{
  "dataset": {
    "slug": "remote-job-market",
    "title": "Remote job availability and compensation",
    "summary": "Remote openings, hiring velocity, location restrictions, role mix, seniority, skills, and salary transparency from WFH.team's job inventory.",
    "category": "job_market",
    "category_label": "Job market",
    "source_kind": "first_party",
    "source_name": "WFH.team Job Market",
    "source_url": "https://wfh.team/remote-job-market",
    "update_frequency": "Daily",
    "geographic_scope": "Worldwide",
    "methodology": "Daily snapshots aggregate confirmed remote listings collected by WFH.team. A listing must be active in the report window and pass the site's remote-work confirmation rules.",
    "limitations": "The inventory reflects WFH.team sources rather than every remote opening. Employer wording and source coverage can change over time.",
    "dimensions": [
      "month",
      "occupation",
      "country",
      "timezone",
      "seniority",
      "salary",
      "remote access"
    ],
    "api_url": "https://api.new.wfh.team/api/public/research/datasets/remote-job-market/"
  },
  "release": {
    "release_key": "2026-10-27",
    "revision": 2,
    "period_start": "2026-09-27",
    "period_end": "2026-10-27",
    "published_at": "2026-10-28 12:45:48.412875+00:00",
    "source_updated_at": "2026-10-27 16:02:10.614039+00:00",
    "headline": "14,392 active remote jobs in the latest 30-day window",
    "change_summary": "New-job volume changed -1.5% from the previous window; 50.2% of active listings include salary data.",
    "sample_size": 14392,
    "revision_note": "Source data changed after initial publication.",
    "permalink": "https://wfh.team/research/datasets/remote-job-market/2026-10-27",
    "data": {
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              "value": 157500,
              "period": "2026-10-27"
            }
          ]
        }
      ],
      "metrics": [
        {
          "key": "active_jobs",
          "unit": "count",
          "label": "Active remote jobs",
          "value": 14392,
          "change": 303,
          "previous_value": 14089
        },
        {
          "key": "new_jobs",
          "unit": "count",
          "label": "New remote jobs",
          "value": 5415,
          "change": 298,
          "previous_value": 5117
        },
        {
          "key": "salary_transparency",
          "unit": "percent",
          "label": "Salary transparency",
          "value": 50.2,
          "change": -0.2,
          "previous_value": 50.4
        },
        {
          "key": "median_salary",
          "unit": "USD",
          "label": "Median listed salary",
          "value": 157500,
          "change": 0,
          "previous_value": 157500
        },
        {
          "key": "active_companies",
          "unit": "count",
          "label": "Hiring companies",
          "value": 1115,
          "change": 16,
          "previous_value": 1099
        }
      ],
      "breakdowns": [
        {
          "key": "occupation",
          "rows": [
            {
              "key": "product",
              "label": "Product",
              "new_jobs": 4473,
              "active_jobs": 11931,
              "applications": 726,
              "candidate_demand": 1892,
              "jobs_per_100_candidates": 630.6
            },
            {
              "key": "software",
              "label": "Software",
              "new_jobs": 4423,
              "active_jobs": 11489,
              "applications": 666,
              "candidate_demand": 2834,
              "jobs_per_100_candidates": 405.4
            },
            {
              "key": "operations",
              "label": "Operations",
              "new_jobs": 4055,
              "active_jobs": 10735,
              "applications": 696,
              "candidate_demand": 755,
              "jobs_per_100_candidates": 1421.9
            },
            {
              "key": "data",
              "label": "Data",
              "new_jobs": 4051,
              "active_jobs": 10507,
              "applications": 579,
              "candidate_demand": 2713,
              "jobs_per_100_candidates": 387.3
            },
            {
              "key": "support",
              "label": "Customer support",
              "new_jobs": 3823,
              "active_jobs": 10179,
              "applications": 684,
              "candidate_demand": 5262,
              "jobs_per_100_candidates": 193.4
            },
            {
              "key": "customer_success",
              "label": "Customer success",
              "new_jobs": 3755,
              "active_jobs": 9575,
              "applications": 541,
              "candidate_demand": 337,
              "jobs_per_100_candidates": 2841.2
            },
            {
              "key": "security",
              "label": "Security",
              "new_jobs": 3362,
              "active_jobs": 8937,
              "applications": 440,
              "candidate_demand": 378,
              "jobs_per_100_candidates": 2364.3
            },
            {
              "key": "marketing",
              "label": "Marketing",
              "new_jobs": 3403,
              "active_jobs": 8924,
              "applications": 498,
              "candidate_demand": 3867,
              "jobs_per_100_candidates": 230.8
            },
            {
              "key": "healthcare_admin",
              "label": "Healthcare admin",
              "new_jobs": 2886,
              "active_jobs": 8743,
