Where Data Meets Application

At Futureforged, we believe data is most valuable when it leads to better understanding and better decisions. This portfolio highlights projects across data science, finance, economics, market research, and business analytics, demonstrating how analytical methods can be applied to real-world problems.

Each project provides a look at the question being explored, the approach taken, and the insights produced. For those interested in the technical details, project code and documentation are available through GitHub.

Portfolio

Portfolio

■ Case studies

Explore Projects

Using XGBoost in Mental Disorder Classification

  • Research Question: Can XGBoost accurately classify individuals into four mental health diagnostic categories using structured clinical and survey data?

  • Overview: Developed a multi-class XGBoost classification model to identify patterns associated with Bipolar I Disorder, Bipolar II Disorder, Major Depressive Disorder, and individuals without a classified disorder.

  • Methods & tools: Python • XGBoost • Machine Learning • Data Preprocessing • Exploratory Data Analysis • Model Evaluation

  • key result: Achieved ROC AUC > 0.90 with successful classification across all four diagnostic groups, while SHAP analysis identified clinically meaningful predictors driving model decisions.

■ reviews

  • Business bookkeEPING - Corina helped create a small-business spreadsheet to track my quarterly revenue, business expenses, and projects. She took my very disorganized data and transformed it into a beautiful, user-friendly spreadsheet. It not only makes managing my accounting much easier, but also helps me run my day-to-day business more smoothly. I’m so grateful for her attention to detail and the thoughtful way she organized everything!

    -Dakota Parks, Freelance Writer

  • tool tracking - When I needed a spreadsheet to organize a tools and parts list for a big project, I knew Corina was the right person to call. She listened carefully to my wants and needs and created exactly what I was looking for. She made the whole process easy and delivered a spreadsheet very quickly that was organized, practical, and easy to use. I’m very grateful for her help.

  • -Sarah Franklin, Aircraft Mechanic

LET’S ChAT

■

■

Ready to shape what’s next? Contact us by email or complete our contact form to tell us about your business needs. We’re ready to listen, collaborate, and help forge your ideas into solutions for the future.