Agent Skills: Learning Needs Analysis

Conduct comprehensive learner audience analysis, identify performance gaps, and determine instructional requirements using surveys, interviews, and data analysis

UncategorizedID: a5c-ai/babysitter/learning-needs-analysis

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plugins/babysitter/skills/babysit/process/specializations/domains/social-sciences-humanities/education/skills/learning-needs-analysis/SKILL.md

Skill Metadata

Name
learning-needs-analysis
Description
Conduct comprehensive learner audience analysis, identify performance gaps, and determine instructional requirements using surveys, interviews, and data analysis

Learning Needs Analysis

Conduct comprehensive learner audience analysis, identify performance gaps, and determine instructional requirements using surveys, interviews, and data analysis.

Overview

This skill enables systematic analysis of learning needs to inform instructional design decisions. It encompasses audience analysis, performance gap identification, and requirements determination to ensure training and education programs address real needs effectively.

Capabilities

Audience Analysis

  • Identify learner demographics and characteristics
  • Assess prior knowledge and skills
  • Determine learning preferences and styles
  • Analyze motivation and attitudes
  • Map learner contexts and constraints

Performance Gap Analysis

  • Define desired performance outcomes
  • Assess current performance levels
  • Identify gaps between current and desired states
  • Distinguish training from non-training solutions
  • Prioritize gaps by impact and feasibility

Data Collection Methods

  • Design and administer surveys
  • Conduct stakeholder interviews
  • Facilitate focus groups
  • Analyze performance data
  • Review existing documentation

Requirements Documentation

  • Document instructional requirements
  • Define learning objectives
  • Specify constraints and resources
  • Identify success metrics
  • Create analysis reports

Usage Guidelines

Analysis Process

  1. Define scope and purpose of analysis
  2. Identify data sources and stakeholders
  3. Design data collection instruments
  4. Collect and analyze data
  5. Synthesize findings
  6. Document recommendations

Data Collection Best Practices

  • Use multiple data sources
  • Balance qualitative and quantitative methods
  • Ensure representative sampling
  • Maintain objectivity
  • Validate findings with stakeholders

Documentation Standards

  • Clearly state methodology
  • Present findings with evidence
  • Distinguish facts from interpretations
  • Provide actionable recommendations
  • Include supporting data

Integration Points

Related Processes

  • ADDIE Model Implementation
  • Action Mapping
  • Kirkpatrick Evaluation

Collaborating Skills

  • learning-objectives-writing
  • assessment-item-development
  • learning-analytics-interpretation

References

  • Mager and Pipe performance analysis
  • Rossett needs assessment framework
  • ATD competency model
  • Instructional design methodologies