Introduction
The trade-off between acquiring new users and increasing purchase frequency of existing customers is a critical decision for Lazada's growth strategy. This scenario involves balancing short-term gains with long-term sustainability in the competitive e-commerce landscape. I'll analyze this trade-off by examining key metrics, designing experiments, and providing a data-driven recommendation.
I'll start by asking clarifying questions, then identify the trade-off type, understand the product context, and develop a hypothesis. From there, I'll define key metrics, design an experiment, plan data analysis, create a decision framework, and finally provide a recommendation with next steps.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps determine if we need aggressive user acquisition or focus on retention Expected answer: Moderate market share with slowing growth Impact: If true, might lean towards improving existing customer experience
Why it matters: Influences whether we prioritize transaction volume or user base growth Expected answer: Primarily transaction-based with growing ad revenue Impact: If true, might favor increasing purchase frequency
Why it matters: Helps identify which group has more growth potential Expected answer: Large base of occasional shoppers, smaller core of power users Impact: If true, might suggest focusing on converting occasional to frequent shoppers
Why it matters: Ensures we can support aggressive user acquisition if chosen Expected answer: Current infrastructure can handle 2x current user base Impact: If limited, might need to prioritize platform improvements before acquisition
Why it matters: Indicates current strategy and available resources for shift Expected answer: 60% acquisition, 40% retention Impact: If heavily skewed, might suggest rebalancing for a more holistic approach
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