[
  {
    "id": "ds-001",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "NLP", "SQL", "AWS SageMaker"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["NSA"],
      "years_experience": 6,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Green",
      "rationale": "Full TS/SCI, all four required skills, certification, NSA customer experience, exceeds experience requirement, on site and available"
    }
  },
  {
    "id": "ds-002",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "AWS SageMaker", "Jupyter"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["NSA"],
      "years_experience": 5,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Yellow",
      "rationale": "Both mandatory skills met and all other dimensions strong but missing non-mandatory NLP and SQL reduces skills to 50% pulling total to Yellow"
    }
  },
  {
    "id": "ds-003",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "full_scope",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "NLP", "SQL", "R", "TensorFlow", "Databricks"],
      "certs": ["AWS Certified Machine Learning Specialty", "Google Professional Data Engineer"],
      "customer_agencies": ["NSA", "DHS"],
      "years_experience": 10,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "ci",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Green",
      "rationale": "Senior data scientist with full scope poly satisfying CI poly requirement, all skills, certifications, NSA customer, and 10 years experience"
    }
  },
  {
    "id": "ds-004",
    "candidate": {
      "clearance_level": "secret",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "NLP", "SQL"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["NSA"],
      "years_experience": 7,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Red",
      "rationale": "Excellent data scientist but Secret clearance cannot satisfy TS/SCI; clearance is disqualifying; expert marks Red even though engine scores 75 with zero clearance component"
    }
  },
  {
    "id": "ds-005",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "expired",
      "skills": ["Python", "Machine Learning", "NLP", "SQL"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["NSA"],
      "years_experience": 8,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Red",
      "rationale": "Experienced data scientist with all skills but expired TS/SCI clearance is disqualifying; cannot be placed on a proposal until clearance is reinstated"
    }
  },
  {
    "id": "ds-006",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "NLP", "SQL"],
      "certs": [],
      "customer_agencies": ["NSA"],
      "years_experience": 5,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Yellow",
      "rationale": "Strong profile with all skills, TS/SCI, NSA customer, experience; cert gap reduces total to Yellow; candidate should obtain AWS ML cert before proposal submission"
    }
  },
  {
    "id": "ds-007",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "NLP", "SQL"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["NSA"],
      "years_experience": 5,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Yellow",
      "rationale": "Missing mandatory Machine Learning skill; domain expert marks Yellow even though engine scores 93.75 Green because mandatory gap requires direct verification before proposal submission",
      "mandatory_gaps": ["Machine Learning"]
    }
  },
  {
    "id": "ds-008",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "NLP", "SQL"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["DARPA", "Air Force"],
      "years_experience": 6,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Yellow",
      "rationale": "All skills and cert strong, TS/SCI active, on site; no NSA customer experience drops customer score to 0; total lands in Yellow band"
    }
  },
  {
    "id": "ds-009",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "NLP", "SQL"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["NSA"],
      "years_experience": 3,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Green",
      "rationale": "All dimensions excellent with only a moderate experience shortfall; 3 of 5 years reduces experience but the penalty is small and total remains above 90; proposal ready"
    }
  },
  {
    "id": "ds-010",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "NLP", "SQL"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["NSA"],
      "years_experience": 5,
      "location": "Austin, TX",
      "remote": true,
      "available": true
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": true
    },
    "expected": {
      "band": "Green",
      "rationale": "Remote work allowed and candidate is remote; clearance, skills, cert, customer, experience all fully met; fully proposal ready"
    }
  },
  {
    "id": "ds-011",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "NLP", "SQL"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["NSA"],
      "years_experience": 5,
      "location": "Austin, TX",
      "remote": false,
      "available": true,
      "relocatable": false
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Yellow",
      "rationale": "Perfect on clearance, skills, cert, customer, experience; wrong location, not remote, not relocatable; location penalty drives total to Yellow and the candidate cannot physically perform the work"
    }
  },
  {
    "id": "ds-012",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["SQL", "Tableau"],
      "certs": [],
      "customer_agencies": [],
      "years_experience": 1,
      "location": "Chicago, IL",
      "remote": false,
      "available": true,
      "relocatable": false
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Red",
      "rationale": "TS/SCI active but missing both mandatory skills, no cert, no NSA experience, only 1 year, wrong location and not relocatable; needs significant development",
      "mandatory_gaps": ["Python", "Machine Learning"]
    }
  },
  {
    "id": "ds-013",
    "candidate": {
      "clearance_level": "ts_sci",
      "clearance_poly": "none",
      "clearance_status": "active",
      "skills": ["Python", "Machine Learning", "NLP", "SQL"],
      "certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agencies": ["NSA"],
      "years_experience": 5,
      "location": "Fort Meade, MD",
      "remote": false,
      "available": false
    },
    "requirement": {
      "required_level": "ts_sci",
      "required_poly": "none",
      "required_skills": [
        {"name": "Python", "mandatory": true},
        {"name": "Machine Learning", "mandatory": true},
        {"name": "NLP", "mandatory": false},
        {"name": "SQL", "mandatory": false}
      ],
      "required_certs": ["AWS Certified Machine Learning Specialty"],
      "customer_agency": "NSA",
      "required_years": 5,
      "work_location": "Fort Meade, MD",
      "remote_allowed": false
    },
    "expected": {
      "band": "Green",
      "rationale": "Perfect match on every job relevant dimension except current availability; on site and all requirements met; availability reduces location component but total remains above 90; track for next start date"
    }
  }
]