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          "title": "Linux Foundation Certification Exam Candidate Handbook",
          "resource_type": "candidate_handbook",
          "url": "https://docs.linuxfoundation.org/tc-docs/certification/lf-handbook2",
          "official": true,
          "free": true,
          "checked_date": "2026-06-30"
        },
        {
          "title": "Introduction to Kubernetes (LFS158) - free",
          "resource_type": "free_intro_course",
          "url": "https://training.linuxfoundation.org/training/introduction-to-kubernetes/",
          "official": true,
          "free": true,
          "checked_date": "2026-06-30"
        },
        {
          "title": "Introduction to Linux (LFS101) - free",
          "resource_type": "free_intro_course",
          "url": "https://training.linuxfoundation.org/training/introduction-to-linux/",
          "official": true,
          "free": true,
          "checked_date": "2026-06-30"
        }
      ],
      "roles": [
        {
          "role_id": "role_cloud_engineer",
          "relationship": "strong_signal",
          "sources": [
            {
              "publisher": "Linux Foundation",
              "url": "https://training.linuxfoundation.org/certification-catalog/",
              "checked_date": "2026-06-07"
            }
          ]
        }
      ],
      "occupations": [
        {
          "occupation_id": "occ_computer_systems_engineers_architects",
          "title": "Computer Systems Engineers/Architects",
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              "value": 116580.0,
              "period": "2025-05",
              "geography": "United States",
              "stratum": "national",
              "source_url": "https://www.bls.gov/oes/special-requests/oesm25nat.zip",
              "retrieved_at": "2026-08-02T00:38:03+00:00"
            },
            {
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              "value": 8.2,
              "period": "2024-2034",
              "geography": "United States",
              "stratum": "national",
              "source_url": "https://www.bls.gov/emp/ind-occ-matrix/occupation.xlsx",
              "retrieved_at": "2026-07-21T12:30:56+00:00"
            },
            {
              "metric": "annual_openings_thousands",
              "value": 31.3,
              "period": "2024-2034",
              "geography": "United States",
              "stratum": "national",
              "source_url": "https://www.bls.gov/emp/ind-occ-matrix/occupation.xlsx",
              "retrieved_at": "2026-07-21T12:30:56+00:00"
            }
          ],
          "limitation": "Occupation statistics describe the mapped occupation, not certification holders, and do not prove that this credential causes a salary, hiring, or employment outcome."
        }
      ],
      "training_offers": [],
      "known_unknowns": []
    },
    {
      "schema_version": "rolemath_open_certification_data_v2",
      "credential": {
        "certification_id": "cert_offensive_security_oscp",
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        "vendor_name": "OffSec",
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        "slug": "offensive-security-oscp",
        "route_identifier": "/certifications/offensive-security/offensive-security-oscp",
        "rolemath_url": "https://rolemath.com/certifications/offensive-security/offensive-security-oscp/",
        "official_url": "https://www.offsec.com/courses/pen-200/",
        "exam_codes": [
          "PEN-200",
          "OSCP+"
        ]
      },
      "currentness": {
        "state": "current",
        "exam_code": "PEN-200 OSCP+",
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        "valid_until": null,
        "source_url": "https://www.offsec.com/courses/pen-200/",
        "transition_source_url": null,
        "checked_date": "2026-08-09"
      },
      "eligibility": {
        "hard_prerequisite": null,
        "recommended_background": "No formal prerequisites. OffSec strongly recommends TCP/IP networking knowledge, reasonable Windows and Linux administration experience, and basic Bash and/or Python scripting familiarity.",
        "registration_eligibility": "No required prerequisite or experience requirement stated on the official source.",
        "source_url": "https://www.offsec.com/courses/pen-200/",
        "checked_date": "2026-06-26",
        "evidence_state": "attributed"
      },
      "cost": {
        "exam_fees": [
          {
