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Requirements Clarification & Assessment
Understanding the Objective:
Determine the lifetime value (LTV) of a driver, which is a metric used to assess the total revenue a company expects to earn from a driver over their entire engagement period.
Key Components to Consider:
Revenue Per Driver: Average income generated by a driver over a specific period.
Cost Per Driver: Expenses directly associated with the driver, such as bonuses or technology fees.
Driver Retention Period: Average duration a driver remains active on the platform.
Discount Rate: Used to calculate the present value of future earnings.
Data Requirements:
Historical data on driver revenue and retention.
Cost data associated with driver acquisition and retention.
Market trends and external factors influencing driver activity.
Business Context:
Understand the company's business model and how drivers contribute to overall revenue.
Identify the company's goals, such as improving driver retention or optimizing acquisition costs.
Segmentation Needs:
Consider segmenting drivers based on factors like location, tenure, or performance to provide more granular insights.