{
  "openapi": "3.1.0",
  "info": {
    "title": "Occupations API",
    "version": "1.0.0",
    "description": "O*NET occupations with 56,495 alternate job titles for normalising any job title to a SOC code.\n\nThe US occupational taxonomy as an API, built on the Department of Labor's O*NET 30.0 database (CC BY 4.0). All 1,016 SOC-aligned occupations with descriptions, and — the killer feature for HR tech — 56,495 alternate job titles for title normalization: search 'Scrum Master' and get Information Technology Project Managers (15-1299.09), 'truck driver' resolves to the right SOC codes, full-text search covers primary titles, descriptions AND every alternate title, with the matched title returned. Each occupation profile carries its top-rated skills, knowledge areas, abilities and work styles (121,564 importance ratings), 18,797 task statements, 32,681 technology skills with Hot Technology / In Demand flags (ask which occupations use Python — or what Software Developers actually use), 18,460 related-occupation links, job zone (1-5 preparation level) and the modal required education with its percentage (84.8% of Software Developers report a Bachelor's). SOC codes crosswalk directly to our Salary Benchmarks API for wage data. Resume parsers, job boards, ATS enrichment, career tools and workforce analytics — this is the taxonomy layer they all need.",
    "contact": {
      "name": "Data and APIs",
      "url": "https://dataandapis.com/contact"
    },
    "termsOfService": "https://dataandapis.com/terms-of-service",
    "license": {
      "name": "Data and APIs Terms of Service",
      "url": "https://dataandapis.com/terms-of-service"
    },
    "x-logo": {
      "url": "https://dataandapis.com/images/occupations.webp"
    }
  },
  "externalDocs": {
    "description": "Documentation, live tester and pricing",
    "url": "https://dataandapis.com/apis/occupations"
  },
  "servers": [
    {
      "url": "https://api-occupations.dataandapis.com"
    }
  ],
  "tags": [
    {
      "name": "Business",
      "description": "Occupations API belongs to the Business category of the Data and APIs catalog."
    }
  ],
  "paths": {
    "/v1/occupations/{code}/titles": {
      "get": {
        "operationId": "alternateTitles",
        "summary": "Alternate Titles",
        "description": "Alternate Titles endpoint of the Occupations API. Costs 1 token per call.",
        "externalDocs": {
          "url": "https://dataandapis.com/apis/occupations/alternate-titles"
        },
        "parameters": [
          {
            "name": "code",
            "in": "path",
            "required": true,
            "schema": {
              "type": "string"
            },
            "example": "29-1141.00"
          }
        ],
        "responses": {
          "200": {
            "description": "Successful response",
            "content": {
              "application/json": {
                "schema": {
                  "type": "object"
                },
                "example": {
                  "ok": true,
                  "occupation": {
                    "code": "29-1141.00",
                    "title": "Registered Nurses"
                  },
                  "total": 100,
                  "titles": [
                    {
                      "title": "Cardiac Care Unit Nurse (CCU Nurse)",
                      "short_title": "CCU Nurse"
                    },
                    {
                      "title": "Cardiac Nurse Specialist",
                      "short_title": null
                    },
                    {
                      "title": "Central Supply Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Certified Operating Room Nurse (CNOR)",
                      "short_title": "CNOR"
                    },
                    {
                      "title": "Charge Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Circulating Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Community Health Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Consultant Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Consulting Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Coronary Care Unit Nurse (CCU Nurse)",
                      "short_title": "CCU Nurse"
                    },
                    {
                      "title": "County Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Delivery Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Dialysis Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Dialysis Registered Nurse (Dialysis RN)",
                      "short_title": "Dialysis RN"
                    },
                    {
                      "title": "Discharge Planner",
                      "short_title": null
                    },
                    {
                      "title": "Emergency Department RN (Emergency Department Registered Nurse)",
                      "short_title": "Emergency Department RN"
                    },
                    {
                      "title": "Emergency Room Nurse (ER Nurse)",
                      "short_title": "ER Nurse"
                    },
                    {
                      "title": "Emergency Room Registered Nurse (ER RN)",
                      "short_title": "ER RN"
                    },
                    {
                      "title": "Endoscopy Registered Nurse (Endoscopy RN)",
                      "short_title": "Endoscopy RN"
                    },
                    {
                      "title": "Field Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Flight Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Forensic Nurse",
                      "short_title": null
                    },
                    {
                      "title": "General Duty Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Genetics Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Geriatric Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Home Health RN (Home Health Registered Nurse)",
                      "short_title": "Home Health RN"
                    },
                    {
                      "title": "Hospice Registered Nurse (Hospice RN)",
                      "short_title": "Hospice RN"
                    },
                    {
                      "title": "Industrial Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Industrial RN (Industrial Registered Nurse)",
                      "short_title": "Industrial RN"
                    },
                    {
                      "title": "Industrial Staff Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Infection Control Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Labor and Delivery Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Labor and Delivery Registered Nurse (Labor and Delivery RN)",