              "applications": 494,
              "candidate_demand": 342,
              "jobs_per_100_candidates": 2556.4
            },
            {
              "key": "finance",
              "label": "Finance and investments",
              "new_jobs": 2747,
              "active_jobs": 7381,
              "applications": 369,
              "candidate_demand": 858,
              "jobs_per_100_candidates": 860.3
            },
            {
              "key": "legal",
              "label": "Legal",
              "new_jobs": 2506,
              "active_jobs": 6540,
              "applications": 333,
              "candidate_demand": 712,
              "jobs_per_100_candidates": 918.5
            },
            {
              "key": "sales",
              "label": "Sales",
              "new_jobs": 2377,
              "active_jobs": 6354,
              "applications": 221,
              "candidate_demand": 1786,
              "jobs_per_100_candidates": 355.8
            },
            {
              "key": "devops",
              "label": "DevOps",
              "new_jobs": 2311,
              "active_jobs": 6093,
              "applications": 310,
              "candidate_demand": 796,
              "jobs_per_100_candidates": 765.5
            },
            {
              "key": "design_creative",
              "label": "Design and creative",
              "new_jobs": 2330,
              "active_jobs": 6080,
              "applications": 294,
              "candidate_demand": 2692,
              "jobs_per_100_candidates": 225.9
            },
            {
              "key": "education",
              "label": "Education",
              "new_jobs": 1756,
              "active_jobs": 4796,
              "applications": 298,
              "candidate_demand": 177,
              "jobs_per_100_candidates": 2709.6
            },
            {
              "key": "hr_recruiting",
              "label": "HR and recruiting",
              "new_jobs": 1848,
              "active_jobs": 4627,
              "applications": 203,
              "candidate_demand": 385,
              "jobs_per_100_candidates": 1201.8
            },
            {
              "key": "backend",
              "label": "Backend",
              "new_jobs": 1374,
              "active_jobs": 4493,
              "applications": 291,
              "candidate_demand": 2367,
              "jobs_per_100_candidates": 189.8
            },
            {
              "key": "patient_support",
              "label": "Patient support",
              "new_jobs": 1162,
              "active_jobs": 3244,
              "applications": 197,
              "candidate_demand": 159,
              "jobs_per_100_candidates": 2040.3
            },
            {
              "key": "qa_testing",
              "label": "QA and testing",
              "new_jobs": 1242,
              "active_jobs": 3055,
              "applications": 238,
              "candidate_demand": 811,
              "jobs_per_100_candidates": 376.7
            },
            {
              "key": "writing_content",
              "label": "Writing and content",
              "new_jobs": 989,
              "active_jobs": 2486,
              "applications": 155,
              "candidate_demand": 2213,
              "jobs_per_100_candidates": 112.3
            },
            {
              "key": "accounting",
              "label": "Accounting",
              "new_jobs": 1014,
              "active_jobs": 2355,
              "applications": 112,
              "candidate_demand": 201,
              "jobs_per_100_candidates": 1171.6
            },
            {
              "key": "medical_billing",
              "label": "Medical billing",
              "new_jobs": 861,
              "active_jobs": 2074,
              "applications": 191,
              "candidate_demand": 126,
              "jobs_per_100_candidates": 1646.0
            },
            {
              "key": "frontend",
              "label": "Frontend",
              "new_jobs": 548,
              "active_jobs": 1428,
              "applications": 140,
              "candidate_demand": 1807,
              "jobs_per_100_candidates": 79.0
            },
            {
              "key": "mobile",
              "label": "Mobile engineering",
              "new_jobs": 396,
              "active_jobs": 1088,
              "applications": 78,
              "candidate_demand": 357,
              "jobs_per_100_candidates": 304.8
            },
            {
              "key": "administrative",
              "label": "Administrative and data entry",
              "new_jobs": 365,
              "active_jobs": 1005,
              "applications": 187,
              "candidate_demand": 2970,
              "jobs_per_100_candidates": 33.8
            },
            {
              "key": "claims",
              "label": "Insurance claims",
              "new_jobs": 295,
              "active_jobs": 741,
              "applications": 119,
              "candidate_demand": 69,
              "jobs_per_100_candidates": 1073.9
            },
            {
              "key": "care_coordination",
              "label": "Care coordination",
              "new_jobs": 151,
              "active_jobs": 416,
              "applications": 30,
              "candidate_demand": 101,
              "jobs_per_100_candidates": 411.9
            }
          ],
          "label": "By occupation"
        },
        {
          "key": "country",
          "rows": [
            {
              "label": "United States",
