Thoughts about Product Analytics

Updated:

What types of questions are answered by the product analytics team?

  • What is the impact due to some situations?
  • How do you estimate the profit or revenue of a product?
  • How to do customer segmentation?
  • How to launch a product?
  • How to add a featue?
  • What is the root cause of the sudden dramatic change in the metric?
  • How do you measure the success of a product?
  • How to prioritize the features for the product development?
  • How to evaluate the user acquisition with cost and retention?

Thinking Process for the Above questions

  • What is the impact due to some situations?
    1. Understand the impacted stakeholders
    2. Came up with the hypothesis
    3. Difference in differences to mimic the experimental research
      • Propensity score matching
      • Pre Post with Causal Impact
    4. Conclusions and actions
  • How do you estimate the profit or revenue of a product?
  • How to launch a product?
  • How to add a featue?
  • What is the root cause of the drop in a metric?
  • How do you measure the success of a product?
  • How to prioritize the features for the product?
  • How to evaluate the user acquisition with cost and retention?