                      "short_title": "Labor and Delivery RN"
                    },
                    {
                      "title": "Legal Nurse Consultant (LNC)",
                      "short_title": "LNC"
                    },
                    {
                      "title": "Maternity Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Med- Surg Travel RN (Medical Surgical Travel Registered Nurse)",
                      "short_title": "Med- Surg Travel RN"
                    },
                    {
                      "title": "Med-Surg RN (Medical Surgical Registered Nurse)",
                      "short_title": "Med-Surg RN"
                    },
                    {
                      "title": "Medical RN (Medical Registered Nurse)",
                      "short_title": "Medical RN"
                    },
                    {
                      "title": "Medical-Surgical Registered Nurse (Med-Surg RN)",
                      "short_title": "Med-Surg RN"
                    },
                    {
                      "title": "Neonatal Intensive Care Registered Nurse (NICU RN)",
                      "short_title": "NICU RN"
                    },
                    {
                      "title": "Neonatal Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Nephrology Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Nurse Clinician",
                      "short_title": null
                    },
                    {
                      "title": "Nurse Consultant",
                      "short_title": null
                    },
                    {
                      "title": "Nurse Receptionist",
                      "short_title": null
                    },
                    {
                      "title": "OB/GYN Nurse (Obstetrics/Gynecology Nurse)",
                      "short_title": "OB/GYN Nurse"
                    },
                    {
                      "title": "OR Nurse (Operating Room Nurse)",
                      "short_title": "OR Nurse"
                    },
                    {
                      "title": "Obstetrical Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Obstetrics Nurse (OB Nurse)",
                      "short_title": "OB Nurse"
                    },
                    {
                      "title": "Obstetrics Scrub Nurse (OB Scrub Nurse)",
                      "short_title": "OB Scrub Nurse"
                    },
                    {
                      "title": "Occupational Health Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Occupational Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Oncology Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Oncology RN (Oncology Registered Nurse)",
                      "short_title": "Oncology RN"
                    },
                    {
                      "title": "Operating Room Registered Nurse (OR RN)",
                      "short_title": "OR RN"
                    },
                    {
                      "title": "PACU Nurse (Post-Anesthesia Care Unit Nurse)",
                      "short_title": "PACU Nurse"
                    },
                    {
                      "title": "PACU RN (Post-Anesthesia Care Unit Registered Nurse)",
                      "short_title": "PACU RN"
                    },
                    {
                      "title": "Pediatric Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Pediatric Oncology Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Pediatric RN (Pediatric Registered Nurse)",
                      "short_title": "Pediatric RN"
                    },
                    {
                      "title": "Perianesthesia Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Perinatal Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Perioperative Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Physical Therapy Nurse (PT Nurse)",
                      "short_title": "PT Nurse"
                    },
                    {
                      "title": "Post-Anesthesia Room Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Prenatal Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Private Duty Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Psychiatric RN (Psychiatric Registered Nurse)",
                      "short_title": "Psychiatric RN"
                    },
                    {
                      "title": "Public Health Nurse (PHN)",
                      "short_title": "PHN"
                    },
                    {
                      "title": "Public Health Staff Nurse",
                      "short_title": null
                    },
                    {
                      "title": "RN Case Manager (Registered Nurse Case Manager)",
                      "short_title": "RN Case Manager"
                    },
                    {
                      "title": "RN Resident (Registered Nurse Resident)",
                      "short_title": "RN Resident"
                    },
                    {
                      "title": "Receptionist Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Recovery Room Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Registered Health Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Registered Nurse (RN)",
                      "short_title": "RN"
                    },
                    {
                      "title": "Registered Private Duty Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Registered Public Health Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Relief Charge Nurse",
                      "short_title": null
                    },
                    {
                      "title": "School Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Scrub Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Special Duty Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Staff Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Staff RN (Staff Registered Nurse)",
                      "short_title": "Staff RN"
                    },
                    {
                      "title": "Surgical Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Surgical RN (Surgery Registered Nurse)",
                      "short_title": "Surgical RN"
                    },
                    {
                      "title": "Surgical RN (Surgical Registered Nurse)",
                      "short_title": "Surgical RN"
                    },
                    {
                      "title": "Telemetry Registered Nurse (Telemetry RN)",
                      "short_title": "Telemetry RN"
                    },
                    {
                      "title": "Telemetry Travel RN (Telemetry Travel Registered Nurse)",
                      "short_title": "Telemetry Travel RN"
                    },
