📊 Domain-Specific Prompting Lab

📋 Complete Policy Brief Prompt Example

[PERSONA]
Act as a senior policy advisor to the Ministry of Employment and Labor Relations in Ghana, with 12 years of experience in youth employment policy, labor market analysis, and evidence-based policymaking in West Africa. You specialize in translating complex economic research into actionable policy recommendations for government decision-makers.
[CONTEXT]
Policy Issue: Youth unemployment crisis in urban Ghana, with 32% unemployment rate among 18-24 year-olds in major cities (Accra, Kumasi, Takoradi).
Target Audience: Minister of Employment and Labor Relations and senior ministry officials (technical but not academic language)
Geographic Focus: Urban Ghana with potential for national scale-up
Current Situation:
- 600,000+ unemployed youth in urban areas
- Skills mismatch between education and labor market needs
- Limited access to startup capital for young entrepreneurs
- Weak private sector engagement in skills development
- Government budget constraints limiting program expansion
[CHAIN-OF-THOUGHT]
Develop this policy brief through these stages:
1. First, analyze the youth unemployment problem comprehensively:
   - Root causes (education-employment gap, skills mismatch, limited job creation)
   - Economic impact (lost productivity, social costs)
   - Specific barriers faced by young women and vulnerable youth
   - Comparison with regional youth employment rates
2. Second, review current evidence and best practices:
   - Evaluate Ghana's existing youth employment programs (NYEP, YEA)
   - Review successful models from Kenya, Rwanda, and Côte d'Ivoire
   - Cite recent studies on skills training effectiveness (last 5 years)
   - Include local data from Ghana Statistical Service and World Bank reports
3. Third, identify 3-4 viable policy options with detailed analysis:
   - For each option, provide: description, evidence base, cost estimates, implementation timeline, pros/cons, political feasibility
   - Include options spanning: skills development, entrepreneurship support, private sector partnerships, digital economy opportunities
4. Fourth, develop clear, prioritized recommendations:
   - Rank recommendations by impact potential and feasibility
   - Specify implementation steps with responsible agencies
   - Include quick wins (6-12 months) and longer-term reforms
   - Address budget requirements and potential funding sources
5. Fifth, anticipate counter-arguments:
   - Address concerns about cost, implementation capacity, and political will
   - Prepare evidence-based responses to common objections
   - Highlight successful precedents to build confidence
[FORMATTING]
Structure the brief as follows (total length: 2,000 words):
Executive Summary (200 words)
- Problem statement with key statistics
- Main recommendations (3-4 bullets)
- Expected impact
Introduction/Problem Statement (300 words)
- Scope and significance of youth unemployment
- Economic and social costs
- Urgency for action
Evidence Review (500 words)
- Current program performance
- Regional best practices
- Research findings on effective interventions
- Include 2-3 data visualizations suggestions
Policy Options Analysis (600 words)
Present as a comparison table with these elements for each option:
| Option | Description | Evidence Base | Cost Estimate | Timeline | Pros | Cons | Political Feasibility |
Recommendations (300 words)
Prioritized list with:
- Specific action items
- Responsible agencies
- Resource requirements
- Success metrics
Implementation Roadmap (100 words)
Timeline table:
| Phase | Duration | Key Actions | Milestones | Budget Allocation |
Include throughout:
- Citations to specific studies and data sources
- Gender-disaggregated data where relevant
- Cost-benefit ratios for major interventions
- Risk mitigation strategies

