Open research questions
12 questions
- Q1open
How should organizational culture be represented within the enterprise state?
Culture moves programmes, but has no agreed measurement.
Methods: Latent-variable models; ordinal scales with declared spacing
- Q2open
When is an enterprise state representation sufficient?
Without sufficiency, dynamic programming does not apply.
Methods: Tests of the Markov property; state augmentation
- Q3open
How should latent capabilities be estimated?
Capability is never observed directly.
Methods: State-space models; Kalman and particle filters
- Q4open
How do transformation operators behave when the organization learns?
Operators change as people learn.
Methods: Adaptive control; Bayesian learning
- Q5open
How can leadership capability be measured without false cardinal precision?
Ordinal data in a norm creates spacing nobody earned.
Methods: Ordinal models; declared spacing
- Q6open
How can architectural coupling be estimated empirically?
The coupling register drives every multiplier.
Methods: Structural VARs; network inference
UE · Unified Enterprise Transformation ArchitectureArchitectural Jacobian
- Q7open
How stable are optimal transformation policies under model misspecification?
Policies are only as good as the model.
Methods: Distributionally robust optimization; sensitivity bounds
C · Uncertainty methodsCertificates, audits, and readiness gates
- Q8open
How should AI agents enter the enterprise state and the transformation architecture?
Agents are both decision-makers and assets.
Methods: Constrained and shielded reinforcement learning
- Q9open
How should behavioural and political organizational constraints be represented?
Admissibility is social as well as financial.
Methods: Mechanism design; transfer prices
- Q10open
How can DCT be compared empirically with conventional transformation methodologies?
It is the claim that matters most to practice.
Methods: Matched retrospective cohorts; stepped-wedge pilots; pre-registration
- Q11open
How should time-consistency be kept when boards use risk measures?
Otherwise successive re-plans undo each other.
Methods: Time-consistent risk mappings
GEOP · General Enterprise Optimization ProblemCapital allocation and risk-adjusted strategy
- Q12open
How much transient amplification do real organizations show?
Stable on paper can still breach on the way.
Methods: Pseudospectra; see Lab I.6