                    {
                      "title": "Telephone Triage Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Transverse Abdominal Muscle Nurse (TRAM Nurse)",
                      "short_title": "TRAM Nurse"
                    },
                    {
                      "title": "Trauma Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Travel RN (Travel Registered Nurse)",
                      "short_title": "Travel RN"
                    },
                    {
                      "title": "Traveling Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Triage Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Triage RN (Triage Registered Nurse)",
                      "short_title": "Triage RN"
                    },
                    {
                      "title": "Visiting Nurse",
                      "short_title": null
                    },
                    {
                      "title": "Ward Nurse",
                      "short_title": null
                    },
                    {
                      "title": "X-Ray Nurse",
                      "short_title": null
                    }
                  ]
                }
              }
            }
          },
          "401": {
            "description": "Missing or invalid API key"
          },
          "402": {
            "description": "Subscription past due; the response carries a payment_url"
          },
          "429": {
            "description": "Monthly token allowance exhausted"
          }
        },
        "security": [
          {
            "ApiKey": []
          }
        ]
      }
    },
    "/v1/sources": {
      "get": {
        "operationId": "dataSources",
        "summary": "Data Sources",
        "description": "Data Sources endpoint of the Occupations API. Costs 1 token per call.",
        "externalDocs": {
          "url": "https://dataandapis.com/apis/occupations/data-sources"
        },
        "responses": {
          "200": {
            "description": "Successful response",
            "content": {
              "application/json": {
                "schema": {
                  "type": "object"
                },
                "example": {
                  "ok": true,
                  "sources": [
                    {
                      "slug": "onet",
                      "name": "O*NET Database 30.0",
                      "publisher": "US Department of Labor / O*NET Resource Center",
                      "licence": "CC BY 4.0 (attribution: onetcenter.org)",
                      "source_url": "https://www.onetcenter.org/database.html",
                      "file_url": "https://www.onetcenter.org/dl_files/database/db_30_0_text.zip",
                      "cadence": "updated ~quarterly; re-scrape on new releases",
                      "record_count": 1016,
                      "retrieved_at": "2026-09-06"
                    }
                  ]
                }
              }
            }
          },
          "401": {
            "description": "Missing or invalid API key"
          },
          "402": {
            "description": "Subscription past due; the response carries a payment_url"
          },
          "429": {
            "description": "Monthly token allowance exhausted"
          }
        },
        "security": [
          {
            "ApiKey": []
          }
        ]
      }
    },
    "/v1/occupations/job-zones": {
      "get": {
        "operationId": "jobZones",
        "summary": "Job Zones",
        "description": "Job Zones endpoint of the Occupations API. Costs 1 token per call.",
        "externalDocs": {
          "url": "https://dataandapis.com/apis/occupations/job-zones"
        },
        "responses": {
          "200": {
            "description": "Successful response",
            "content": {
              "application/json": {
                "schema": {
                  "type": "object"
                },
                "example": {
                  "ok": true,
                  "job_zones": [
                    {
                      "zone": 1,
                      "name": "Job Zone One: Little or No Preparation Needed",
                      "experience": "Little or no previous work-related skill, knowledge, or experience is needed for these occupations. For example, a person can become a waiter or waitress even if he/she has never worked before.",
                      "education": "Some of these occupations may require a high school diploma or GED certificate.",
                      "training": "Employees in these occupations need anywhere from a few days to a few months of training. Usually, an experienced worker could show you how to do the job.",
                      "examples": "These occupations involve following instructions and helping others. Examples include agricultural equipment operators, dishwashers, floor sanders and finishers, landscaping and groundskeeping workers, logging equipment operators, baristas, and maids and housekeeping cleaners.",
                      "svp_range": "(Below 4.0)",
                      "occupations": 33
                    },
                    {
                      "zone": 2,
                      "name": "Job Zone Two: Some Preparation Needed",
                      "experience": "Some previous work-related skill, knowledge, or experience is usually needed. For example, a teller would benefit from experience working directly with the public.",
                      "education": "These occupations usually require a high school diploma.",
                      "training": "Employees in these occupations need anywhere from a few months to one year of working with experienced employees. A recognized apprenticeship program may be associated with these occupations.",
                      "examples": "These occupations often involve using your knowledge and skills to help others. Examples include orderlies, counter and rental clerks, customer service representatives, security guards, upholsterers, tellers, and dental laboratory technicians.",
                      "svp_range": "(4.0 to < 6.0)",
                      "occupations": 298
                    },
                    {
                      "zone": 3,
                      "name": "Job Zone Three: Medium Preparation Needed",
                      "experience": "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.",
                      "education": "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.",
                      "training": "Employees in these occupations usually need one or two years of training involving both on-the-job experience and informal training with experienced workers. A recognized apprenticeship program may be associated with these occupations.",
