Dreyfus Squared
Note: This concept is from Dan North’s talk Patterns of Effective Teams.

- 5 levels of skills acquisition
- Novice - needs rules
- Learning the basics
- Any more information will just overwhelm
- Advanced Beginner - tests rules
- Understand the rules
- Try to figure out why the rules are the rules
- What happens if I break the rules?
- Competent - applies rules
- Can apply the rules to achieve a goal
- Can ask the right questions in order to produce the desired outcome
- Proficient - falls back on rules
- Internalised the rules
- Solutions appear fully formed in your head
- Start having insight/instinct/intuition
- You don’t yet trust your insight/instinct/intuition, so you fall back on the rules to guide you
- Expert - transcends rules
- No longer think in rules
- Chess grandmaster analogy
- The grandmaster doesn’t understand the game better than you, they simply have a greater pool of memories and experiences of past games to think back on.
- They contextualise the game in play relative to previous similar games
- From there they are able to reduce the scope of thinking needed for them to come up with their next move
- Novice - needs rules
Dreyfus squared looks at what happens when you pair people at different skill levels on the grid
- Expert + Novice
- The expert literally doesn’t know how to work in rules.
- Novice needs rules.
- Not a good pairing
- Advanced Beginner + Advanced Beginner
- Lots of rule breaking
- Lots of learning
- Don’t put any of it in production
- Competent + Novice
- Competent is not operating on insight or intuition yet
- They’re just really good at thinking with and applying the rules
- Competent is not operating on insight or intuition yet
- Expert + Proficient
- Very powerful pairing
- Builds the confidence in the proficient