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ginappedrosa/README.md

Welcome to my world ✨

I’m a Data Strategy & Machine Learning Specialist bridging Corporate Strategy with Advanced Analytics.
Skilled in Python, Machine Learning, and Business Intelligence to support strategy; with 7+ years driving decisions in multinational environments, I excel at leading cross-functional strategies that align data insights with business growth.


🚀 Projects

ESG Market Volatility Explorer
2025 | Barcelona – Remote

  • Developed a machine learning model to predict market volatility using ESG and financial factors.
  • Built an XGBoost model to predict daily stock volatility using ESG and market data from S&P 500 firms.
  • Combined correlation mapping and time-series analysis to assess ESG–volatility relationships by sector.
  • Deployed an interactive Streamlit dashboard on Render for investor use.
  • Expanded the model to include IBEX 35 and EURO STOXX 50 companies (planned).
  • Created an investor-facing dashboard to visualize ESG–volatility dynamics through correlation heatmaps, volatility trends, and sector risk overlays.
  • Helped portfolio managers evaluate risk versus sustainability performance.

💼 Experience Highlights

BWTCorporate Performance Management (CPM) | Attached to the Board & Data Analyst
2021 – 05/2025 | Hybrid / HQ Austria & Barcelona

  • Led cross-department projects improving efficiency by 20%.
  • Designed KPI dashboards and data pipelines for executive reporting across daily to semiannual cycles, ensuring timely, structured, and efficient delivery.
  • Led corporate performance management initiatives, optimizing KPIs and business metrics across divisions.
  • Designed and implemented data-driven strategies to improve operational efficiency and decision-making.
  • Managed and mentored cross-functional teams, fostering collaboration and high performance.
  • Developed dashboards and reports for executive-level insights and strategic planning.
  • Analyzed pricing, sales, and logistics data to optimize profitability.

KINETICOExport Manager (Anglophone & Francophone Markets)
2018 – 2021 | Ametlla del Vallès, Barcelona

  • Improved delivery accuracy and reduced operational costs by 15%.
  • Managed international operations and sales across multiple English- and French-speaking markets, including the UK, Australia, South Africa, France, Madagascar, and Morocco.
  • Oversaw export operations, logistics, and compliance with trade regulations.
  • Developed client relationships and negotiated contracts to maximize revenue.
  • Conducted market analysis to drive strategic business decisions.

🛠️ Tools & Skills

Coding Language: Python, Jupyter
Database: SQL, Git, GitHub
Processing: EDA, API, Web Scraping
Visualization: Matplotlib, Power BI, Streamlit, Seaborn, Render
AI / ML: Scikit-Learn, TensorFlow
Tools: NumPy, Pandas, Microsoft Office (full pack)


🎓 Certification & Education

  • Data Science & Machine Learning — 4Geeks Academy
  • Law Degree — UAB / UOC (Present)

🌍 Languages

  • Spanish: Native
  • Catalan: Native
  • English: Proficient
  • French: Proficient

📫 How to reach me

📧 ginappedrosa@gmail.com
💼 LinkedIn
GitHub
📍 Barcelona, Spain

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  1. ESG_marketvolatility ESG_marketvolatility Public

    Jupyter Notebook 1 2

  2. ginappedrosa-deeplearning ginappedrosa-deeplearning Public

    Jupyter Notebook 1