                      "examples": "These occupations usually involve using communication and organizational skills to coordinate, supervise, manage, or train others to accomplish goals. Examples include hydroelectric production managers, desktop publishers, electricians, agricultural technicians, barbers, court reporters and simultaneous captioners, and medical assistants.",
                      "svp_range": "(6.0 to < 7.0)",
                      "occupations": 213
                    },
                    {
                      "zone": 4,
                      "name": "Job Zone Four: Considerable Preparation Needed",
                      "experience": "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified.",
                      "education": "Most of these occupations require a four-year bachelor's degree, but some do not.",
                      "training": "Employees in these occupations usually need several years of work-related experience, on-the-job training, and/or vocational training.",
                      "examples": "Many of these occupations involve coordinating, supervising, managing, or training others. Examples include real estate brokers, sales managers, database administrators, graphic designers, conservation scientists, art directors, and cost estimators.",
                      "svp_range": "(7.0 to < 8.0)",
                      "occupations": 225
                    },
                    {
                      "zone": 5,
                      "name": "Job Zone Five: Extensive Preparation Needed",
                      "experience": "Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience. For example, surgeons must complete four years of college and an additional five to seven years of specialized medical training to be able to do their job.",
                      "education": "Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree).",
                      "training": "Employees may need some on-the-job training, but most of these occupations assume that the person will already have the required skills, knowledge, work-related experience, and/or training.",
                      "examples": "These occupations often involve coordinating, training, supervising, or managing the activities of others to accomplish goals. Very advanced communication and organizational skills are required. Examples include pharmacists, lawyers, astronomers, biologists, clergy, physician assistants, and veterinarians.",
                      "svp_range": "(8.0 and above)",
                      "occupations": 154
                    }
                  ]
                }
              }
            }
          },
          "401": {
            "description": "Missing or invalid API key"
          },
          "402": {
            "description": "Subscription past due; the response carries a payment_url"
          },
          "429": {
            "description": "Monthly token allowance exhausted"
          }
        },
        "security": [
          {
            "ApiKey": []
          }
        ]
      }
    },
    "/v1/occupations/{code}": {
      "get": {
        "operationId": "occupationProfile",
        "summary": "Occupation Profile",
        "description": "Occupation Profile endpoint of the Occupations API. Costs 1 token per call.",
        "externalDocs": {
          "url": "https://dataandapis.com/apis/occupations/occupation-profile"
        },
        "parameters": [
          {
            "name": "code",
            "in": "path",
            "required": true,
            "schema": {
              "type": "string"
            },
            "example": "15-1252.00"
          }
        ],
        "responses": {
          "200": {
            "description": "Successful response",
            "content": {
              "application/json": {
                "schema": {
                  "type": "object"
                },
                "example": {
                  "ok": true,
                  "occupation": {
                    "code": "15-1252.00",
                    "soc_code": "15-1252",
                    "title": "Software Developers",
                    "description": "Research, design, and develop computer and network software or specialized utility programs. Analyze user needs and develop software solutions, applying principles and techniques of computer science, engineering, and mathematical analysis. Update software or enhance existing software capabilities. May work with computer hardware engineers to integrate hardware and software systems, and develop specifications and performance requirements. May maintain databases within an application area, working individually or coordinating database development as part of a team.",
                    "job_zone": 4,
                    "typical_education": "Bachelor's Degree",
                    "typical_education_pct": 84.8
                  },
                  "job_zone": {
                    "zone": 4,
                    "name": "Job Zone Four: Considerable Preparation Needed",
                    "experience": "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified.",
                    "education": "Most of these occupations require a four-year bachelor's degree, but some do not.",
                    "training": "Employees in these occupations usually need several years of work-related experience, on-the-job training, and/or vocational training.",
                    "examples": "Many of these occupations involve coordinating, supervising, managing, or training others. Examples include real estate brokers, sales managers, database administrators, graphic designers, conservation scientists, art directors, and cost estimators.",
                    "svp_range": "(7.0 to < 8.0)"
                  },
                  "top_descriptors": {
                    "skills": [
                      {
                        "name": "Programming",
                        "importance": 4
                      },
                      {
                        "name": "Critical Thinking",
                        "importance": 3.88
                      },
                      {
                        "name": "Judgment and Decision Making",
                        "importance": 3.62
                      },
                      {
                        "name": "Reading Comprehension",
                        "importance": 3.5
                      },
                      {
                        "name": "Active Learning",
                        "importance": 3.5
                      },
                      {
                        "name": "Systems Analysis",
                        "importance": 3.5
                      },
                      {
                        "name": "Active Listening",
                        "importance": 3.38