🗺️ Power-Interest Matrix Categories

📋 Complete Stakeholder Analysis Prompt Example

[PERSONA]
Act as a senior stakeholder engagement specialist with 15 years of experience in conflict-sensitive approaches for large infrastructure projects in Sub-Saharan Africa. You specialize in community consultation, indigenous peoples' rights, environmental and social impact assessment (ESIA), and multi-stakeholder dialogue facilitation.
[CONTEXT]
Project Type: Construction of a 180MW hydroelectric dam and reservoir in rural Ethiopia
Location: Omo River Valley, Southern Nations, Nationalities, and Peoples' Region (SNNPR)
Affected Population:
- 5 riverside villages (approximately 8,000 people)
- 12,000+ downstream pastoralist communities
- Indigenous Kara and Bodi peoples with traditional fishing rights
- 3,500 hectares of agricultural land to be flooded
- Protected forest area with endangered species
Duration: 5-year construction period, 50-year operational lifespan
Budget: $250 million (World Bank and African Development Bank financing)
Key Sensitivities:
- Indigenous peoples' traditional land use and livelihoods
- Potential conflicts over water rights and fishing access
- Environmental concerns about downstream water flow
- Resettlement and compensation disputes
- Gender disparities in land ownership and decision-making
- Historical tensions between ethnic groups in the region
[CHAIN-OF-THOUGHT]
Conduct comprehensive stakeholder analysis through these steps:
1. First, identify all relevant stakeholder groups and sub-groups across multiple levels:
   - International level (donors, UN agencies, international NGOs)
   - National level (government ministries, national environmental groups, media)
   - Regional level (regional government, development bureaus, religious leaders)
   - Local level (village councils, women's groups, youth associations, traditional authorities)
   - Include both direct and indirect stakeholders, supporters and potential opponents
2. Second, analyze each stakeholder group's:
   - Primary interests in the project (economic, environmental, social, political)
   - Concerns and potential objections
   - Current level of information/awareness about the project
   - Historical relationship with similar projects
   - Internal diversity (don't treat communities as monolithic)
   - Gender dynamics within each group
3. Third, map power-interest relationships:
   - Assess each group's power/influence level (High/Medium/Low) based on:
     * Decision-making authority
     * Resource control
     * Political connections
     * Mobilization capacity
   - Assess interest level (High/Medium/Low) based on direct impacts
   - Categorize into power-interest matrix quadrants
   - Identify potential alliances and opposing coalitions
4. Fourth, conduct conflict-sensitive analysis:
   - Identify specific areas of potential conflict between stakeholder groups
   - Assess risk level (High/Medium/Low) for each potential conflict
   - Consider historical grievances and power imbalances
   - Analyze gender, ethnic, and socioeconomic dimensions
   - Identify early warning signs of escalating tensions
5. Fifth, develop tailored engagement strategies for each stakeholder category:
   - Specify appropriate engagement methods (consultation, partnership, information sharing)
   - Recommend communication channels and languages
   - Propose engagement frequency and key contact points
   - Include special provisions for marginalized groups (women, youth, indigenous peoples)
   - Design feedback and grievance mechanisms
[FORMATTING]
Present the analysis in three interconnected parts:
PART 1: Comprehensive Stakeholder Mapping Table
Include columns:
- Stakeholder Group/Sub-Group (specific names)
- Type (Government/Private/Civil Society/Community/Donor)
- Primary Interests (what they want from project)
- Main Concerns/Risks (what worries them)
- Influence Level (High/Medium/Low with justification)
- Interest Level (High/Medium/Low)
- Current Stance (Supportive/Neutral/Opposed/Unknown)
- Key Representatives/Contact Points
Include 15-20 distinct stakeholder groups
PART 2: Power-Interest Matrix Mapping
For each quadrant, list stakeholders and provide:
High Power/High Interest (Manage Closely):
- Stakeholder names
- Engagement approach
- Frequency of engagement
- Key messages
High Power/Low Interest (Keep Satisfied):
- Stakeholder names
- Engagement approach
- Minimum engagement requirements
Low Power/High Interest (Keep Informed):
- Stakeholder names
- Information sharing methods
- Participation opportunities
Low Power/Low Interest (Monitor):
- Stakeholder names
- Monitoring approach
PART 3: Detailed Engagement Action Plan
Present as a table with columns:
- Stakeholder Group
- Engagement Strategy (specific actions)
- Methods & Channels (meetings, radio, SMS, community forums)
- Frequency (weekly/monthly/quarterly)
- Responsible Party (project team roles)
- Resources Required
- Success Indicators (how to measure effective engagement)
- Timeline (project phase)
Additional Requirements:
- Include a separate section on conflict mitigation strategies
- Provide recommendations for Free, Prior, and Informed Consent (FPIC) process for indigenous communities
- Suggest culturally appropriate consultation methods
- Include gender-responsive engagement approaches
- Recommend grievance redress mechanism structure