            "amount": 1699.0,
            "currency": "USD",
            "scope": "PEN-200;OSCP+; United States storefront",
            "source_url": "https://www.offsec.com/courses/pen-200/",
            "checked_date": "2026-06-26"
          }
        ],
        "application_fees": [],
        "renewal": {
          "lifecycle_state": "no_expiration",
          "validity_years": 3.0,
          "model": "OSCP has no expiration; OSCP+ expires after 3 years and renews via a recert exam, a qualifying higher OffSec cert, or the OffSec CPE program.",
          "fee": null,
          "fee_unit": null,
          "ce_credits": null,
          "ce_period": "per 3-year cycle",
          "source_url": "https://www.offsec.com/courses/pen-200/",
          "checked_date": "2026-06-26"
        }
      },
      "free_official_preparation": [
        {
          "title": "OffSec PEN-200 OSCP Syllabus PDF",
          "resource_type": "exam_objectives",
          "url": "https://cdn.sanity.io/files/t7y0tkf4/production/7b2930618d2d091960bdf990c5a9ff4dc14a20a8.pdf",
          "official": true,
          "free": true,
          "checked_date": "2026-06-30"
        }
      ],
      "roles": [
        {
          "role_id": "role_penetration_tester",
          "relationship": "strong_signal_after_foundation",
          "sources": [
            {
              "publisher": "OffSec",
              "url": "https://www.offsec.com/courses-and-certifications/",
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          ]
        },
        {
          "role_id": "role_penetration_tester",
          "relationship": "advanced_adjacent",
          "sources": [
            {
              "publisher": "OffSec",
              "url": "https://www.offsec.com/courses-and-certifications/",
              "checked_date": "2026-06-26"
            }
          ]
        }
      ],
      "occupations": [],
      "training_offers": [],
      "known_unknowns": [
        "RoleMath has not mapped this credential to an occupation with attributable evidence."
      ]
    },
    {
      "schema_version": "rolemath_open_certification_data_v2",
      "credential": {
        "certification_id": "cert_ec_council_certified_ethical_hacker_ceh",
        "vendor_id": "ec_council",
        "vendor_name": "EC-Council",
        "name": "Certified Ethical Hacker (CEH)",
        "slug": "ec-council-certified-ethical-hacker-ceh",
        "route_identifier": "/certifications/ec-council/ec-council-certified-ethical-hacker-ceh",
        "rolemath_url": null,
        "official_url": "https://www.eccouncil.org/train-certify/certified-ethical-hacker-ceh-v13-north-america/",
        "exam_codes": [
          "312-50"
        ]
      },
      "currentness": {
        "state": "unresolved",
        "exam_code": "312-50",
        "version_label": "CEH v13 / CEH AI identity unresolved",
        "valid_from": null,
        "valid_until": null,
        "source_url": "https://www.eccouncil.org/train-certify/certified-ethical-hacker-ceh/",
        "transition_source_url": null,
        "checked_date": "2026-08-09"
      },
      "eligibility": {
        "hard_prerequisite": "Self-study / exam-challenge route requires verifiable proof of at least 2 years of experience in the CEH exam domains.",
        "recommended_background": "Self-study / exam-challenge route requires verifiable proof of at least 2 years of experience in the CEH exam domains.",
        "registration_eligibility": "Conditional registration: official training route is open through authorized EC-Council training channels; direct exam registration without training requires the eligibility application, approval, and voucher purchase.",
        "source_url": "https://cert.eccouncil.org/application-process-eligibility.html",
        "checked_date": "2026-06-26",
        "evidence_state": "attributed"
      },
      "cost": {
        "exam_fees": [],
        "application_fees": [],
        "renewal": {
          "lifecycle_state": "time_limited",
          "validity_years": 3.0,
          "model": "EC-Council ECE policy states certifications are valid for three years from certification; members under the ECE scheme must complete 120 ECE credits within the three-year window and keep CE fees current.",
          "fee": null,
          "fee_unit": null,
          "ce_credits": null,
          "ce_period": "per 3-year cycle",
          "source_url": "https://cert.eccouncil.org/ece-policy.html",
          "checked_date": "2026-06-08"
        }
      },
      "free_official_preparation": [
        {