                      },
                      {
                        "name": "Complex Problem Solving",
                        "importance": 3.38
                      },
                      {
                        "name": "Technology Design",
                        "importance": 3.38
                      },
                      {
                        "name": "Systems Evaluation",
                        "importance": 3.38
                      }
                    ],
                    "knowledge": [
                      {
                        "name": "Computers and Electronics",
                        "importance": 4.75
                      },
                      {
                        "name": "Mathematics",
                        "importance": 3.57
                      },
                      {
                        "name": "Customer and Personal Service",
                        "importance": 3.56
                      },
                      {
                        "name": "English Language",
                        "importance": 3.27
                      },
                      {
                        "name": "Education and Training",
                        "importance": 2.84
                      },
                      {
                        "name": "Engineering and Technology",
                        "importance": 2.8
                      },
                      {
                        "name": "Design",
                        "importance": 2.7
                      },
                      {
                        "name": "Telecommunications",
                        "importance": 2.62
                      },
                      {
                        "name": "Public Safety and Security",
                        "importance": 2.57
                      },
                      {
                        "name": "Production and Processing",
                        "importance": 2.54
                      }
                    ],
                    "abilities": [
                      {
                        "name": "Oral Comprehension",
                        "importance": 3.75
                      },
                      {
                        "name": "Written Comprehension",
                        "importance": 3.75
                      },
                      {
                        "name": "Oral Expression",
                        "importance": 3.75
                      },
                      {
                        "name": "Problem Sensitivity",
                        "importance": 3.75
                      },
                      {
                        "name": "Deductive Reasoning",
                        "importance": 3.75
                      },
                      {
                        "name": "Near Vision",
                        "importance": 3.75
                      },
                      {
                        "name": "Information Ordering",
                        "importance": 3.62
                      },
                      {
                        "name": "Written Expression",
                        "importance": 3.5
                      },
                      {
                        "name": "Inductive Reasoning",
                        "importance": 3.5
                      },
                      {
                        "name": "Category Flexibility",
                        "importance": 3.5
                      }
                    ],
                    "work_styles": [
                      {
                        "name": "Analytical Thinking",
                        "importance": 4.61
                      },
                      {
                        "name": "Attention to Detail",
                        "importance": 4.44
                      },
                      {
                        "name": "Cooperation",
                        "importance": 4.32
                      },
                      {
                        "name": "Persistence",
                        "importance": 4.21
                      },
                      {
                        "name": "Initiative",
                        "importance": 4.15
                      },
                      {
                        "name": "Dependability",
                        "importance": 4.05
                      },
                      {
                        "name": "Integrity",
                        "importance": 3.91
                      },
                      {
                        "name": "Concern for Others",
                        "importance": 3.83
                      },
                      {
                        "name": "Innovation",
                        "importance": 3.82
                      },
                      {
                        "name": "Adaptability/Flexibility",
                        "importance": 3.79
                      }
                    ]
                  },
                  "tasks": [
                    {
                      "task_id": 21661,
                      "task": "Analyze information to determine, recommend, and plan installation of a new system or modification of an existing system.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21662,
                      "task": "Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21663,
                      "task": "Confer with data processing or project managers to obtain information on limitations or capabilities for data processing projects.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21664,
                      "task": "Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21665,
                      "task": "Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21667,
                      "task": "Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21668,
                      "task": "Determine system performance standards.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21669,
                      "task": "Develop or direct software system testing or validation procedures, programming, or documentation.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21670,
                      "task": "Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21673,
                      "task": "Prepare reports or correspondence concerning project specifications, activities, or status.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21676,
                      "task": "Store, retrieve, and manipulate data for analysis of system capabilities and requirements.",
                      "task_type": "Core"
                    },
                    {
                      "task_id": 21666,
                      "task": "Coordinate installation of software system.",
