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Assessment Creation

Table of Contents​

  1. Overview
  2. Input Data Requirements
  3. How to Prompt the Agent
  4. Example Usage
  5. Best Practices
  6. Troubleshooting
  7. FAQ

Overview​

The Assessment Expert Agent is a specialized AI agent designed to create professional, scenario-based multiple-choice questions (MCQs) for skill assessment and corporate training. This agent leverages cognitive rigor principles from Bloom's Taxonomy to generate challenging, discrimination-ready questions that evaluate comprehension, application, and critical thinking abilities.

Key Capabilities​

  • Generates up to 30 professional MCQs per request
  • Creates questions across different cognitive levels (remembering, applying, analyzing, evaluating)
  • Produces HTML-formatted assessments ready for web deployment and PDF export
  • Provides detailed explanations and cognitive level mapping for each question

Input Data Requirements​

Required Parameters​

  1. Skill Topic (Required)

    • The competency subject or skill area to assess
    • Examples: "Project Management", "Data Analysis", "Customer Service Excellence"

  2. Number of Questions (Optional)

    • Default: 10 questions
    • Maximum: 30 questions
    • If more than 30 requested, agent will cap at 30 with explanation

  3. Difficulty Level (Optional)

    • Easy: Obvious correct answers, easily identifiable distractors
    • Medium (Default): Balanced difficulty between answers and distractors
    • Hard: Subtle differences between options, requires deep understanding

Input Format​

Provide clear, structured requests specifying:

- Skill Topic: [Your topic]
- Number of Questions: [1-30]
- Difficulty Level: [Easy/Medium/Hard]

How to Prompt the Agent​

Effective Prompt Structure​

Basic Request​ 

Create 10 medium difficulty questions on Python Programming

Detailed Request​ 

- Risk assessment and mitigation
- Stakeholder management
- Agile methodologies
- Resource optimization

Specialized Request​ 

Develop 20 challenging questions on Financial Analysis with:
- Emphasis on ratio analysis and forecasting
- Real-world scenario applications
- Focus on decision-making skills
- Hard difficulty level

Prompt Components​

  1. Action Verb: "Create", "Generate", "Develop", "Design"
  2. Quantity: Specific number of questions needed
  3. Difficulty: Explicitly state if not easy
  4. Topic: Clear subject area definition
  5. Focus Areas: Optional specific subtopics or skills

Example Usage​

Example 1: Basic Technical Skills Assessment​

Input:

Create an assessment for Cloud Computing fundamentals with 12 questions at medium difficulty

Expected Output:

  • 12 MCQs covering cloud service models, deployment types, security, and scalability
  • HTML formatted document with professional styling
  • Questions distributed across cognitive levels
  • Each question with 4 options and detailed explanations

Example 2: Leadership Competency Evaluation​

Input:

Generate 20 hard difficulty questions on Leadership and Team Management for senior executives

Expected Output:

  • Complex scenario-based questions
  • Focus on strategic decision-making
  • Advanced distractor techniques
  • Higher-order thinking questions (analysis and evaluation)

Example 3: Customer Service Training Assessment​

Input:

Develop 8 easy questions for new customer service representatives on handling difficult customers

Expected Output:

  • Straightforward scenario questions
  • Clear correct answers
  • Basic application of customer service principles
  • Suitable for entry-level training

Best Practices​

1. Topic Specification​

  • Be specific about the skill domain
  • Include context about the target audience
  • Mention any industry-specific requirements

2. Question Distribution​

  • Request varied cognitive levels for comprehensive assessment
  • Balance between theoretical and practical questions
  • Include both direct and scenario-based questions

3. Difficulty Calibration​

  • Match difficulty to audience expertise level
  • Use easy for onboarding/basic training
  • Apply hard for certification or advanced evaluation

4. Output Optimization​

  • Review generated HTML before distribution
  • Verify question relevance to stated objectives
  • Check distractor quality and plausibility

5. Follow-up Requests​

  • Agent can generate additional questions on same topic
  • Ensure new questions are distinct from previous ones
  • Maintain consistency in difficulty and scope

Troubleshooting​

Common Issues and Solutions​

Issue: Questions Too Similar​

Solution: Specify diverse subtopics or aspects in your prompt

Issue: Difficulty Mismatch​

Solution: Explicitly state difficulty level and provide context about target audience

Issue: Exceeding Question Limit​

Symptom: Request for >30 questions Solution: Agent automatically caps at 30 and provides explanation

FAQ​

Q: Can the agent create questions in languages other than English?​

A: Specify the desired language in your prompt, though quality may vary based on model capabilities.

Q: What distractor techniques are used?​

A: Five main techniques:

  1. Swiss Cheese (80% correct with critical flaw)
  2. Real-World Red Herrings
  3. Proximity Distractors (±10-20% of correct value)
  4. Mirror Options (reversed cause/effect)
  5. Terminology Traps (similar terms)

Q: Can I request specific question formats?​

A: The agent primarily creates 4-option MCQs. For other formats, specify in your prompt but note this is outside standard functionality.

Q: How does the agent ensure question quality?​

A: Through:

  • Mutually exclusive options
  • Homogeneous distractor length and complexity
  • Contextually plausible wrong answers
  • Clear, concise question stems

Q: Can I modify the HTML styling?​

A: Yes, the generated HTML includes embedded CSS that can be customized post-generation.

Q: What happens if no difficulty is specified?​

A: The agent defaults to Medium difficulty level.

Q: Can the agent provide answer keys separately?​

A: Answers and explanations are included inline. For separate answer keys, make a specific request.

Q: How does the agent handle specialized industry knowledge?​

A: Provide context and industry-specific requirements in your prompt for more accurate questions.

Q: Is there a way to validate question difficulty?​

A: The agent provides difficulty indicators and cognitive levels for each question to help assess appropriateness.