How it works
How Dem² works
Dem², the Decision-to-Execution Maturity Model, is a diagnostic for the system that produces an organization’s decisions. It measures that system on three pillars and twelve components, rates its performance on four dimensions and a five-level maturity scale, and shows where to intervene so that decision quality is built into the organization.
Building decision quality into the organization
High-reliability fields such as aviation and nuclear operations design authority, information paths and error correction around critical decisions. Dem² brings that lens to companies: who holds authority, how information and intent travel, what gets rewarded, and whether the organization learns from what it decided.
Decision reliability is the capacity to make timely, defensible decisions when information is incomplete and incentives pull in different directions, and to turn those decisions into action.
The reasoning behind it runs in four steps:
- Strategy is a hypothesis expressed through committed decisions. A strategy that never turns into consequential commitments stays rhetoric.
- Execution is a chain of decisions, made at every level as people interpret and enact the strategy.
- When companies with comparable markets, technology and capital execute very differently, the design of their decision systems is a large part of the reason.
- So organizations compete on decision reliability under uncertainty.
Three pillars, twelve components
Every decision draws on an architecture already in place, whether designed deliberately or accumulated over time, on the judgment brought together when it is made, and on a learning loop that notices when either went wrong.
Structural integrity
the architecture, designed in advance of any decision
- Authority architecture
- Who holds the right to decide, and how that right is distributed, escalated and bounded.
- Intent integrity
- Whether stated strategic intent survives translation into what actually gets decided, funded and done.
- Execution discipline
- Whether a decision, once made by the right people, actually gets carried out.
- Incentive alignment
- Whether what gets rewarded matches what the organization says it wants.
- Interaction structures
- How information and people move between roles, functions and levels.
Cognitive capacity
the judgment brought together at the moment of deciding
- Decision competence
- Skill at the mechanics of deciding: trade-offs, probabilities, real alternatives.
- Cognitive mechanisms
- The techniques and structures that shape what gets considered, and when.
- Domain expertise
- Current, hard-won knowledge of how the work actually works.
- Technology
- Tools, AI above all, that amplify whatever decision architecture is already there.
Adaptive capability
the learning loop
- Signal identification and transport
- Whether a weak signal gets noticed and reaches someone who can act on it.
- Detection and correction
- Whether an error gets caught and corrected, and how quickly.
- Learning institutionalization
- Whether what was learned changes how the organization decides next time.
Four dimensions of a good decision system
A good decision system is strong on all four at once. A system can be well aligned and slow, or fast and brittle, and weakness in any one of them is a maturity gap.
Alignment
Coherence between strategic intent and the decisions made across the organization.
Effectiveness
The quality of decisions, and how accurately intent turns into action.
Efficiency
Effort, speed and friction in proportion to what the decision is worth.
Resilience
Adapting, learning, and catching and correcting errors, above all under pressure.
Five levels of decision maturity
Decision maturity is the degree to which an organization can make, carry out and correct decisions consistently across its levels, while relying less on exceptional individuals and informal workarounds. Dem² describes five levels:
- L1 · Ad hoc
- the practice is absent or inconsistent
- L2 · Emerging
- early, partial presence
- L3 · Defined
- consistent practice that does not yet adapt to context
- L4 · Advanced
- situational and proactive
- L5 · Optimized
- adaptive and continuously improving
Consistency sits at level 3 on purpose. Beyond it, the system adapts its practice to the situation in front of it.
What Dem² does not claim
- that decision-making is purely rational
- that good decisions guarantee good outcomes
- that AI can fix a weak decision system
- that individual capability is unimportant: it matters, and Dem² focuses on the system conditions that let good judgment scale
Where does your organization stand?
The assessments apply this model to your organization, from a free first look to the full picture.
Dem² was developed by Lukas Klose, who teaches decision-making to leaders and works with executive teams on how their organizations decide.