                      "task_type": "Supplemental"
                    },
                    {
                      "task_id": 21671,
                      "task": "Monitor functioning of equipment to ensure system operates in conformance with specifications.",
                      "task_type": "Supplemental"
                    },
                    {
                      "task_id": 21672,
                      "task": "Obtain and evaluate information on factors such as reporting formats required, costs, or security needs to determine hardware configuration.",
                      "task_type": "Supplemental"
                    },
                    {
                      "task_id": 21677,
                      "task": "Supervise and assign work to programmers, designers, technologists, technicians, or other engineering or scientific personnel.",
                      "task_type": "Supplemental"
                    },
                    {
                      "task_id": 21678,
                      "task": "Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.",
                      "task_type": "Supplemental"
                    },
                    {
                      "task_id": 21679,
                      "task": "Train users to use new or modified equipment.",
                      "task_type": "Supplemental"
                    }
                  ],
                  "technology_skills": [
                    {
                      "example": "Amazon Web Services AWS software",
                      "commodity_title": "Data base user interface and query software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Apache Kafka",
                      "commodity_title": "Development environment software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Atlassian JIRA",
                      "commodity_title": "Content workflow software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "C",
                      "commodity_title": "Development environment software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "C#",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "C++",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Cascading style sheets CSS",
                      "commodity_title": "Web platform development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Docker",
                      "commodity_title": "Application server software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Git",
                      "commodity_title": "File versioning software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "GitHub",
                      "commodity_title": "Application server software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Google Angular",
                      "commodity_title": "Web platform development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Hypertext markup language HTML",
                      "commodity_title": "Web platform development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "IBM Terraform",
                      "commodity_title": "Configuration management software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "JavaScript",
                      "commodity_title": "Web platform development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Jenkins CI",
                      "commodity_title": "Enterprise application integration software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Kubernetes",
                      "commodity_title": "Application server software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Linux",
                      "commodity_title": "Operating system software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Microsoft .NET Framework",
                      "commodity_title": "Development environment software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Microsoft Azure software",
                      "commodity_title": "Development environment software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "NoSQL",
                      "commodity_title": "Data base management system software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Node.js",
                      "commodity_title": "Web platform development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Oracle Java",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "PostgreSQL",
                      "commodity_title": "Object oriented data base management software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "React",
                      "commodity_title": "Web platform development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Spring Boot",
                      "commodity_title": "Application server software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Spring Framework",
                      "commodity_title": "Web platform development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "Structured query language SQL",
                      "commodity_title": "Data base user interface and query software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "TypeScript",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1
                    },
                    {
                      "example": "AJAX",
                      "commodity_title": "Web platform development software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Adobe Acrobat",
                      "commodity_title": "Document management software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Adobe After Effects",
                      "commodity_title": "Video creation and editing software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Adobe Creative Cloud software",
                      "commodity_title": "Graphics or photo imaging software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Adobe Illustrator",
                      "commodity_title": "Graphics or photo imaging software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Adobe InDesign",
                      "commodity_title": "Desktop publishing software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Adobe Photoshop",
                      "commodity_title": "Graphics or photo imaging software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Alteryx software",
                      "commodity_title": "Business intelligence and data analysis software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Amazon DynamoDB",
                      "commodity_title": "Data base management system software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Amazon Elastic Compute Cloud EC2",
                      "commodity_title": "Data base user interface and query software",
                      "hot": 1,
                      "in_demand": 0
                    },
                    {
