Matching Users to Project
Table of Contents
- Overview
- Getting Started
- Input Data Requirements
- File Format Specifications
- How to Prompt the Agent
- Example Usage
- Best Practices
- Troubleshooting
- FAQ
Overview
The Project User Recommendation Agent is designed to help you identify the top 3 most suitable users for any given project based on skill matching, proficiency levels, performance metrics, and availability. This documentation will guide you through the proper usage of the agent to ensure optimal recommendations.
Getting Started
Prerequisites
- Project details and requirements clearly defined
- User profiles with complete skills data
- Understanding of your organization's proficiency rating scales
- Access to benchmark performance metrics
What You'll Need
- Project Information: Comprehensive project specifications
- Users Information: Comprehensive user profiles with skills and ratings
- Clear Requirements: Well-defined success criteria for the project
Input Data Requirements
Project Information (Required)
The agent needs the following project details:
| Field | Description | Example | Required |
|---|---|---|---|
| Project Title | Clear, descriptive project name | "Customer Portal Redesign" | ✅ |
| Description | Detailed project overview and objectives | "Redesign the customer-facing web portal to improve UX and add new features" | ✅ |
| Commitment Duration | Timeline and effort requirements | "3 months, full-time" or "6 weeks, 50% allocation" | ✅ |
| Job Profile | Role requirements and responsibilities | "Frontend Developer with UX collaboration" | ✅ |
| Department | Requesting department or business unit | "Digital Marketing" or "IT" | ✅ |
| Skills | List of skills with importance levels | "React (Critical), CSS (High), UX Design (Medium)" | ✅ |
User Information (Required)
For each potential candidate, provide:
| Field | Description | Example | Required |
|---|---|---|---|
| User ID/Name/Email | Unique identifier | "John Smith" or "EMP001" or "john@example.com" | ✅ |
| Skills List | Complete skill inventory | "React, JavaScript, CSS, HTML, Node.js" | ✅ |
| Proficiency Ratings | Skill-specific competency levels | "React: 8/10, CSS: 7/10, JavaScript: 9/10" | ✅ |
| Benchmark Ratings | Performance metrics | "Overall: 85/100, Project Delivery: 90/100" | ✅ |
File Format Specifications
Option 1: Separated TXT Format (Recommended)
project.txt
Project Details: Web SaaS Product Development
Project Info
Expected Commitment: 5 days per week
Job Profile: Full-Stack SaaS Developer
Department: Product Development
Business Location: Remote/Hybrid
Description
We are seeking an experienced full-stack developer to lead the development of our next-generation Web SaaS platform. This role involves architecting, building, and scaling a cloud-based software solution that serves enterprise clients with mission-critical business operations. The developer will work closely with cross-functional teams to deliver a robust, secure, and user-friendly SaaS application that meets modern web standards and industry best practices. The position requires expertise in both frontend and backend technologies, with a strong focus on scalability, performance optimization, and seamless user experience.
