{
  "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": "2026-10-16",
    "revision": 1,
    "period_start": "2026-09-16",
    "period_end": "2026-10-16",
    "published_at": "2026-10-16 12:45:44.849187+00:00",
    "source_updated_at": "2026-10-16 12:32:37.336405+00:00",
    "headline": "12,784 active remote jobs in the latest 30-day window",
    "change_summary": "New-job volume changed -8.2% from the previous window; 50.4% of active listings include salary data.",
    "sample_size": 12784,
    "revision_note": "Initial publication",
    "permalink": "https://wfh.team/research/datasets/remote-job-market/2026-10-16",
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              "jobs_per_100_candidates": 362.9
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              "key": "healthcare_admin",
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              "label": "Security",
              "new_jobs": 3124,
              "active_jobs": 7958,
              "applications": 415,
              "candidate_demand": 349,
              "jobs_per_100_candidates": 2280.2
            },
            {
              "key": "marketing",
              "label": "Marketing",
              "new_jobs": 3115,
              "active_jobs": 7850,
              "applications": 461,
              "candidate_demand": 3833,
              "jobs_per_100_candidates": 204.8
            },
            {
              "key": "finance",
              "label": "Finance and investments",
              "new_jobs": 2489,
              "active_jobs": 6561,
              "applications": 369,
              "candidate_demand": 837,
              "jobs_per_100_candidates": 783.9
            },
            {
              "key": "legal",
              "label": "Legal",
              "new_jobs": 2413,
              "active_jobs": 5799,
              "applications": 313,
              "candidate_demand": 706,
              "jobs_per_100_candidates": 821.4
            },
            {
              "key": "sales",
              "label": "Sales",
              "new_jobs": 2164,
              "active_jobs": 5604,
              "applications": 219,
              "candidate_demand": 1752,
              "jobs_per_100_candidates": 319.9
            },
            {
              "key": "devops",
              "label": "DevOps",
              "new_jobs": 2174,
              "active_jobs": 5444,
              "applications": 302,
              "candidate_demand": 768,
              "jobs_per_100_candidates": 708.9
            },
            {
              "key": "design_creative",
              "label": "Design and creative",
              "new_jobs": 2145,
              "active_jobs": 5376,
              "applications": 247,
              "candidate_demand": 2675,
              "jobs_per_100_candidates": 201.0
            },
            {
              "key": "education",
              "label": "Education",
              "new_jobs": 1690,
              "active_jobs": 4356,
              "applications": 285,
              "candidate_demand": 163,
              "jobs_per_100_candidates": 2672.4
            },
            {
              "key": "backend",
              "label": "Backend",
              "new_jobs": 1336,
              "active_jobs": 4124,
              "applications": 266,
              "candidate_demand": 2314,
              "jobs_per_100_candidates": 178.2
            },
            {
              "key": "hr_recruiting",
              "label": "HR and recruiting",
              "new_jobs": 1707,
              "active_jobs": 4054,
              "applications": 194,
              "candidate_demand": 377,
              "jobs_per_100_candidates": 1075.3
            },
            {
              "key": "patient_support",
              "label": "Patient support",
              "new_jobs": 1159,
              "active_jobs": 2993,
              "applications": 217,
              "candidate_demand": 124,
              "jobs_per_100_candidates": 2413.7
            },
            {
              "key": "qa_testing",
              "label": "QA and testing",
              "new_jobs": 1087,
              "active_jobs": 2624,
              "applications": 192,
              "candidate_demand": 780,
              "jobs_per_100_candidates": 336.4
            },
            {
              "key": "writing_content",
              "label": "Writing and content",
              "new_jobs": 911,
              "active_jobs": 2150,
              "applications": 149,
              "candidate_demand": 2187,
              "jobs_per_100_candidates": 98.3
            },
            {
              "key": "accounting",
              "label": "Accounting",
              "new_jobs": 772,
              "active_jobs": 1950,
              "applications": 100,
              "candidate_demand": 180,
              "jobs_per_100_candidates": 1083.3
            },
            {
              "key": "medical_billing",
              "label": "Medical billing",
              "new_jobs": 806,
              "active_jobs": 1814,
              "applications": 183,
              "candidate_demand": 110,
              "jobs_per_100_candidates": 1649.1
            },
            {
              "key": "frontend",
              "label": "Frontend",
              "new_jobs": 498,
              "active_jobs": 1255,
              "applications": 118,
              "candidate_demand": 1773,
              "jobs_per_100_candidates": 70.8
            },
            {
              "key": "mobile",
              "label": "Mobile engineering",
              "new_jobs": 374,
              "active_jobs": 974,
              "applications": 74,
              "candidate_demand": 349,
              "jobs_per_100_candidates": 279.1
            },
            {
              "key": "administrative",
              "label": "Administrative and data entry",
              "new_jobs": 349,
              "active_jobs": 948,
              "applications": 198,
              "candidate_demand": 2898,
              "jobs_per_100_candidates": 32.7
            },
            {
              "key": "claims",
              "label": "Insurance claims",
              "new_jobs": 275,
