Projects

Project 1: Flood Extent Analysis

• Description: This project focuses on analyzing flood extents across various regions. It includes geospatial data processing, data cleaning and visualizations to understand areas most affected by floods and their associated risks to the population.
• Link: Flood Extent Analysis Notebook

Project 2: Uber Data Analysis

• Description : This project appears to be focused on analyzing ride booking data to understand various aspects of the ride-hailing service. This includes: Exploring booking trends over time. Analyzing booking statuses and identifying reasons for cancellations. Identifying popular pickup and drop locations. Examining driver and customer ratings. Building predictive models, likely to predict booking outcomes or other relevant metrics. Overall, the project seems aimed at gaining insights into the ride booking operations to potentially improve service, understand user behavior, and optimize operations.
• Link : Uber Data Analysis / ML Analysis

Project 3: Store Sales Data Analysis

• Description : A project analyzing retail store sales data to uncover trends, top-performing products, and monthly/quarterly revenue patterns. Includes data cleaning, aggregation, and visualization to provide actionable insights for business optimization.
• Link : Store Sales Data Analysis

Project 4: Spatial-ETL

• Description : A spatial ETL pipeline that cleans scraped real estate sales data from multiple websites and merges it with lot-level shapefile boundaries (not included for privacy) to generate structured sales insights per land parcel.
• Link : Spatial-ETL Repo

Education

• Naga College Foundation
  📚 Postgraduate
  Naga City, 4400

• Bicol State College of Applied Sciences and Technology
  🎓 Bachelor of Education Major in Technology and Livelihood Education (TLE)
  Naga City, 4400

• AMA University
  💻 Bachelor of Computer Science (Computer Science) [Undergraduate]
  Legazpi City, 4500

• AMA Computer Learning Centre
  🔧 Computer Programming NC IV
  Naga City, 4400

• Camarines Sur Polytechnic Colleges (formerly BISCAST)
  🏛️ Bachelor of Architecture [Undergraduate]
  Naga City, 4400

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Work History

• 🗺️ GIS | Data Specialist | Data Analyst
  AAA Group
  2023 – Present

  Responsibilities:

  • Collect, clean, and analyze geospatial and tabular data
  • Create dashboards, visualizations, and reports
  • Perform data transformations and statistical analysis
  • Develop scripts to reduce manual processes
  • Create shapefiles and perform map layering and overlap analysis

• 📖 Data Specialist | Data Analyst
  Freelance
  2022 – Present

  Responsibilities:

  • Designed and automated ETL/ELT pipelines to extract real estate data from websites (e.g., Pricefinder) and transform it into structured datasets for analysis
  • Cleaned, standardized, and integrated property, pricing, and location datasets to ensure data accuracy and consistency across multiple sources
  • Developed interactive dashboards in Power BI and Excel, providing actionable insights on market trends, property valuations, and customer behavior
  • Applied Python for data preprocessing, feature engineering, and automation of recurring reporting tasks
  • Collaborated with stakeholders to identify key metrics (KPIs) such as property pricing trends, demand hotspots, and investment opportunities
  • Conducted exploratory data analysis (EDA) to support decision-making in real estate acquisitions and sales
  • Built data-driven reports and visualizations to monitor portfolio performance and market competitiveness
  • Ensured data quality and governance by implementing validation checks, logging, and exception handling within pipelines

• 📊 GIS | Data Processor | LiDAR Processing
  AB Surveying and Development
  2017 – 2023

  Responsibilities:

  • Created and maintained databases of project timelines to track and estimate project durations
  • Cleaned and processed LiDAR data using Global Mapper and RIEGL software
  • Performed remote sensing analysis and spatial data processing in QGIS
  • Developed 3D visualizations of buildings, roads, and rivers using 3D CAD software
  • Collaborated with teams to integrate geospatial data into project planning and reporting

• ☕ Customer Service Representative
  Golden Arches
  2012 – 2017

  Responsibilities:

  • Delivered excellent customer service by assisting guests, taking orders, and ensuring accurate transactions
  • Maintained a clean, safe, and organized work environment in both front and back-of-house operations
  • Collaborated with team members to meet service goals during high-volume periods
  • Gained strong interpersonal and communication skills through daily customer interactions
  • Demonstrated reliability, adaptability, and teamwork in a fast-paced environment

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Certifications

• SQL Associate (Datacamp)
• Python Data Associate (Datacamp)
• Data Analyst Associate (Datacamp)
• Data Engineer Associate (Datacamp)
• Excel Specialist (Data Sense Analytics: MO 200)
• Data Analysis with Python (Freecodecamp)
• Fulcrum (Fulcrum)
• Computer Programming NC IV (National Competency Certification)