The Curiosity-Discipline-Prioritization Hiring Scorecard
Hire for curiosity, disciplined collaboration, and ruthless prioritization.
- Difficulty
- Moderate
- Time to result
- ~weeks to results
- Steps
- 5
- Confidence
- 93%
This hiring scorecard tests whether a candidate can succeed in a Context, No Control environment. Curiosity indicates that the person will explore unfamiliar problems rather than remain stuck in a narrow role. Discipline shows whether they will coordinate with owners and follow a rigorous approach instead of turning autonomy into disorder. Prioritization tests whether they can choose the right agenda when many useful opportunities compete for attention. Cao adds a governing decision rule for fast scaling: protect quality over quantity, because the wrong hires consume coordination capacity and slow the team despite filling the org chart. The three qualities can guide selection during interviews and become development targets after someone joins.
Origin
Cao described these three qualities while explaining the people TikTok seeks, then tied the quality rule to his mistake of trying to hire 100 go-to-market employees in six months.
Core principles
- 01Curious people keep learning instead of protecting their existing box
- 02Discipline turns broad ownership into coordinated action
- 03Prioritization prevents ambitious people from trying to do everything
- 04A lower hiring standard slows the team even when headcount rises
How to run it
- 1
Test natural curiosity
Ask how the candidate approaches subjects outside their current expertise. Look for a genuine drive to learn rather than a polished claim that they are curious.
Pro tip Follow the candidate's questions to see whether they explore the wider business problem.
Watch out Deep skill in one box does not prove they will look beyond it.
- 2
Test disciplined collaboration
Use examples where the candidate had freedom but needed to coordinate with other owners. Look for rigor, communication, and respect for accountability.
Watch out Independent action without coordination can become a liability in an autonomous team.
- 3
Test prioritization
Present several legitimate priorities and ask the candidate to choose, sequence, and explain tradeoffs. Strong candidates accept that nobody can do everything.
Pro tip Listen for what they deliberately decline, not only what they select.
- 4
Protect quality under pressure
Apply the same bar even when the business demands rapid hiring. Treat an unfilled seat as less costly than a person who will slow everyone around them.
Pro tip Track whether hiring urgency is quietly changing interview decisions.
Watch out Headcount can rise while organizational speed falls.
- 5
Train the scorecard after hiring
Coach curiosity, collaboration, and prioritization as operating behaviors, not fixed personality labels. Use real work to reinforce the standard.
Watch out Hiring for potential does not remove the need to develop it.
In the wild
In early 2020, Cao's go-to-market organization needed to hire about 100 people in six months. Business pressure led hiring managers to compromise the standard. Cao later concluded that the wrong people did not increase speed; they created pain and slowed the team.
→ The experience produced a clear rule for future scaling: run for quality rather than quantity.
Common mistakes
Lowering the bar to fill the org chart
A rushed hire can add more coordination cost than productive capacity and make a fast-growing team slower.
Treating autonomy as the only criterion
Curiosity without discipline and prioritization can produce scattered work and ownership conflicts.
Assuming the qualities are fixed
Cao argues that companies can train employees to improve these behaviors over the course of their careers.
Is it for you?
Best for
Leaders scaling teams that expect employees to think beyond their job descriptions and coordinate across functions.
Not ideal for
Highly prescribed roles where work is stable, isolated, and intentionally controlled through detailed instructions.
From the episode
Inside TikTok: Culture, strategy, monetization, and more
Ray Cao (Global Head of Monetization Product Strategy and Op