              "active_jobs": 661,
              "applications": 132,
              "candidate_demand": 58,
              "jobs_per_100_candidates": 1139.7
            },
            {
              "key": "care_coordination",
              "label": "Care coordination",
              "new_jobs": 150,
              "active_jobs": 380,
              "applications": 39,
              "candidate_demand": 85,
              "jobs_per_100_candidates": 447.1
            }
          ],
          "label": "By occupation"
        },
        {
          "key": "country",
          "rows": [
            {
              "label": "United States",
              "active_jobs": 8066
            },
            {
              "label": "Canada",
              "active_jobs": 1187
            },
            {
              "label": "United Kingdom",
              "active_jobs": 822
            },
            {
              "label": "India",
              "active_jobs": 447
            },
            {
              "label": "Germany",
              "active_jobs": 400
            },
            {
              "label": "Spain",
              "active_jobs": 303
            },
            {
              "label": "Ireland",
              "active_jobs": 254
            },
            {
              "label": "Poland",
              "active_jobs": 247
            },
            {
              "label": "Mexico",
              "active_jobs": 232
            },
            {
              "label": "Netherlands",
              "active_jobs": 208
            },
            {
              "label": "Philippines",
              "active_jobs": 202
            },
            {
              "label": "South Africa",
              "active_jobs": 199
            }
          ],
          "label": "By location"
        },
        {
          "key": "seniority",
          "rows": [
            {
              "label": "Senior",
              "percent": 38.5,
              "active_jobs": 4927
            },
            {
              "label": "Mid level",
              "percent": 32.4,
              "active_jobs": 4136
            },
            {
              "label": "Lead / principal",
              "percent": 16.2,
              "active_jobs": 2065
            },
            {
              "label": "Not stated",
              "percent": 5.7,
              "active_jobs": 732
            },
            {
              "label": "Entry level",
              "percent": 5.2,
              "active_jobs": 669
            },
            {
              "label": "Executive",
              "percent": 2.0,
              "active_jobs": 255
            }
          ],
          "label": "By seniority"
        },
        {
          "key": "remote_access",
          "rows": [
            {
              "label": "Worldwide",
              "percent": 3.6,
              "active_jobs": 462
            },
            {
              "label": "Multiple countries",
              "percent": 9.1,
              "active_jobs": 1164
            },
            {
              "label": "United States only",
              "percent": 56.6,
              "active_jobs": 7238
            },
            {
              "label": "Single-country restricted",
              "percent": 26.0,
              "active_jobs": 3321
            },
            {
              "label": "Location not structured",
              "percent": 4.7,
              "active_jobs": 599
            }
          ],
          "label": "Worldwide vs restricted"
        },
        {
          "key": "timezone",
          "rows": [
            {
              "label": "America/New_York",
              "percent": 3.8,
              "active_jobs": 482
            },
            {
              "label": "America/Chicago",
              "percent": 2.8,
              "active_jobs": 352
            },
            {
              "label": "America/Los_Angeles",
              "percent": 2.6,
              "active_jobs": 333
            },
            {
              "label": "Global",
              "percent": 2.5,
              "active_jobs": 325
            },
            {
              "label": "America/Denver",
              "percent": 2.0,
              "active_jobs": 262
            },
            {
              "label": "Eastern Time",
              "percent": 1.6,
              "active_jobs": 207
            },
            {
              "label": "US timezones",
              "percent": 1.5,
              "active_jobs": 191
            },
            {
              "label": "EST",
              "percent": 1.3,
              "active_jobs": 168
            },
            {
              "label": "Europe/London",
              "percent": 1.3,
              "active_jobs": 165
            },
            {
              "label": "America/Toronto",
              "percent": 1.1,
              "active_jobs": 139
            },
            {
              "label": "Pacific Time",
              "percent": 1.1,
              "active_jobs": 137
            },
            {
              "label": "PST",
              "percent": 1.0,
              "active_jobs": 130
            }
          ],
          "label": "By timezone"
        },
        {
          "key": "salary_band",
          "rows": [
            {
              "label": "Under $75k",
              "percent": 14.1,
              "active_jobs": 907
            },
            {
              "label": "$75k-$99k",
              "percent": 9.8,
              "active_jobs": 633
            },
            {
              "label": "$100k-$149k",
              "percent": 20.9,
              "active_jobs": 1350
            },
            {
              "label": "$150k-$199k",
              "percent": 24.6,
              "active_jobs": 1585
            },
            {
              "label": "$200k+",
              "percent": 30.6,
              "active_jobs": 1973
            }
          ],
          "label": "By salary band"
        }
      ],
      "schema_version": 1
    }
  },
  "citation": "Source: WFH.team, Remote job availability and compensation, 2026-10-16, revision 1 (https://wfh.team/research/datasets/remote-job-market/2026-10-16)."
}