              "active_jobs": 8899
            },
            {
              "label": "Canada",
              "active_jobs": 1333
            },
            {
              "label": "United Kingdom",
              "active_jobs": 951
            },
            {
              "label": "India",
              "active_jobs": 531
            },
            {
              "label": "Germany",
              "active_jobs": 490
            },
            {
              "label": "Spain",
              "active_jobs": 404
            },
            {
              "label": "Poland",
              "active_jobs": 335
            },
            {
              "label": "Ireland",
              "active_jobs": 329
            },
            {
              "label": "South Africa",
              "active_jobs": 302
            },
            {
              "label": "France",
              "active_jobs": 288
            },
            {
              "label": "Netherlands",
              "active_jobs": 288
            },
            {
              "label": "Philippines",
              "active_jobs": 231
            }
          ],
          "label": "By location"
        },
        {
          "key": "seniority",
          "rows": [
            {
              "label": "Senior",
              "percent": 37.3,
              "active_jobs": 5373
            },
            {
              "label": "Mid level",
              "percent": 33.5,
              "active_jobs": 4822
            },
            {
              "label": "Lead / principal",
              "percent": 16.6,
              "active_jobs": 2382
            },
            {
              "label": "Entry level",
              "percent": 5.4,
              "active_jobs": 778
            },
            {
              "label": "Not stated",
              "percent": 5.1,
              "active_jobs": 733
            },
            {
              "label": "Executive",
              "percent": 2.1,
              "active_jobs": 304
            }
          ],
          "label": "By seniority"
        },
        {
          "key": "remote_access",
          "rows": [
            {
              "label": "Worldwide",
              "percent": 4.3,
              "active_jobs": 613
            },
            {
              "label": "Multiple countries",
              "percent": 9.8,
              "active_jobs": 1415
            },
            {
              "label": "United States only",
              "percent": 55.1,
              "active_jobs": 7937
            },
            {
              "label": "Single-country restricted",
              "percent": 25.9,
              "active_jobs": 3729
            },
            {
              "label": "Location not structured",
              "percent": 4.8,
              "active_jobs": 698
            }
          ],
          "label": "Worldwide vs restricted"
        },
        {
          "key": "timezone",
          "rows": [
            {
              "label": "America/New_York",
              "percent": 3.2,
              "active_jobs": 457
            },
            {
              "label": "Global",
              "percent": 2.9,
              "active_jobs": 420
            },
            {
              "label": "America/Chicago",
              "percent": 2.3,
              "active_jobs": 334
            },
            {
              "label": "America/Los_Angeles",
              "percent": 2.1,
              "active_jobs": 307
            },
            {
              "label": "Eastern Time",
              "percent": 1.7,
              "active_jobs": 250
            },
            {
              "label": "America/Denver",
              "percent": 1.7,
              "active_jobs": 241
            },
            {
              "label": "US timezones",
              "percent": 1.3,
              "active_jobs": 181
            },
            {
              "label": "EST",
              "percent": 1.2,
              "active_jobs": 174
            },
            {
              "label": "Europe/London",
              "percent": 1.2,
              "active_jobs": 169
            },
            {
              "label": "Pacific Time",
              "percent": 1.0,
              "active_jobs": 151
            },
            {
              "label": "Europe",
              "percent": 1.0,
              "active_jobs": 146
            },
            {
              "label": "PST",
              "percent": 0.9,
              "active_jobs": 131
            }
          ],
          "label": "By timezone"
        },
        {
          "key": "salary_band",
          "rows": [
            {
              "label": "Under $75k",
              "percent": 14.2,
              "active_jobs": 1027
            },
            {
              "label": "$75k-$99k",
              "percent": 10.1,
              "active_jobs": 728
            },
            {
              "label": "$100k-$149k",
              "percent": 21.4,
              "active_jobs": 1546
            },
            {
              "label": "$150k-$199k",
              "percent": 24.4,
              "active_jobs": 1759
            },
            {
              "label": "$200k+",
              "percent": 29.9,
              "active_jobs": 2160
            }
          ],
          "label": "By salary band"
        }
      ],
      "schema_version": 1
    }
  },
  "citation": "Source: WFH.team, Remote job availability and compensation, 2026-10-27, revision 2 (https://wfh.team/research/datasets/remote-job-market/2026-10-27)."
}