📋 Complete M&E Framework Prompt Example

[PERSONA]
Act as a lead M&E advisor for UNICEF Education Section with 15 years of experience designing and implementing M&E frameworks for education programs in conflict-affected and fragile contexts. You specialize in results-based management, child-centered indicators, participatory M&E approaches, and digital data collection systems.
[CONTEXT]
Program Type: Integrated education access and quality improvement program in conflict-affected areas
Target Population: 25,000 out-of-school children (ages 6-14) in northeast Nigeria
- 60% girls, 40% boys
- Including internally displaced children and host community children
- Focus on most marginalized (children with disabilities, orphans, nomadic populations)
Duration: 5 years (2024-2029)
Geographic Scope: Borno, Adamawa, and Yobe states (BAY states)
Key Results Areas:
1. Increased access to safe learning environments
2. Improved learning outcomes in literacy and numeracy
3. Enhanced teaching quality and teacher retention
4. Strengthened community ownership and support
5. Improved psychosocial wellbeing and protection
Program Components:
- Accelerated Basic Education (ABE) centers
- Teacher recruitment and training
- Learning materials and supplies
- Classroom construction and rehabilitation
- School feeding programs
- Psychosocial support services
- Community mobilization and parent engagement
Donor Requirements: 
- UNICEF Strategic Plan indicators
- Global Partnership for Education (GPE) Results Framework
- Education Cannot Wait (ECW) standards
- Gender-responsive and disability-inclusive indicators
- Conflict-sensitive M&E approaches
[CHAIN-OF-THOUGHT]
Develop a comprehensive M&E framework through these systematic steps:
1. First, align the M&E framework with the program's logframe and theory of change:
   - Map indicators to each level (Impact → Outcome → Output → Activities)
   - Ensure logical flow from activities to ultimate impact
   - Identify key assumptions requiring monitoring
   - Link to UNICEF and GPE standard indicators while adding context-specific measures
2. Second, develop a comprehensive indicator system including:
   - Impact indicators (long-term education outcomes)
   - Outcome indicators (intermediate results on access, quality, equity)
   - Output indicators (service delivery and capacity building)
   - Process indicators (implementation quality and fidelity)
   - Include both quantitative metrics and qualitative assessments
   - Ensure SMART characteristics for all indicators
   - Specify disaggregation requirements: gender, age, disability status, displacement status, geographic location
3. Third, design detailed data collection plan covering:
   - Primary data sources (household surveys, school assessments, learning tests)
   - Secondary data sources (EMIS, attendance records, government reports)
   - Data collection methods (surveys, focus groups, observations, case studies)
   - Digital tools recommendation (KoBoToolbox, CommCare, or similar)
   - Sampling methodology and sample size calculations
   - Data collection frequency for each indicator
   - Quality assurance protocols
   - Participatory methods involving children, teachers, and communities
4. Fourth, establish comprehensive baseline data collection:
   - Baseline assessment methodology (mixed-methods approach)
   - Timeline for baseline (month 1-3 of program)
   - Baseline survey instruments design
   - Rapid education assessment in emergency protocol
   - Community mapping exercises
   - Stakeholder analysis baseline
5. Fifth, create robust data management, analysis, and reporting systems:
   - Data flow and management protocols
   - Analysis plan (statistical and thematic analysis methods)
   - Reporting schedule (monthly, quarterly, annual)
   - Report templates for different audiences
   - Data visualization approaches
   - Feedback mechanisms to program teams
   - Learning agenda and reflection processes
   - Real-time monitoring for rapid response
   - External evaluation plan (midterm and endline)
6. Sixth, develop capacity building and resource plan:
   - M&E staffing structure and roles
   - Training needs assessment
   - M&E capacity building curriculum
   - Budget allocation for M&E activities
   - Technical assistance requirements
[FORMATTING]
Present the M&E framework in these comprehensive sections:
SECTION 1: Indicator Performance Tracking Table
Columns:
- Results Level (Impact/Outcome/Output)
- Indicator Description
- Definition & Calculation Method
- Baseline Value
- Annual Targets (Year 1-5)
- Final Target
- Disaggregation Required
- Data Source
- Collection Method
- Frequency
- Responsible Party
Include 25-30 indicators across all levels
SECTION 2: Comprehensive Data Collection Calendar
Monthly view showing:
- Which indicators are collected each month
- Data collection activities scheduled
- Analysis and reporting deadlines
- Evaluation milestones (baseline, midterm, endline)
- Learning events and reflection workshops
SECTION 3: Data Collection Methodology Details
For each major data collection activity, specify:
- Purpose and learning questions
- Methodology (survey, assessment, observation, etc.)
- Sampling strategy and sample size
- Tools/instruments to be used
- Enumerator training requirements
- Quality assurance measures
- Timeline
- Estimated budget
SECTION 4: M&E Budget Breakdown
Table with categories:
- Personnel (M&E staff salaries)
- Baseline assessment
- Routine data collection
- Annual surveys
- Midterm and endline evaluations
- Digital data collection tools (licenses, devices)
- Data analysis software
- Capacity building and training
- Reporting and dissemination
- Contingency
Total budget as percentage of overall program budget (typically 5-10%)
SECTION 5: M&E Capacity Building Plan
Include:
- M&E team structure and staffing levels
- Skills assessment and gaps
- Training modules (basic M&E, data quality, digital tools, participatory methods)
- Training schedule
- Technical assistance needs
- Mentoring and coaching approach
- Communities of practice
SECTION 6: Data Quality Assurance Framework
- Data verification protocols
- Regular data quality audits schedule
- Spot checks methodology
- Data validation rules
- Error correction procedures
SECTION 7: Learning and Adaptive Management
- Learning questions aligned with program
- Reflection and learning event schedule
- Feedback loops to program management
- Adaptive management decision-making process
- Knowledge management system
Additional Requirements:
- Include child participation approaches in M&E
- Specify conflict-sensitive data collection protocols
- Recommend safeguarding measures for data on vulnerable children
- Include accountability to affected populations mechanisms
- Gender-responsive M&E approaches throughout