Overview
As an independent freelancer on Upwork, I took on data science and analytics projects for international clients. The work ranged from risk assessment and visualization to building and explaining machine learning models. One of the most impactful projects involved analyzing the film industry to help secure funding for a Vietnamese movie production.
Key Achievements
- Delivered a risk matrix and risk analysis, visualizing levels of risk for a client's project to support decision-making.
- Researched, extracted, and consolidated a movie database with multiple metrics and scores to perform predictive analysis and train a machine learning model using Python.
- Built a model that estimated the ROI of a given movie based on characteristics such as duration, genre, and budget. Used the SHAP library to explain the effect of each variable on the model's output.
- Presented the findings of this study to help secure a round of funding for the Vietnamese movie "Legend of the Fairy Bugs".