Data Analysis Best Practices

Chapter 1 · Practice 1 of 4

Start from a written question and the decision it informs

From Frame the question first

Why it matters

Google's Good Data Analysis guide puts it plainly: data analysis starts with questions, not data or a technique. Writing the question down keeps the work focused and shows early which data you are missing.

A useful question has three parts:

PartExample
What you will measureShare of new sign-ups who place an order within 7 days
For whom and whenSign-ups from 1 to 30 September, all countries
What decision it informsWhether to keep the new onboarding email

Ask the person who requested the analysis what they would do differently for each likely answer. If no answer would change anything, the analysis can probably wait.

Do

  • Write the question, population and time range at the top of the notebook
  • Agree on what result would change the decision before you look

Avoid

  • Opening a dataset and looking for "something interesting" with no question

Resources for this chapter

Go deeper