Deciding What to Work On First When There Is No Evidence to Rank By
Company: Binance
Role: Product Manager
Category: Behavioral & Leadership
Difficulty: medium
Interview Round: Other
Your team has more tasks and requests than it can take on, and there is no data to show which of them matter most. How would you decide what to work on first? Walk through the steps you would take, the criteria you would rank the work by, and how you would adjust the order once real evidence starts to come in. Ground your approach in a situation from your own work if you have one.
```hint What you know without data
Missing metrics is not the same as missing information. Ask what else could tell you which tasks matter, which mistakes would be expensive to undo, and how quickly you could start measuring.
```
### Clarifying Questions
- Does "no data" mean a new product with no usage history yet, or an existing product whose analytics are missing or not trusted?
- Is there an agreed objective for the team this period that the tasks can be ranked against, or is that objective also unsettled?
- What is on the list: new features, bug fixes, compliance or security work, requests from other teams, or a mix of these?
- Do any items already carry fixed deadlines or commitments, such as a regulatory date or a launch promised to a partner?
### What a Strong Answer Covers
- Anchoring the order on the team's objective and on non-negotiable work (incidents, legal or compliance deadlines, dated commitments) before comparing the rest.
- Concrete substitutes for missing metrics, such as user conversations, support and sales signals, engineering estimates and rough first-principles sizing, each with a stated confidence level.
- Explicit criteria applied consistently, such as value, effort, risk, reversibility and cost of delay.
- Turning the largest unknowns into quick, cheap tests, with checkpoints at which the order is revisited.
- Making the reasoning visible so the team and stakeholders can challenge the assumptions and commit to the order, backed by a real example with its result.
### Follow-up Questions
- Two senior stakeholders each insist their request comes first and neither has evidence. How do you settle it?
- Three weeks in, the first usage data contradicts your top-ranked item. What do you do with the work already under way?
- Tell me about a decision you made with very little data that turned out to be wrong. What did you change afterwards?
Overview: A behavioral product manager prompt about deciding which competing tasks to tackle first when there is no data to rank them. It tests judgment under uncertainty, explicit prioritization criteria, quick ways to gather evidence, and how priorities are explained to stakeholders and revisited.