Genre revenue mix
Which movie categories contribute the largest shares of recorded revenue?
Top five genres are shown individually; all remaining genres are grouped as Other.
Rockbuster Stealth Rental Strategy Analysis
Exploring movie rental demand, customer value and global market opportunities through interactive business intelligence.
01 / Executive dashboard
Rockbuster by the numbers
A snapshot of recorded rental transactions, customer reach and revenue in the cleaned dataset.
Recorded revenue—Sum of
recorded payments
Total rentals—Unique rental
transactions
Customers—Unique
customer IDs
Rented films—Distinct
films in rental records
Rental snapshot
—Average recorded payment per
rental
—Average actual rental
duration
—Average configured rental
period
—Recorded rental date range
The revenue metric is based on recorded payment amounts in this
rental-level dataset, not company-wide audited revenue.
02 / Research context
Project overview
Adapted from the original Rockbuster Stealth business analysis report.
Background
Rockbuster Stealth is exploring a move from its traditional movie rental business toward online delivery. To guide strategy, its management needs a clearer view of rental revenue, customers and geographic demand.
Objective
Identify commercially strong films and genres, understand rental behavior, locate customers and high-spending markets, and support a focused online launch strategy.
Business question
Which films, customers and markets should Rockbuster prioritize when developing its online rental business?
03 / Movie portfolio
Film & genre performance
Explore how movie titles and genres perform on rental volume, recorded revenue and average payment.
Top films by revenue
Choose a genre, metric and ranking direction to examine high- and low-performing titles.
Dynamic film insight
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Genre performance
Compare all 16 genres by total recorded revenue, rental count or average payment.
04 / Rental behavior
How customers rent
Compare the film’s configured rental allowance with the actual time between rental and return. These are different measures.
Actual rental duration
Distribution of observed rentals and their recorded payment value across duration and price groups.
Duration groups are based on valid elapsed times. Missing return dates cannot contribute an actual elapsed duration.
Configured rental period
The film-level rental duration describes the contractual rental allowance. The overview shows the average across distinct rented films, while the grouped chart describes rental transactions.
Actual elapsed time
Calculated as the difference between return and rental timestamps. This describes historical customer behavior and should not be interpreted as a contractual allowance.
05 / Global customer footprint
Where business happens
Switch between countries and cities to examine geographic revenue, demand and customer distribution. Customer totals are unique within each group.
Countries by revenue
Compare markets and identify opportunities for further evaluation.
Selected markets—
Selected revenue—
Mapped locations—
Loading map data…
Location is based on customer addresses, not the physical location of each rental transaction.
Dynamic market insight
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06 / Customer value
Understand high-value customers
Compare historical spending and rental frequency to understand the customer groups worth further investigation.
Customer spending vs. rental frequency
Each dot represents one customer. Explore how total rentals relate to recorded lifetime spending; hover for the exact values.
Highest-spending customers
Customer IDs are anonymous identifiers for this report; no names, addresses or emails are shown.
Lifetime value here is cumulative recorded spending over the available rental history, not predicted future customer value.
07 / Time & characteristics
Rental activity & film mix
Explore available rental months, film ratings and film lengths with multiple chart metrics.
Rental activity by month
The available dataset covers only the observed monthly periods; do not extrapolate this chart to unobserved years.
Film ratings
Compare rental demand across film classifications and runtime categories.
08 / Business decisions
Strategic recommendations
Recommendations derived from the original report’s business questions, to be interpreted alongside the live exploratory metrics above.
Prioritize proven titles and genres
Use film revenue and rental demand together when considering online catalog selection. High rental counts and high revenue are not interchangeable, and the sample period limits generalization.
Evaluate markets on multiple measures
Assess countries and cities using recorded revenue, unique customer counts and rental activity. Investigate delivery feasibility, licensing, and market conditions before selecting launch regions.
Develop customer-focused retention
Study high-frequency and high-spending customers, then test retention offers or personalized recommendations rather than assuming historical spend guarantees future demand.
Improve the evidence base
Extend the time series, incorporate online delivery costs and licensing fees, and distinguish payment amounts from profit. The present dataset does not establish future profitability.
Research conclusion
Rockbuster’s online strategy should balance popular content, meaningful customer segments, and geographic demand—using recorded performance as evidence rather than a guarantee of future results.
Method: descriptive aggregations of a cleaned rental-level dataset in Python/pandas; browser charts consume precalculated JSON. No predictive financial model is claimed.