The Big Question
Ever wonder why some movies smash box office records while others that seem great just… flop? I wanted to find out what really drives a movie’s financial success. Is it the genre, the time of year it’s released, or simply how much the audience likes it?
To answer this, I dove into five years of data from the top-earning films to find the hidden patterns behind Hollywood’s biggest hits.
Tools I Used
- Tableau for data visualization
- SQL for data querying and preparation
- Microsoft Excel for initial data cleaning
Key Findings & Visuals
I discovered that while conventional wisdom holds true in some cases, the data revealed a few surprising twists.
1. Good Ratings Don’t Always Equal Good Money
You would think a higher-rated movie would always make more money, but it’s not that simple. I found that for Action movies, there was a strong link between high audience ratings and high revenue. But for Sci-Fi films, the connection was almost non-existent! A big-budget sci-fi movie could get mediocre ratings and still pull in huge amounts of money, suggesting that spectacle can be just as important as quality for that genre.

2. Summer Belongs to Action and Animation
There’s a reason studios save their biggest guns for the summer. The data clearly shows that Action and Animation films overwhelmingly dominate the summer box office. Audiences are looking for big, family-friendly blockbusters during the holidays. In contrast, Comedies tend to perform much better in the Spring and Winter, when people might be looking for something more light-hearted.

3. A Few Titans Can Carry an Entire Genre
Looking at 2024, the Animation genre was the top earner, with several different films like Inside Out 2 and Sonic the Hedgehog 3 contributing to its success. Action was a strong second, but its performance relied heavily on the success of a single massive hit. This shows how the financial health of a genre can sometimes depend on just one or two blockbuster films a year.

What I Learned
This project was about more than just movies and numbers; it was about translating raw data into a clear and compelling story. I learned how to clean and analyze a complex dataset, build interactive dashboards in Tableau that allow users to explore the data for themselves, and pull out key insights that even a non-technical audience can understand.
It proves that by looking at the data, you can uncover the “why” behind the “what” and make smarter, more informed decisions—whether you’re a movie studio or a business looking to understand its customers.