bugfree Icon
interview-course
interview-course
interview-course
interview-course
interview-course
interview-course
interview-course
interview-course

Data Interview Question

Customer Lifetime Value Calculation

bugfree Icon

Hello, I am bugfree Assistant. Feel free to ask me for any question related to this problem

Solution & Explanation

Understanding Customer Lifetime Value (LTV): Customer Lifetime Value (LTV) is a metric that estimates the total revenue a business can expect from a customer over the duration of their relationship. It considers both the revenue generated and the retention of customers over time.

Given Data:

  • Monthly Subscription Price: $100
  • Monthly Churn Rate: 10% (0.1)
  • Average Customer Tenure: 3.5 months

Key Points:

  1. Churn Rate vs. Average Tenure:

    • The average tenure of 3.5 months might not be representative due to the company's short operational period.
    • The churn rate provides a more stable metric for predicting future customer behavior.
  2. Formula for LTV Using Churn Rate:

    • The formula for LTV in a subscription model is:

      LTV=ARPUChurn Rate\text{LTV} = \frac{\text{ARPU}}{\text{Churn Rate}}

    • ARPU (Average Revenue Per User) is the monthly subscription price, $100.

    • Churn Rate is 0.1 (10%).

  3. Calculation:

    LTV=1000.1=1000\text{LTV} = \frac{100}{0.1} = 1000

    • Thus, the Lifetime Value of a customer is $1000.

Explanation of the Calculation:

  • Revenue Stream:

    • Each month, a customer pays $100.
    • With a churn rate of 10%, the retention rate is 90% (0.9).
  • Expected Revenue Over Time:

    • Month 1: All customers pay $100.
    • Month 2: 90% of customers remain, so expected revenue is $100 * 0.9.
    • Month 3: 81% remain (0.9 * 0.9), so revenue is $100 * 0.9^2.
  • Infinite Series Sum:

    • The expected revenue can be expressed as an infinite geometric series:

      LTV=100×(1+0.9+0.92+0.93+)\text{LTV} = 100 \times (1 + 0.9 + 0.9^2 + 0.9^3 + \ldots)

    • The sum of this infinite series is:

      Sum=110.9=10\text{Sum} = \frac{1}{1 - 0.9} = 10

    • Therefore, the LTV is:

      LTV=100×10=1000\text{LTV} = 100 \times 10 = 1000

Conclusion:

  • The calculation using the churn rate provides a more reliable estimate of LTV, especially given the company's short operational history.
  • This method accounts for the continual decline in customer base due to churn, providing a realistic forecast of the revenue from a single customer over their lifetime.