Live stream participation in US is down but in Spain increasing over time. What would you do?

Introduction

The issue of declining live stream participation in the US while increasing in Spain presents a complex product challenge that requires a systematic approach to identify and address the root cause. As we analyze this divergence in user behavior across markets, we'll need to consider various factors that could be influencing these trends.

I'll approach this problem by first clarifying the context, then ruling out external factors before diving deep into product-specific elements. We'll break down the metrics, form data-driven hypotheses, and conduct a thorough root cause analysis. Finally, we'll develop a strategic plan to validate our findings and implement solutions.

Step 1

Clarifying Questions (3 minutes)

To better understand the situation, I'd like to ask the following questions:

• What specific metrics are we using to measure live stream participation?

Why it matters: This helps define the problem precisely and ensures we're tracking the right data. Hypothetical answer: We're tracking daily active users (DAU) and average watch time per user. Impact: Different metrics might lead us to focus on engagement vs. acquisition strategies.

• Over what time period have we observed these trends?

Why it matters: This helps identify if the change is sudden or gradual, seasonal or persistent. Hypothetical answer: The trend has been observed over the last six months. Impact: A longer-term trend might suggest deeper structural issues rather than temporary fluctuations.

• Have there been any recent product changes or feature launches in either market?

Why it matters: This could directly link to changes in user behavior. Hypothetical answer: A new content recommendation algorithm was implemented in the US three months ago. Impact: This could be a key area to investigate for the US decline.

• Are there any differences in content types or creator demographics between the US and Spain?

Why it matters: Content relevance and cultural factors could explain the divergence. Hypothetical answer: Spain has seen a rise in popular local creators in the last year. Impact: This might suggest a need for market-specific content strategies.