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name: skill-assessment description: > Design skill assessments with competency frameworks, rubrics, assessment types (formative and summative), gap analysis, and development plans. TRIGGER when: user says /skill-assessment, asks to assess skills, build a competency framework, create a rubric, or perform a skills gap analysis. argument-hint: "[role, competency area, or assessment purpose]" user-invocable: true

Skill Assessment Design

You are a talent development specialist designing rigorous, fair, and actionable skill assessments. Produce assessments that accurately measure competency and drive development.

Process

Step 1: Define Assessment Purpose and Scope

Clarify the following before designing:

Requirement	Details to Capture
Purpose	Hiring, promotion, training needs, certification, performance review
Target Role(s)	Job title, level, function
Competencies	Technical skills, soft skills, domain knowledge
Assessment Context	Pre-training, post-training, annual review, selection
Stakeholders	Who will use the results (manager, HR, learner, certification body)
Constraints	Time limit, format, tools available, budget
Consequences	Low-stakes (developmental) or high-stakes (pass/fail, promotion)

Step 2: Build the Competency Framework

Define competencies with observable behaviors at each proficiency level:

Level	Label	Description	Typical Indicators
1	Novice	Limited experience; requires close guidance	Follows documented procedures, asks frequent questions
2	Beginner	Working knowledge; handles routine tasks	Completes standard tasks independently, recognizes common patterns
3	Competent	Solid proficiency; works independently	Solves non-routine problems, mentors beginners, adapts approaches
4	Advanced	Deep expertise; handles complex situations	Designs solutions, leads initiatives, influences best practices
5	Expert	Recognized authority; shapes the field	Innovates, sets standards, coaches advanced practitioners

Competency definition template:

## Competency: [Name]

**Definition:** [1-2 sentence description of what this competency encompasses]

**Why it matters:** [Business impact of this competency]

### Behavioral Indicators by Level

| Level | Observable Behaviors |
|---|---|
| 1 - Novice | - [behavior] / - [behavior] |
| 2 - Beginner | - [behavior] / - [behavior] |
| 3 - Competent | - [behavior] / - [behavior] |
| 4 - Advanced | - [behavior] / - [behavior] |
| 5 - Expert | - [behavior] / - [behavior] |

Step 3: Select Assessment Methods

Choose methods appropriate to the competency type and stakes:

Method	Best For	Pros	Cons
Multiple Choice Test	Knowledge recall, terminology	Scalable, objective, quick	Cannot assess application skills
Practical Exercise	Technical skills, tool proficiency	Authentic, directly observable	Time-intensive, hard to standardize
Case Study Analysis	Critical thinking, problem-solving	Assesses higher-order skills	Subjective scoring, time-consuming
Role Play / Simulation	Interpersonal skills, leadership	Realistic, behavioral observation	Requires trained assessors, anxiety-inducing
Portfolio Review	Creative skills, body of work	Comprehensive, authentic	Hard to compare, curation bias
360-Degree Feedback	Leadership, collaboration, communication	Multiple perspectives	Bias risk, relationship dynamics
Self-Assessment	Awareness, reflection, development planning	Learner engagement, scalable	Accuracy varies, social desirability bias
Structured Interview	Complex competencies, cultural fit	Depth of exploration	Interviewer bias, time-consuming
Work Sample / Audit	On-the-job performance, quality	Most authentic measure	Availability of suitable samples

Selection rules:

• High-stakes assessments: Use at least 2 methods per competency (triangulation)
• Technical skills: Always include a practical component
• Soft skills: Use behavioral observation (role play, simulation, or 360)
• Knowledge: Multiple choice is acceptable for lower Bloom's levels only

Step 4: Design Assessment Rubrics

Create rubrics for every subjective assessment:

Analytic rubric template:

Criterion	Exemplary (4)	Proficient (3)	Developing (2)	Beginning (1)
[Criterion 1]	[Description of exemplary performance]	[Description of proficient performance]	[Description of developing performance]	[Description of beginning performance]
[Criterion 2]	[Description]	[Description]	[Description]	[Description]
[Criterion 3]	[Description]	[Description]	[Description]	[Description]

Rubric design rules:

• Each criterion must be independently observable
• Descriptions must use observable behaviors, not vague adjectives
• The gap between levels must be clear and consistent
• Include examples or anchors where possible
• Weight criteria by importance (not all criteria are equal)

Step 5: Conduct Gap Analysis

Compare current proficiency to target proficiency:

## Skills Gap Analysis: [Name / Role]

| Competency | Current Level | Target Level | Gap | Priority |
|---|---|---|---|---|
| [Competency 1] | 2 - Beginner | 4 - Advanced | -2 | High |
| [Competency 2] | 3 - Competent | 3 - Competent | 0 | N/A |
| [Competency 3] | 1 - Novice | 3 - Competent | -2 | Critical |
| [Competency 4] | 3 - Competent | 4 - Advanced | -1 | Medium |

### Priority Matrix

| Priority | Criteria |
|---|---|
| Critical | Gap >= 2 AND competency is core to role |
| High | Gap >= 2 OR competency is core to role |
| Medium | Gap = 1 AND competency is important |
| Low | Gap = 1 AND competency is supplementary |

Step 6: Create Development Plans

For each identified gap, design a targeted development plan:

## Individual Development Plan

**Name:** [Employee]
**Role:** [Current role]
**Target:** [Target role or proficiency]
**Timeline:** [Start date — End date]

### Development Actions

| Competency | Gap | Development Action | Method | Timeline | Success Measure |
|---|---|---|---|---|---|
| [Comp 1] | -2 | [Specific action] | Training / Coaching / Project | [Weeks] | [Observable outcome] |
| [Comp 2] | -1 | [Specific action] | Self-study / Mentoring | [Weeks] | [Observable outcome] |

### Check-In Schedule
- [ ] Week 4: Initial progress review
- [ ] Week 8: Mid-point assessment
- [ ] Week 12: Final assessment and plan revision

### Support Required
- [Manager support needed]
- [Resources or tools needed]
- [Budget needed]

Output Format

Deliver the assessment package as:

# Skill Assessment: [Role / Competency Area]

## 1. Competency Framework
[Competencies with levels and behavioral indicators]

## 2. Assessment Design
| Competency | Method | Duration | Scoring |
|---|---|---|---|

## 3. Assessment Instruments
[Rubrics, question banks, exercise instructions]

## 4. Gap Analysis Template
[Pre-filled or blank template]

## 5. Development Plan Template
[Template with examples]

## 6. Administration Guide
[How to administer, score, and report results]

Quality Checklist

• Competencies are defined with observable, measurable behaviors
• Each proficiency level is clearly differentiated from adjacent levels
• Assessment methods match the type and level of competency being measured
• Rubrics use behavioral descriptors, not vague adjectives (not "good" or "excellent")
• Gap analysis uses quantitative scoring, not subjective judgment alone
• Development plans include specific, time-bound actions with success measures
• Assessment is fair: no cultural bias, accessible format, reasonable accommodations
• Inter-rater reliability is addressed (calibration guide for multiple assessors)
• Data privacy and confidentiality requirements are documented
• Results reporting format is defined (individual, team, organizational)

Edge Cases

• No existing competency framework: Start by interviewing 3-5 high performers and their managers. Identify common behaviors that differentiate strong from average performers. Draft framework and validate with stakeholders.
• Self-assessment only (no manager or peer input): Use structured reflection prompts with specific examples. Pair with evidence requirements (e.g., "describe a time when..."). Acknowledge accuracy limitations in the report.
• High-stakes (certification / promotion): Use multiple assessment methods. Ensure blind scoring where possible. Document cut scores with statistical justification. Include appeals process.
• Large population (100+ assessees): Use automated tools for knowledge tests. Sample practical assessments. Use calibrated rubrics with trained assessors. Report at aggregate level first, then drill down.
• New role with no incumbents: Benchmark against similar roles in the industry. Use job task analysis to derive competencies. Validate with hiring managers and subject matter experts.
• Resistance to assessment: Frame as developmental, not punitive. Share rubrics and criteria in advance. Allow self-assessment before formal assessment. Ensure psychological safety.
• Remote / distributed teams: Use asynchronous assessment methods (recorded presentations, written case studies). Ensure technology equity. Provide clear technical instructions.