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AI Prompts for Competency Frameworks

A competency framework describes what good looks like at each level of a role family, in observable behaviors, so that hiring, development, performance and promotion assess the same things in the same terms. Frameworks fail when competencies are adjectives ('strategic', 'collaborative'), when levels differ only in adverbs ('consistently', 'exceptionally'), or when the framework describes the current senior people rather than the work.

These prompts define competencies with real behavioral indicators, build a framework for a role family, and review an existing one. The framework is the backbone other pages here use: interview question banks, development plans, career pathways and promotion assessments.

Before you use these

Have these ready to replace the highlighted [variables]:

The prompts

1. Define competencies with behavioral indicators by level

Best forOne competency, defined in observable behaviors that genuinely differ across levels.
Inputs needed
  • Competency name and purpose
  • Levels
  • Examples of the behavior at different levels
How to use itOne competency at a time. Give real examples of what people at different levels do. The model writes the definition and indicators per level and tests that levels differ in scope and judgment, not adverbs.
Expected outputCompetency definition, indicators per level (3–5 each), the differentiator between adjacent levels, examples, and the adverb check.
Act as a job architecture specialist defining the competency [competency] for [role family] across levels [levels].

Purpose: [why this competency matters for the work]
Examples: [what people at different levels actually do that shows this competency — real situations]

1. Definition: two sentences, in terms of what the competency enables in the work.
2. Indicators per level (3–5 each): observable behaviors — what the person does, decides, produces, or influences. Levels must differ in scope (own work → team → function), complexity (routine → ambiguous), judgment (follows → adapts → sets), and influence (contributes → shapes → leads).
3. Differentiator between each pair of adjacent levels: the one thing that most clearly marks the step.
4. Examples per level from the material given, anonymized.
5. Adverb check: rewrite any indicator whose only difference from the level below is an adverb or intensity word.
6. Not this competency: behaviors that are often confused with it and belong elsewhere.

Indicators must be assessable in an interview, a review or a promotion case. If it cannot be observed, it is not an indicator.

2. Build the framework for a role family

Best forA complete framework for a role family that hiring, development and promotion can all use consistently.
Inputs needed
  • Role family and levels
  • Competencies with indicators
  • Processes that will use it
How to use itGive the competencies (from the previous prompt) and the levels. The model assembles the framework, defines how each process uses it, and sets the governance.
Expected outputFramework matrix (competency × level), core vs role-specific competencies, usage rules per process, the one-page version, and governance.
You are assembling a competency framework for [role family] with levels [levels].

Competencies: [core and role-specific, with indicators by level]
Processes that will use it: [hiring, development, performance, promotion, career pathways]

1. Framework matrix: competency × level with the indicators; core competencies (all roles) separated from role-specific ones; no more than [n] competencies in total.
2. Level profiles: one paragraph per level summarizing the scope, complexity, judgment and influence expected — consistent across competencies.
3. Usage per process: hiring (which competencies at which stage, mapped to the question bank), development (how gaps are identified against the next level), performance (how competencies inform reviews without becoming a second rating system), promotion (the evidence standard per competency for the next level).
4. Consistency rules: the same competency means the same thing everywhere; level names align with pay bands and titles; changes go through governance.
5. One-page version for employees: what the levels mean and how to use the framework for their own development.
6. Governance: owner, review cycle, how feedback from use is collected, how role families are kept comparable.

The framework describes the work at each level, not the current incumbents. Check every indicator against that.

3. Review an existing framework for inconsistency and bias

Best forFinding the adjectives, the adverb-only levels, and the indicators that favor some people over others without job reason.
Inputs needed
  • Existing framework
  • How it is used
  • Any evidence of uneven outcomes
How to use itPaste the framework. The model checks each competency and level for observability, level differentiation, duplication, and language that disadvantages groups without job relevance.
Expected outputFindings per competency: observability, level differentiation, duplication, biased or exclusionary indicators, and the rewrites; plus the framework-level recommendations.
Act as a job architecture reviewer auditing the competency framework for [role family / company].

Framework: [paste]
Usage and outcomes: [which processes use it; any evidence that outcomes differ by group]

For each competency:
1. Observability: indicators that are traits or adjectives rather than behaviors — rewrite.
2. Level differentiation: levels that differ only by adverb or intensity — rewrite with scope, complexity, judgment or influence.
3. Duplication and gaps: competencies that overlap; work that the framework does not describe.
4. Bias exposure: indicators that reward visibility, availability, a particular communication style, or 'presence' over contribution; indicators that assume a career path or background; language that describes a type of person rather than the work. Rewrite each to job-related behavior.
5. Usability: length, jargon, whether a manager could assess it from evidence.
Then at framework level: the three highest-impact changes; whether the framework describes the current senior people rather than the work; the governance gap that let the problems in.

Be specific and quote the text. A framework that cannot be applied consistently produces inconsistent decisions.

Levels that differ in substance, not adverbs

One competency across three levels, before and after the adverb check.

LevelBefore (adverb-only)After (scope, judgment, influence)
AssociateCommunicates clearly with stakeholdersExplains their own work and its status to their team; asks when unsure; writes updates a peer can act on
ProfessionalCommunicates very clearly with stakeholdersTailors the same message for a technical peer and a non-technical stakeholder; surfaces trade-offs and recommends; runs a meeting to a decision
LeadCommunicates exceptionally clearly with senior stakeholdersSets the communication approach for a program; represents the team's position to leadership and negotiates scope; coaches others' communication
The 'after' column can be assessed from evidence in an interview or a promotion case. The 'before' column cannot.

Related prompts

Logical next step

After this, most HR teams move on to Career Pathways and Ladders.

Get the free HR & Recruiting AI Starter Kit → Nine of these prompts as an intake → assess → offer hiring workflow with an intake worksheet, delivered by email. See what's inside

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