          "title": "CEH Exam Blueprint v5 (free PDF)",
          "resource_type": "exam_objectives",
          "url": "https://cert.eccouncil.org/wp-content/uploads/2024/04/CEH-Exam-Blueprint-v5.pdf",
          "official": true,
          "free": true,
          "checked_date": "2026-06-30"
        }
      ],
      "roles": [
        {
          "role_id": "role_cybersecurity_analyst",
          "relationship": "advanced_adjacent",
          "sources": [
            {
              "publisher": "EC-Council",
              "url": "https://www.eccouncil.org/train-certify/",
              "checked_date": "2026-06-07"
            }
          ]
        }
      ],
      "occupations": [
        {
          "occupation_id": "occ_information_security_analysts",
          "title": "Information Security Analysts",
          "soc_code": "15-1212",
          "statistics": [
            {
              "metric": "annual_median_wage_usd",
              "value": 129180.0,
              "period": "2025-05",
              "geography": "United States",
              "stratum": "national",
              "source_url": "https://www.bls.gov/oes/special-requests/oesm25nat.zip",
              "retrieved_at": "2026-08-02T00:38:03+00:00"
            },
            {
              "metric": "employment_change_percent",
              "value": 28.5,
              "period": "2024-2034",
              "geography": "United States",
              "stratum": "national",
              "source_url": "https://www.bls.gov/emp/ind-occ-matrix/occupation.xlsx",
              "retrieved_at": "2026-07-21T12:30:56+00:00"
            },
            {
              "metric": "annual_openings_thousands",
              "value": 16.0,
              "period": "2024-2034",
              "geography": "United States",
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              "source_url": "https://www.bls.gov/emp/ind-occ-matrix/occupation.xlsx",
              "retrieved_at": "2026-07-21T12:30:56+00:00"
            }
          ],
          "limitation": "Occupation statistics describe the mapped occupation, not certification holders, and do not prove that this credential causes a salary, hiring, or employment outcome."
        }
      ],
      "training_offers": [],
      "known_unknowns": [
        "RoleMath did not find an in-window attributable exam/version for the build date.",
        "No current scoped exam fee is attributable yet."
      ]
    },
    {
      "schema_version": "rolemath_open_certification_data_v2",
      "credential": {
        "certification_id": "cert_pmi_pmp",
        "vendor_id": "pmi",
        "vendor_name": "Project Management Institute",
        "name": "Project Management Professional",
        "slug": "pmi-pmp",
        "route_identifier": "/certifications/pmi/pmi-pmp",
        "rolemath_url": null,
        "official_url": "https://www.pmi.org/certifications/project-management-pmp",
        "exam_codes": [
          "PMP"
        ]
      },
      "currentness": {
        "state": "current",
        "exam_code": "PMP",
        "version_label": "Updated exam effective 2026-07-09",
        "valid_from": null,
        "valid_until": null,
        "source_url": "https://www.pmi.org/certifications/project-management-pmp",
        "transition_source_url": "https://www.pmi.org/certifications/project-management-pmp/new-exam",
        "checked_date": "2026-08-09"
      },
      "eligibility": {
        "hard_prerequisite": "2-5 years depending on education route",
        "recommended_background": "PMP eligibility requires project-leadership experience: 60 months/5 years with a secondary diploma, 36 months/3 years with a bachelor degree or higher, or 24 months/2 years with a GAC-accredited degree, plus 35 hours of project-management education/training or approved substitute.",
        "registration_eligibility": "No — PMP application eligibility requires project-leadership experience and education/training before exam scheduling.",
        "source_url": "https://www.pmi.org/certifications/project-management-pmp",
        "checked_date": "2026-06-25",
        "evidence_state": "attributed"
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        "application_fees": [],
        "renewal": {
          "lifecycle_state": "time_limited",
          "validity_years": 3.0,
          "model": "PMP requires 60 PDUs over a 3-year cycle; we have not recorded a single published renewal fee, because the cited PMI page shows costs at registration and they vary by membership and region.",
          "fee": null,
