Standard : Learning is treated as progress
Purpose and Strategic Importance
This standard ensures teams view learning as a legitimate and valuable outcome. By recognising experiments, failed hypotheses, and customer insights as progress, teams reduce fear of failure and create a culture of continuous improvement.
It supports our policy "Learning as Progress". Without this focus, teams risk mistaking activity for success, leading to waste and frustration.
Strategic Impact
- Encourages safe experimentation and innovation
- Reduces waste by identifying ineffective ideas early
- Builds resilience and adaptability through validated insights
Risks of Not Having This Standard
- Teams pursue output volume over value
- Repeated investment in ineffective solutions
- Culture of fear and low psychological safety
CMMI Maturity Model
Level 1 – Initial
- Learning outcomes are not tracked or valued
Level 2 – Managed
- Some learning outcomes documented, often reactively
Level 3 – Defined
- Teams define learning objectives alongside delivery goals
Level 4 – Quantitatively Managed
- Learning outcomes measured and used to guide investment decisions
Level 5 – Optimising
- Learning is institutionalised, shared across teams, and drives systemic improvement
Key Measures
- % of initiatives with explicit learning objectives
- Number of hypotheses validated or invalidated
- Instances of pivots based on validated learning