1 minute read

Breaking into data analytics doesn’t always require a formal degree.
In my case, it took consistency, project work, and a clear intention to grow.


From Engineering to Analytics

I started my journey in a technical role as a validation engineer in a robotics-focused firm. Over time, I found myself drawn more toward data, insights, and automation than hardware. That curiosity eventually turned into a full-blown commitment to learning analytics.


Freelancing That Built Real Skills

I began working with a small registered firm — RIB Investments and Infra Developers — as a freelance data analyst and technical consultant.

There, I:

  • Analyzed customer and business data to generate qualified leads
  • Built dashboards and reports using Power BI, Excel, and SQL
  • Automated internal processes using Python and Pandas
  • Worked directly with leadership to turn raw data into actionable decisions

The experience gave me real business exposure, tight deadlines, and the confidence to build solutions from scratch.


What I Learned Along the Way

While working, I continued learning through self-guided study. My stack now includes:

  • Python, Pandas, NumPy
  • SQL (certified)
  • Power BI dashboards
  • Matplotlib & Seaborn for storytelling with data
  • Scikit-learn for ML models like decision trees and random forests
  • Version control using Git & GitHub
  • Jupyter & PyCharm for development workflows

I also explored machine learning fundamentals and started working with CNNs, activation functions, and optimizers like Adam.


Why This Site Exists

I built this portfolio to showcase the work I’ve done and the direction I’m heading.
You’ll find:

  • Real-world data projects (including messy datasets)
  • Clean, modular code
  • Dashboards and visual reports
  • Machine learning models in action

Final Thought

I’m not from a traditional background — but I’ve delivered real results and grown with every challenge.
Freelancing gave me a runway to test my skills in the real world, and I’m now focused on full-time opportunities where I can bring that same impact and work ethic.

Feel free to explore the site and reach out if my work resonates with you.