Required Skills
Technical Skills
Frontend Development - React.js, Vue.js, or Angular with modern JavaScript/TypeScript
Backend Development - Node.js, Python (Django/Flask), or Java Spring Boot
Database Management - PostgreSQL, MongoDB, Redis for caching and session management
Cloud Infrastructure - AWS, Azure, or Google Cloud Platform deployment and management
API Development - RESTful APIs, GraphQL, and microservices architecture
DevOps & CI/CD - Docker, Kubernetes, Jenkins, GitHub Actions for automated deployment
Security Implementation - OAuth 2.0, JWT authentication, data encryption, and GDPR compliance
Performance Optimization - Code profiling, database query optimization, and CDN integration
Soft Skills
Problem Solving - Analytical thinking and debugging complex technical issues
Collaboration - Working effectively with designers, product managers, and stakeholders
Communication - Technical documentation and cross-team coordination
Agile Methodology - Scrum/Kanban experience with sprint planning and delivery
Quality Assurance - Unit testing, integration testing, and test-driven development
User Experience Focus - Understanding of UX principles and accessibility standards
Project Management - Timeline estimation, milestone tracking, and risk assessment
Continuous Learning - Staying updated with emerging technologies and industry trends
Domain Expertise
SaaS Architecture - Multi-tenancy, subscription management, and billing integration
Scalability Planning - Load balancing, horizontal scaling, and performance monitoring
Data Analytics Integration - Dashboard development and reporting capabilities
Third-Party Integrations - CRM systems, payment gateways, and business tools
Compliance Knowledge - SOC 2, ISO 27001, and industry-specific regulations
users.txt
SARAH_MARTINEZ
skill_name,proficiency,required_proficiency
Project Management,4.5,4.0
JavaScript,5.0,5.0
React Development,4.0,4.5
Data Analysis,3.5,4.0
Agile Methodologies,5.0,4.0
MICHAEL_CHEN
skill_name,proficiency,required_proficiency
Machine Learning,4.5,5.0
Python Programming,5.0,4.5
Statistical Analysis,4.0,4.0
Cloud Computing,3.5,4.0
API Development,4.5,4.0
ALEXANDRA_JOHNSON
skill_name,proficiency,required_proficiency
UX Design,5.0,4.5
Figma,4.5,4.0
User Research,4.0,4.5
Prototyping,4.5,4.0
Visual Design,3.5,4.0
Option 2: Combined Structured Text Format
Project Details: Web SaaS Product Development
Project Info
Expected Commitment: 5 days per week
Job Profile: Full-Stack SaaS Developer
Department: Product Development
Business Location: Remote/Hybrid
Description
We are seeking an experienced full-stack developer to lead the development of our next-generation Web SaaS platform. This role involves architecting, building, and scaling a cloud-based software solution that serves enterprise clients with mission-critical business operations. The developer will work closely with cross-functional teams to deliver a robust, secure, and user-friendly SaaS application that meets modern web standards and industry best practices. The position requires expertise in both frontend and backend technologies, with a strong focus on scalability, performance optimization, and seamless user experience.
Required Skills
Technical Skills
Frontend Development - React.js, Vue.js, or Angular with modern JavaScript/TypeScript
Backend Development - Node.js, Python (Django/Flask), or Java Spring Boot
Database Management - PostgreSQL, MongoDB, Redis for caching and session management
Cloud Infrastructure - AWS, Azure, or Google Cloud Platform deployment and management
API Development - RESTful APIs, GraphQL, and microservices architecture
DevOps & CI/CD - Docker, Kubernetes, Jenkins, GitHub Actions for automated deployment
Security Implementation - OAuth 2.0, JWT authentication, data encryption, and GDPR compliance
Performance Optimization - Code profiling, database query optimization, and CDN integration
Soft Skills
Problem Solving - Analytical thinking and debugging complex technical issues
Collaboration - Working effectively with designers, product managers, and stakeholders
Communication - Technical documentation and cross-team coordination
Agile Methodology - Scrum/Kanban experience with sprint planning and delivery
Quality Assurance - Unit testing, integration testing, and test-driven development
User Experience Focus - Understanding of UX principles and accessibility standards
Project Management - Timeline estimation, milestone tracking, and risk assessment
Continuous Learning - Staying updated with emerging technologies and industry trends
Domain Expertise
SaaS Architecture - Multi-tenancy, subscription management, and billing integration
Scalability Planning - Load balancing, horizontal scaling, and performance monitoring
Data Analytics Integration - Dashboard development and reporting capabilities
Third-Party Integrations - CRM systems, payment gateways, and business tools
Compliance Knowledge - SOC 2, ISO 27001, and industry-specific regulations
SARAH_MARTINEZ
skill_name,proficiency,required_proficiency
Project Management,4.5,4.0
JavaScript,5.0,5.0
React Development,4.0,4.5
Data Analysis,3.5,4.0
Agile Methodologies,5.0,4.0
MICHAEL_CHEN
skill_name,proficiency,required_proficiency
Machine Learning,4.5,5.0
Python Programming,5.0,4.5
Statistical Analysis,4.0,4.0
Cloud Computing,3.5,4.0
API Development,4.5,4.0
ALEXANDRA_JOHNSON
skill_name,proficiency,required_proficiency
UX Design,5.0,4.5
Figma,4.5,4.0
User Research,4.0,4.5
Prototyping,4.5,4.0
Visual Design,3.5,4.0
How to Prompt the Agent
Basic Prompt Structure
I need recommendations for a project. Please analyze the following data and provide your top 3 user recommendations:
[INSERT PROJECT AND USER DATA HERE]
Enhanced Prompt Examples
For High-Criticality Projects
I need urgent recommendations for a critical project with tight deadlines. Please prioritize users with:
1. Proven track record in similar projects
2. High availability and commitment capability
3. Strong proficiency in core required skills
Please emphasize risk mitigation in your recommendations and include confidence levels for each suggestion.
