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TMDB Movie Revenue Drivers In Minutes

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How it works

Log-log OLS regression of box office revenue on budget, popularity, and vote metrics, with genre-level ROI and revenue breakdowns across 4803 TMDB films

Use when you have film-level data with budget and revenue to quantify production attribute effects on box office performance

Do not use if you lack budget or revenue data, or if films are not commercially released

What data do you need?

Dataset with 9 columns

budget (numeric) revenue (numeric) popularity (numeric) vote_average (numeric) vote_count (numeric) runtime (numeric) release_date (temporal) genres (text) title (text)

Minimum 30 rows

What's in the report?

4,803 movies with budget, revenue, popularity, vote metrics, genres, and release dates. Log-log regression of revenue on budget + OLS with genre dummies. Heavy missing data in revenue (many zeros).

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Budget vs Revenue (Log-Log Scale)

Log-log scatter plot showing how production budget relates to box office revenue, colored by genre

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Median Revenue by Genre

Horizontal bar chart ranking genres by median box office revenue

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Regression Coefficients

OLS regression coefficients showing which predictors most influence log-revenue

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Return on Investment by Genre

Median ROI (revenue/budget ratio) by genre, highlighting which genres offer best return

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Top Highest-Grossing Films

Top films ranked by total revenue with budget, ROI, and genre columns

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Vote Average vs Revenue

Scatter of vote_average vs log-revenue to test if ratings predict commercial success

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Average Revenue by Release Year

Average box office revenue by release year showing industry trends over time

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AI Insights

Plain-English interpretation — what the numbers mean, what's significant, and what to do next.

The Question This Answers

Predict box office revenue from production attributes

Predict box office revenue from production attributes

Questions?

See our FAQ for details on pricing, data privacy, and how the analysis works. Every report includes a Methodology section showing the statistical test, assumptions checked, and diagnostics run.

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