                      "example": "Amazon Redshift",
                      "commodity_title": "Data base user interface and query software",
                      "hot": 1,
                      "in_demand": 0
                    }
                  ],
                  "related_occupations": [
                    {
                      "code": "15-1299.08",
                      "title": "Computer Systems Engineers/Architects",
                      "tier": "Primary-Short"
                    },
                    {
                      "code": "15-1251.00",
                      "title": "Computer Programmers",
                      "tier": "Primary-Short"
                    },
                    {
                      "code": "15-1211.00",
                      "title": "Computer Systems Analysts",
                      "tier": "Primary-Short"
                    },
                    {
                      "code": "17-2061.00",
                      "title": "Computer Hardware Engineers",
                      "tier": "Primary-Short"
                    },
                    {
                      "code": "15-1253.00",
                      "title": "Software Quality Assurance Analysts and Testers",
                      "tier": "Primary-Short"
                    },
                    {
                      "code": "15-1243.00",
                      "title": "Database Architects",
                      "tier": "Primary-Long"
                    },
                    {
                      "code": "15-1242.00",
                      "title": "Database Administrators",
                      "tier": "Primary-Long"
                    },
                    {
                      "code": "15-1241.00",
                      "title": "Computer Network Architects",
                      "tier": "Primary-Long"
                    },
                    {
                      "code": "15-1254.00",
                      "title": "Web Developers",
                      "tier": "Primary-Long"
                    },
                    {
                      "code": "15-1299.05",
                      "title": "Information Security Engineers",
                      "tier": "Primary-Long"
                    }
                  ],
                  "alternate_titles": {
                    "total": 91,
                    "sample": [
                      "AI Specialist (Artificial Intelligence Specialist)",
                      "Application Analyst",
                      "Application Architect",
                      "Application Developer",
                      "Application Engineer",
                      "Application Integration Engineer",
                      "Application Integrator",
                      "Application Programmer",
                      "Application Software Engineering IT Specialist (Application Software Engineering Information Technology Specialist)",
                      "Application Support Engineer",
                      "Application Systems Analyst",
                      "Application Systems Architect",
                      "Beta Tester",
                      "Business Application Developer",
                      "Certified Internetwork Expert",
                      "Commercial Drone Software Developer",
                      "Computer Application Developer",
                      "Computer Application Engineer",
                      "Computer Architect",
                      "Computer Consultant",
                      "Computer Engineer",
                      "Computer Programmer Analyst",
                      "Computer Software Engineer",
                      "Computer Systems Software Architect",
                      "Computer Systems Software Engineer"
                    ]
                  }
                }
              }
            }
          },
          "401": {
            "description": "Missing or invalid API key"
          },
          "402": {
            "description": "Subscription past due; the response carries a payment_url"
          },
          "429": {
            "description": "Monthly token allowance exhausted"
          }
        },
        "security": [
          {
            "ApiKey": []
          }
        ]
      }
    },
    "/v1/occupations": {
      "get": {
        "operationId": "searchOccupations",
        "summary": "Search Occupations",
        "description": "Search Occupations endpoint of the Occupations API. Costs 1 token per call.",
        "externalDocs": {
          "url": "https://dataandapis.com/apis/occupations/search-occupations"
        },
        "parameters": [
          {
            "name": "job_zone",
            "in": "query",
            "required": false,
            "schema": {
              "type": "string"
            },
            "example": "4"
          },
          {
            "name": "limit",
            "in": "query",
            "required": false,
            "schema": {
              "type": "string"
            },
            "example": "25"
          },
          {
            "name": "page",
            "in": "query",
            "required": false,
            "schema": {
              "type": "string"
            },
            "example": "1"
          },
          {
            "name": "q",
            "in": "query",
            "required": false,
            "schema": {
              "type": "string"
            },
            "example": "scrum master"
          },
          {
            "name": "soc",
            "in": "query",
            "required": false,
            "schema": {
              "type": "string"
            },
            "example": "15-12"
          }
        ],
        "responses": {
          "200": {
            "description": "Successful response",
            "content": {
              "application/json": {
                "schema": {
                  "type": "object"
                },
                "example": {
                  "ok": true,
                  "page": 1,
                  "limit": 25,
                  "total": 1,
                  "total_pages": 1,
                  "occupations": [
                    {
                      "code": "15-1299.09",
                      "soc_code": "15-1299",
                      "title": "Information Technology Project Managers",
                      "description": "Plan, initiate, and manage information technology (IT) projects. Lead and guide the work of technical staff. Serve as liaison between business and technical aspects of projects. Plan project stages and assess business implications for each stage. Monitor progress to assure deadlines, standards, and cost targets are met.",
                      "job_zone": 4,
                      "typical_education": "Bachelor's Degree",
