Open to opportunities

Federico Manotas —
Data Analyst

Turning raw data into actionable insights that drive real business decisions.

FM

About Me

Data-driven problem
solver

I'm Federico Manotas, a Data Analyst with a passion for transforming messy, complex datasets into clear stories that empower decision-makers.

My toolkit centers on Python, SQL, and Power BI — and I love bridging the gap between raw data and strategic action. From exploratory analysis to interactive dashboards, I make sure every insight is not just found but understood.

When I'm not wrangling DataFrames or optimizing queries, I'm exploring machine learning fundamentals and looking for the next interesting dataset to interrogate.

What I work with

Technical Skills

💻

Programming

Python90%
SQL85%
📈

Tools

Power BI85%
Excel80%
📖

Libraries

Pandas88%
NumPy78%
Matplotlib80%

Selected work

Featured Projects

🎉
🔗

Brazilian E-commerce Analysis

Deep EDA on Olist's dataset — uncovering patterns in customer behavior, sales trends, and logistics performance.

  • Explored 100k+ orders for customer behavior and sales patterns
  • Analyzed delivery KPIs and root causes of late deliveries
  • Built interactive Power BI dashboards for stakeholders
PythonPandasMatplotlibPower BIEDA
👔
🔗

Lending Club Loan Risk Analysis

Credit risk and profitability analysis of a $33.9B loan portfolio — identifying default drivers, geographic risk, and borrower profiles.

  • Default rates from 1.62% (Grade A1) to 40% (Grade G3) across credit tiers
  • $4.18B in charged-off losses with peak rates during 2014–2015 expansion
  • Live interactive app deployed on Hugging Face Spaces
PythonPandasMatplotlibMLHugging Face
🌧
🔗

Global Air Quality & PM2.5 Predictor

EDA across 580 cities and 90 countries combined with an ML model predicting PM2.5 levels, deployed as a live Hugging Face app.

  • Analyzed 4.5M+ data points across 9 research questions
  • XGBoost model achieves R²=0.878 predicting PM2.5 levels
  • Live interactive app deployed on Hugging Face Spaces
PythonXGBoostRandom ForestPower BIHugging Face

Get in touch

Let's work
together

Whether you have a data challenge, a project in mind, or just want to connect — I'd love to hear from you.