[UPLOAD PROJECT AND USER DATA]
For Skill Development Focus
I'm looking for project assignments that balance immediate delivery needs with team development opportunities. Please consider:
1. Users who can grow their skills through this project
2. Mentorship and knowledge transfer opportunities
3. Long-term capability building for the organization
Please highlight learning opportunities and skill development potential in your analysis.
[INSERT PROJECT AND USER DATA]
For Cross-Functional Projects
This project requires collaboration across multiple departments. Please evaluate:
1. Cross-functional experience and communication skills
2. Ability to work with diverse stakeholders
3. Bridge-building capabilities between technical and business teams
Please consider soft skills and collaboration history in your recommendations.
[PROJECT AND USER DATA]
Example Usage
Complete Example
I need urgent recommendations for a critical project with tight deadlines. Please prioritize users with:
Proven track record in similar projects
High availability and commitment capability
Strong proficiency in core required skills
Please emphasize risk mitigation in your recommendations and include confidence levels for each suggestion.
=== PROJECT INFORMATION ===
Project Details: Web SaaS Product Development
Project Info
Expected Commitment: 5 days per week
Job Profile: Full-Stack SaaS Developer
Department: Product Development
Business Location: Remote/Hybrid
Description
We are seeking an experienced full-stack developer to lead the development of our next-generation Web SaaS platform. This role involves architecting, building, and scaling a cloud-based software solution that serves enterprise clients with mission-critical business operations. The developer will work closely with cross-functional teams to deliver a robust, secure, and user-friendly SaaS application that meets modern web standards and industry best practices. The position requires expertise in both frontend and backend technologies, with a strong focus on scalability, performance optimization, and seamless user experience.
Required Skills
Technical Skills
Frontend Development - React.js, Vue.js, or Angular with modern JavaScript/TypeScript
Backend Development - Node.js, Python (Django/Flask), or Java Spring Boot
Database Management - PostgreSQL, MongoDB, Redis for caching and session management
Cloud Infrastructure - AWS, Azure, or Google Cloud Platform deployment and management
API Development - RESTful APIs, GraphQL, and microservices architecture
DevOps & CI/CD - Docker, Kubernetes, Jenkins, GitHub Actions for automated deployment
Security Implementation - OAuth 2.0, JWT authentication, data encryption, and GDPR compliance
Performance Optimization - Code profiling, database query optimization, and CDN integration
Soft Skills
Problem Solving - Analytical thinking and debugging complex technical issues
Collaboration - Working effectively with designers, product managers, and stakeholders
Communication - Technical documentation and cross-team coordination
Agile Methodology - Scrum/Kanban experience with sprint planning and delivery
Quality Assurance - Unit testing, integration testing, and test-driven development
User Experience Focus - Understanding of UX principles and accessibility standards
Project Management - Timeline estimation, milestone tracking, and risk assessment
Continuous Learning - Staying updated with emerging technologies and industry trends
Domain Expertise
SaaS Architecture - Multi-tenancy, subscription management, and billing integration
Scalability Planning - Load balancing, horizontal scaling, and performance monitoring
Data Analytics Integration - Dashboard development and reporting capabilities
Third-Party Integrations - CRM systems, payment gateways, and business tools
Compliance Knowledge - SOC 2, ISO 27001, and industry-specific regulations
=== USER INFORMATION ===
SARAH_MARTINEZ
skill_name,proficiency,required_proficiency
Project Management,4.5,4.0
JavaScript,5.0,5.0
React Development,4.0,4.5
Data Analysis,3.5,4.0
Agile Methodologies,5.0,4.0
MICHAEL_CHEN
skill_name,proficiency,required_proficiency
Machine Learning,4.5,5.0
Python Programming,5.0,4.5
Statistical Analysis,4.0,4.0
Cloud Computing,3.5,4.0
API Development,4.5,4.0
ALEXANDRA_JOHNSON
skill_name,proficiency,required_proficiency