                      "typical_education_pct": 38.1,
                      "matched_title": "Scrum Master"
                    }
                  ]
                }
              }
            }
          },
          "401": {
            "description": "Missing or invalid API key"
          },
          "402": {
            "description": "Subscription past due; the response carries a payment_url"
          },
          "429": {
            "description": "Monthly token allowance exhausted"
          }
        },
        "security": [
          {
            "ApiKey": []
          }
        ]
      }
    },
    "/v1/occupations/technology": {
      "get": {
        "operationId": "technologyLookup",
        "summary": "Technology Lookup",
        "description": "Technology Lookup endpoint of the Occupations API. Costs 1 token per call.",
        "externalDocs": {
          "url": "https://dataandapis.com/apis/occupations/technology-lookup"
        },
        "parameters": [
          {
            "name": "limit",
            "in": "query",
            "required": false,
            "schema": {
              "type": "string"
            },
            "example": "50"
          },
          {
            "name": "q",
            "in": "query",
            "required": true,
            "schema": {
              "type": "string"
            },
            "example": "Python"
          }
        ],
        "responses": {
          "200": {
            "description": "Successful response",
            "content": {
              "application/json": {
                "schema": {
                  "type": "object"
                },
                "example": {
                  "ok": true,
                  "query": "Python",
                  "matches": 50,
                  "results": [
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "11-2021.00",
                      "title": "Marketing Managers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "11-3021.00",
                      "title": "Computer and Information Systems Managers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "11-9041.00",
                      "title": "Architectural and Engineering Managers",
                      "job_zone": 5
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "11-9041.01",
                      "title": "Biofuels/Biodiesel Technology and Product Development Managers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "11-9121.01",
                      "title": "Clinical Research Coordinators",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "11-9199.11",
                      "title": "Brownfield Redevelopment Specialists and Site Managers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "13-1081.01",
                      "title": "Logistics Engineers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "13-1111.00",
                      "title": "Management Analysts",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "13-1161.01",
                      "title": "Search Marketing Strategists",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "13-2041.00",
                      "title": "Credit Analysts",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "13-2054.00",
                      "title": "Financial Risk Specialists",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "13-2099.01",
                      "title": "Financial Quantitative Analysts",
                      "job_zone": 5
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "13-2099.04",
                      "title": "Fraud Examiners, Investigators and Analysts",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1211.00",
                      "title": "Computer Systems Analysts",
                      "job_zone": 3
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "15-1211.01",
                      "title": "Health Informatics Specialists",
                      "job_zone": 5
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1212.00",
                      "title": "Information Security Analysts",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1221.00",
                      "title": "Computer and Information Research Scientists",
                      "job_zone": 5
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "15-1231.00",
                      "title": "Computer Network Support Specialists",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "15-1232.00",
                      "title": "Computer User Support Specialists",
                      "job_zone": 3
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1241.00",
                      "title": "Computer Network Architects",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "15-1241.01",
                      "title": "Telecommunications Engineering Specialists",
                      "job_zone": 3
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1242.00",
                      "title": "Database Administrators",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1243.00",
                      "title": "Database Architects",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1243.01",
                      "title": "Data Warehousing Specialists",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1244.00",
                      "title": "Network and Computer Systems Administrators",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1251.00",
                      "title": "Computer Programmers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1252.00",
                      "title": "Software Developers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1253.00",
                      "title": "Software Quality Assurance Analysts and Testers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1254.00",
                      "title": "Web Developers",
                      "job_zone": 3
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 0,
                      "code": "15-1255.00",
                      "title": "Web and Digital Interface Designers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1255.01",
                      "title": "Video Game Designers",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1299.01",
                      "title": "Web Administrators",
                      "job_zone": 4
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
                      "hot": 1,
                      "in_demand": 1,
                      "code": "15-1299.02",
                      "title": "Geographic Information Systems Technologists and Technicians",
                      "job_zone": 3
                    },
                    {
                      "example": "Python",
                      "commodity_title": "Object or component oriented development software",
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