Transforming soft skills into observable behaviors
Before artificial intelligence can evaluate a conversation, someone must determine what constitutes evidence. This is the competency model underlying every simulation in the “Metaskills” program: 18 competencies across four areas and 108 behavioral scenarios, designed such that a given behavior must be visible in the transcript; otherwise, it will not be taken into account.
Metaskills competency model, 2026
The model in numbers
Grouped into four behavioural domains, each with its own definition and boundaries.
Metaskills competency model, 2026 (internal methodology note).
Each one described across four levels of mastery.
Metaskills competency model, 2026 (internal methodology note).
Task, relationship, change and system-oriented - the first three after Yukl's functional taxonomy, the fourth our own renaming and re-scoping of his external domain.
Metaskills competency model, 2026 (internal methodology note).
Every scenario is tagged with the goal of the conversation, not only its topic.
Metaskills competency model, 2026 (internal methodology note).
Two anchors, not one opinion
How to Describe a Single Competency
Definition
Brief functional description: what this competency brings to the conversation, expressed in simple language. This ensures that the scenario designer, the assessment engine, and the person reading the report all share a common understanding of this concept.
Boundaries-What They Are NOT
This is the part that is usually overlooked, yet it forms the basis of the model’s coherence. Each competency specifies which related behaviors it does not include. Without clearly defined boundaries, the assessment system unhesitatingly classifies a given behavior as a manifestation of empathy whenever someone acts politely.
Dimensions
Behavioral indicators broken down by proficiency level. This is what ensures that good communication is something that two different evaluators would rate in the same way.
Attitudes
Intent is evident in the way something is said. This is not about judging a person's character, but about describing the attitude that a given behavior signals at a particular moment.
Worked example: Adaptability
Cognitive agility
How quickly somebody shifts perspective when new evidence or a systemic change lands in the middle of the conversation.
Situational re-evaluation
Whether real-time cues from the other person are picked up and used to adjust the goal of the conversation.
Strategic pivot
The ability to put a workable plan B on the table when the first clinical or managerial approach meets resistance.
Resilience
Holding professional standards and a steady focus on the outcome while pressure and priorities keep shifting.
Why decompose at all
Empathy and active listening are not the same skill
Six Conversations
Regulatory Measures
Defining results, specifying tasks, and clarifying technical questions.
Regulating Liability Issues
Addressing performance gaps and providing constructive feedback without undermining the individual’s professional dignity.
Regulatory Relationship
Building trust, managing tensions, and resolving workplace conflicts.
Regulating Changes
Reorganisation, strategic changes, and the emotional strain that periods of uncertainty entail.
Identity Regulation
Coaching and development sessions in which a person’s self-assessment is compared with a fact-based assessment.
Direction of adjustment
Defining a vision and the resistance that arises when people are asked to change course.
Why the function changes the reading
What this page does and does not claim
What this shows
- It describes a behavioural competency model: 18 competencies in four domains, each with a definition, explicit boundaries, behavioural dimensions and attitudes.
- It shows the reasoning behind the structure - why a functional taxonomy, why boundaries, why Empathy and Active Listening are separate competencies.
- It gives one competency, Adaptability, decomposed in full as a worked example.
What this does not show
- It is not psychometric validation. The model is built; testing AI-generated assessment against independent human assessors is separate work and is still in progress.
- It is not a personality measurement and is not designed to become one. The architecture explicitly prohibits diagnosing stable personality traits.
- It is not an HR decision tool. The model exists to give developmental feedback, not to support employment decisions.
- The numbers on this page describe the size of the model. None of them is anybody's result.
What we are not publishing, and why
Parts of this model stay internal. We would rather say so plainly than let the omission look like an oversight.
- The full matrix of all 18 competencies - definitions, boundaries, dimensions and attitudes - is internal. It is the working core of the assessment engine, and publishing it would let anyone rehearse to the marking scheme.
- The 108 behavioural scenarios are internal for the same reason: somebody who has read the scenario is no longer being assessed on behaviour.
- Prompt structures, scoring configuration and observability rules stay internal.
- The model is anchored in leadership and healthcare communication. It has not been calibrated for every professional context and we do not present it as universal.
- Validation against independent human assessors is in progress. Until it reports, treat this as a well-founded design rather than a measured instrument.
Source
Metaskills
2026-08-24
Methodology note prepared by Metaskills, with an external team of psychometrics and leadership-assessment specialists. This is an internal methodology note, not a peer-reviewed publication.
Digital Twin methodology
Related evidence
How behaviour becomes evidence
What the assessment engine treats as proof of a competency, and what it refuses to treat as proof.
How behaviour becomes evidenceDigital Twin
The competency profile this model produces, and what it looks like for a learner and a team.
Digital TwinResearch & Evidence
Everything we have published, with sources and limitations stated.
Research & Evidence