UX Design,5.0,4.5
Figma,4.5,4.0
User Research,4.0,4.5
Prototyping,4.5,4.0
Visual Design,3.5,4.0
Best Practices
Data Quality
- Complete Profiles: Ensure all users have comprehensive skill and performance data
- Consistent Ratings: Use the same scale across all proficiency and benchmark ratings
- Recent Data: Keep user profiles updated with current skills and availability
- Accurate Requirements: Clearly define project requirements and skill importance levels
Prompt Optimization
- Be Specific: Provide detailed project context and success criteria
- Include Constraints: Mention any limitations (budget, timeline, team size)
- State Priorities: Clearly indicate what factors are most important for success
- Request Clarification: Ask for specific analysis areas if needed
Interpretation Guidelines
- Consider Context: Factor in your organization's specific needs and culture
- Validate Assumptions: Cross-check agent recommendations with your knowledge
- Multiple Scenarios: Run recommendations for different priority weightings
- Document Decisions: Keep records of recommendations and actual outcomes
Troubleshooting
Common Issues and Solutions
"Insufficient Data" Error
Problem: Agent indicates missing critical information Solution:
- Review required fields in the data requirements section
- Ensure all users have complete skill profiles
- Verify project requirements are fully specified
Unexpected Recommendations
Problem: Recommendations don't align with expectations Solution:
- Review the skill importance weightings in your project description
- Check if proficiency scales are consistent across users
- Consider if benchmark ratings reflect current capabilities
Low Confidence Scores
Problem: Agent reports low confidence in recommendations Solution:
- Increase the candidate pool with more user profiles
- Provide more detailed project requirements
- Consider adjusting skill requirements if too restrictive
Missing Skills Coverage
Problem: No users adequately cover required skills Solution:
- Consider team-based recommendations (multiple users)
- Explore training opportunities for near-match candidates
- Re-evaluate if all listed skills are truly required
FAQ
Q: How many users should I include in the analysis? A: Include all potentially suitable candidates. The agent will identify the best matches. Typically 5-20 users provide good analysis depth without overwhelming the system.
Q: How many project should I include in the analysis? A: We recommend only use one project. Multiple projects might confuse the agent which might end up with subpar result.
Q: What if I don't have benchmark ratings for all users? A: The agent can work with available data but will note limitations. Consider using available performance indicators like project completion rates, peer feedback scores, or manager evaluations.
Q: Can the agent recommend partial allocations or team combinations? A: Yes, mention in your prompt if you're open to shared allocations or team-based solutions. The agent will consider these options in the "Alternative Considerations" section.
Technical Questions
Q: What proficiency scale should I use? A: Any consistent scale works (1-6, 1-10, 1-5, percentage). Just ensure all users are rated on the same scale and mention it in your data.
Q: How should I weight skill importance? A: Use descriptive terms (Critical, High, Medium, Low) or numeric weights (1-5). Critical skills should be those without which the project cannot succeed.
Q: Can I include soft skills in the evaluation? A: Yes, include soft skills in the skills list with proficiency ratings. Examples: "Communication (8/10)", "Leadership (7/10)", "Problem Solving (9/10)".
Q: Should I always choose the #1 recommendation? A: Not necessarily. Consider the full analysis, including risks, availability, and organizational needs. Sometimes the #2 or #3 choice might be better for strategic reasons.
Q: How reliable are the match scores? A: Match scores provide relative comparisons within your candidate pool. Use them alongside the qualitative analysis and your organizational knowledge.
Q: What if two users have very similar scores? A: Look at the detailed breakdown and risk assessment. Consider factors like development opportunities, team dynamics, and long-term organizational goals.