          "fee_unit": null,
          "ce_credits": null,
          "ce_period": "per 3-year cycle",
          "source_url": "https://www.pmi.org/certifications/certification-resources/maintain",
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        }
      },
      "free_official_preparation": [
        {
          "title": "PMP Examination Content Outline (2026 ECO, free PDF)",
          "resource_type": "exam_objectives",
          "url": "https://www.pmi.org/-/media/pmi/documents/public/pdf/certifications/new-pmp-examination-content-outline-2026.pdf",
          "official": true,
          "free": true,
          "checked_date": "2026-06-30"
        }
      ],
      "roles": [
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          "relationship": "adjacent",
          "sources": [
            {
              "publisher": "Project Management Institute",
              "url": "https://www.pmi.org/certifications/project-management-pmp",
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            }
          ]
        }
      ],
      "occupations": [
        {
          "occupation_id": "occ_project_management_specialists",
          "title": "Project Management Specialists",
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          "statistics": [
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              "metric": "annual_median_wage_usd",
              "value": 102320.0,
              "period": "2025-05",
              "geography": "United States",
              "stratum": "national",
              "source_url": "https://www.bls.gov/oes/special-requests/oesm25nat.zip",
              "retrieved_at": "2026-08-02T00:38:03+00:00"
            },
            {
              "metric": "employment_change_percent",
              "value": 5.6,
              "period": "2024-2034",
              "geography": "United States",
              "stratum": "national",
              "source_url": "https://www.bls.gov/emp/ind-occ-matrix/occupation.xlsx",
              "retrieved_at": "2026-07-21T12:30:56+00:00"
            },
            {
              "metric": "annual_openings_thousands",
              "value": 78.2,
              "period": "2024-2034",
              "geography": "United States",
              "stratum": "national",
              "source_url": "https://www.bls.gov/emp/ind-occ-matrix/occupation.xlsx",
              "retrieved_at": "2026-07-21T12:30:56+00:00"
            }
          ],
          "limitation": "Occupation statistics describe the mapped occupation, not certification holders, and do not prove that this credential causes a salary, hiring, or employment outcome."
        }
      ],
      "training_offers": [],
      "known_unknowns": [
        "No current scoped exam fee is attributable yet."
      ]
    },
    {
      "schema_version": "rolemath_open_certification_data_v2",
      "credential": {
        "certification_id": "cert_pmi_capm",
        "vendor_id": "pmi",
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        "name": "Certified Associate in Project Management",
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        "route_identifier": "/certifications/pmi/pmi-capm",
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        "official_url": "https://www.pmi.org/certifications/certified-associate-capm",
        "exam_codes": []
      },
      "currentness": {
        "state": "current",
        "exam_code": "",
        "version_label": "vendor_no_number",
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        "valid_until": null,
        "source_url": "https://www.pmi.org/certifications/certified-associate-capm/",
        "transition_source_url": null,
        "checked_date": "2026-08-09"
      },
      "eligibility": {
        "hard_prerequisite": "A secondary diploma (high-school or global equivalent) plus 23 contact hours of formal project-management education — no work experience and no prior certification required.",
        "recommended_background": null,
        "registration_eligibility": "Open to anyone meeting the education requirement; PMI membership is not required.",
        "source_url": "https://www.pmi.org/-/media/pmi/documents/public/pdf/certifications/certified-associate-project-management-handbook.pdf",
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          "model": "Per-cycle renewal fee + earn PDUs",
          "fee": 60.0,
          "fee_unit": "per_cycle",
          "ce_credits": 15.0,
          "ce_period": "PDUs per 3-year cycle",
