce definitions and samples that aids readers in understanding finance.

Finance Book Contributor

Project SPARTA PH

Invited as a resource speaker for The 3rd Recognition Ceremony of Project SPARTA PH Pathways and Microspecialization graduates. Encouraged the audience to never stop learning and apply it for the benefit of their stakeholders.

Resource Speaker [Project SPARTA PH The 3rd Recognition Ceremony]

LandBank of the Philippines

•Worked under different bank sections: Branch Manager, Operations Supervisor, New Accounts, Clearing and Verifier Section.

•Processed more than 5000 LGU employee bank card details.

•Identified fake ID submissions under New Accounts Section.

•Assisted bank client queries and inform them of their bounced check.

•Coordinated with provincial branches for supporting documents.

Student Intern

Finance | Investments | Analytics

Data Scientist with a strong background in Capital Markets, combining over six years of experience in financial operations with advanced analytics skills. Expertise in ETL/ELT processes, quantitative research, and trading support. Proficient in Python, SQL, and data visualization tools. Committed to leveraging data-driven insights to optimize business processes and drive decision-making in the fintech industry.

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