          "source_url": "https://www.pmi.org/-/media/pmi/documents/public/pdf/certifications/maintaining-capm-faqs.pdf",
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      },
      "free_official_preparation": [
        {
          "title": "CAPM Examination Content Outline (ECO, free PDF)",
          "resource_type": "exam_objectives",
          "url": "https://www.pmi.org/-/media/pmi/documents/public/pdf/certifications/capm-exam-content-outline-english.pdf",
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          "free": true,
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      "roles": [
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      ],
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            },
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              "metric": "employment_change_percent",
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              "geography": "United States",
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              "source_url": "https://www.bls.gov/emp/ind-occ-matrix/occupation.xlsx",
              "retrieved_at": "2026-07-21T12:30:56+00:00"
            },
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              "metric": "annual_openings_thousands",
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              "period": "2024-2034",
              "geography": "United States",
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              "source_url": "https://www.bls.gov/emp/ind-occ-matrix/occupation.xlsx",
              "retrieved_at": "2026-07-21T12:30:56+00:00"
            }
          ],
          "limitation": "Occupation statistics describe the mapped occupation, not certification holders, and do not prove that this credential causes a salary, hiring, or employment outcome."
        }
      ],
      "training_offers": [],
      "known_unknowns": [
        "No current scoped exam fee is attributable yet."
      ]
    },
    {
      "schema_version": "rolemath_open_certification_data_v2",
      "credential": {
        "certification_id": "cert_peoplecert_itil4_foundation",
        "vendor_id": "peoplecert",
        "vendor_name": "PeopleCert",
        "name": "ITIL 4 Foundation",
        "slug": "peoplecert-itil-4-foundation",
        "route_identifier": "/certifications/peoplecert/itil-4-foundation",
        "rolemath_url": null,
        "official_url": "https://www.peoplecert.org/browse-certifications/it-governance-and-service-management/ITIL-1/itil-4-foundation-2565",
        "exam_codes": []
      },
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        "exam_code": "ITIL 4 Foundation",
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        "valid_until": null,
        "source_url": "https://www.peoplecert.org/browse-certifications/it-governance-and-service-management/ITIL-1/itil-4-foundation-2565",
        "transition_source_url": "https://www.peoplecert.org/browse-certifications/it-governance-and-service-management/ITIL-1/itil-5-foundation-version-50-4154",
        "checked_date": "2026-08-09"
      },
      "eligibility": {
        "hard_prerequisite": "none",
        "recommended_background": null,
        "registration_eligibility": "yes",
        "source_url": "https://www.peoplecert.org/browse-certifications/it-governance-and-service-management/ITIL-1/itil-4-foundation-2565",
        "checked_date": "2026-07-29",
        "evidence_state": "attributed"
      },
      "cost": {
        "exam_fees": [],
        "application_fees": [],
        "renewal": null
      },
      "free_official_preparation": [],
      "roles": [],
      "occupations": [],
      "training_offers": [],
      "known_unknowns": [
        "No current scoped exam fee is attributable yet.",
        "Lifecycle or renewal semantics are not attributable yet.",
        "No current official and genuinely free preparation resource is recorded.",
        "RoleMath has not mapped this credential to an occupation with attributable evidence."
      ]
    }
  ],
  "release": {
    "version": "0.2.0",
    "published_date": "2026-08-10",
    "source_package_sha": "2ff4983f0238085f29d0faf3307c23aee24c33c8",
    "live_url_projection": {
      "source": "https://rolemath.com/sitemap.xml",
      "observed_date": "2026-08-10",
      "sitemap_route_count": 310,
      "sitemap_sha256": "5c1424e53f6abe914cc3a39d6bdc26209a8556156c063242c320fdd876533acd",
      "matched_records": 28,
      "null_records": 22,
      "method": "Exact normalized route match only; no fuzzy matching or held-route inference."
    }
  }
}
