{
  "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": "2026-10-17",
    "revision": 1,
    "period_start": "2026-09-17",
    "period_end": "2026-10-17",
    "published_at": "2026-10-17 12:45:44.475506+00:00",
    "source_updated_at": "2026-10-17 12:32:42.955801+00:00",
    "headline": "12,859 active remote jobs in the latest 30-day window",
    "change_summary": "New-job volume changed -8.7% from the previous window; 51.0% of active listings include salary data.",
    "sample_size": 12859,
    "revision_note": "Initial publication",
    "permalink": "https://wfh.team/research/datasets/remote-job-market/2026-10-17",
    "data": {
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          "label": "Active remote jobs",
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              "jobs_per_100_candidates": 365.3
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              "jobs_per_100_candidates": 1376.2
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              "candidate_demand": 2626,
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            {
              "key": "healthcare_admin",
              "label": "Healthcare admin",
              "new_jobs": 2784,
              "active_jobs": 8044,
              "applications": 504,
              "candidate_demand": 300,
              "jobs_per_100_candidates": 2681.3
            },
            {
              "key": "security",
              "label": "Security",
              "new_jobs": 3114,
              "active_jobs": 7993,
              "applications": 412,
              "candidate_demand": 349,
              "jobs_per_100_candidates": 2290.3
            },
            {
              "key": "marketing",
              "label": "Marketing",
              "new_jobs": 3118,
              "active_jobs": 7937,
              "applications": 458,
              "candidate_demand": 3833,
              "jobs_per_100_candidates": 207.1
            },
            {
              "key": "finance",
              "label": "Finance and investments",
              "new_jobs": 2514,
              "active_jobs": 6629,
              "applications": 373,
              "candidate_demand": 839,
              "jobs_per_100_candidates": 790.1
            },
            {
              "key": "legal",
              "label": "Legal",
              "new_jobs": 2379,
              "active_jobs": 5872,
              "applications": 312,
              "candidate_demand": 707,
              "jobs_per_100_candidates": 830.6
            },
            {
              "key": "sales",
              "label": "Sales",
              "new_jobs": 2173,
              "active_jobs": 5670,
              "applications": 219,
              "candidate_demand": 1756,
              "jobs_per_100_candidates": 322.9
            },
            {
              "key": "devops",
              "label": "DevOps",
              "new_jobs": 2146,
              "active_jobs": 5484,
              "applications": 306,
              "candidate_demand": 768,
              "jobs_per_100_candidates": 714.1
            },
            {
              "key": "design_creative",
              "label": "Design and creative",
              "new_jobs": 2139,
              "active_jobs": 5437,
              "applications": 251,
              "candidate_demand": 2676,
              "jobs_per_100_candidates": 203.2
            },
            {
              "key": "education",
              "label": "Education",
              "new_jobs": 1671,
              "active_jobs": 4335,
              "applications": 286,
              "candidate_demand": 163,
              "jobs_per_100_candidates": 2659.5
            },
            {
              "key": "backend",
              "label": "Backend",
              "new_jobs": 1332,
              "active_jobs": 4164,
              "applications": 267,
              "candidate_demand": 2315,
              "jobs_per_100_candidates": 179.9
            },
            {
              "key": "hr_recruiting",
              "label": "HR and recruiting",
              "new_jobs": 1725,
              "active_jobs": 4125,
              "applications": 190,
              "candidate_demand": 377,
              "jobs_per_100_candidates": 1094.2
            },
            {
              "key": "patient_support",
              "label": "Patient support",
              "new_jobs": 1145,
              "active_jobs": 2999,
              "applications": 217,
              "candidate_demand": 126,
              "jobs_per_100_candidates": 2380.2
            },
            {
              "key": "qa_testing",
              "label": "QA and testing",
              "new_jobs": 1083,
              "active_jobs": 2663,
              "applications": 198,
              "candidate_demand": 782,
              "jobs_per_100_candidates": 340.5
            },
            {
              "key": "writing_content",
              "label": "Writing and content",
              "new_jobs": 904,
              "active_jobs": 2156,
              "applications": 147,
              "candidate_demand": 2187,
              "jobs_per_100_candidates": 98.6
            },
            {
              "key": "accounting",
              "label": "Accounting",
              "new_jobs": 757,
              "active_jobs": 1966,
              "applications": 103,
              "candidate_demand": 182,
              "jobs_per_100_candidates": 1080.2
            },
            {
              "key": "medical_billing",
              "label": "Medical billing",
              "new_jobs": 817,
              "active_jobs": 1830,
              "applications": 182,
              "candidate_demand": 111,
              "jobs_per_100_candidates": 1648.6
            },
            {
              "key": "frontend",
              "label": "Frontend",
              "new_jobs": 493,
              "active_jobs": 1262,
              "applications": 118,
              "candidate_demand": 1774,
              "jobs_per_100_candidates": 71.1
            },
            {
              "key": "mobile",
              "label": "Mobile engineering",
              "new_jobs": 386,
              "active_jobs": 993,
              "applications": 74,
              "candidate_demand": 350,
              "jobs_per_100_candidates": 283.7
            },
            {
              "key": "administrative",
              "label": "Administrative and data entry",
              "new_jobs": 338,
              "active_jobs": 920,
              "applications": 194,
              "candidate_demand": 2906,
              "jobs_per_100_candidates": 31.7
            },
            {
              "key": "claims",
              "label": "Insurance claims",
              "new_jobs": 281,
              "active_jobs": 673,
              "applications": 132,
              "candidate_demand": 58,
              "jobs_per_100_candidates": 1160.3
            },
            {
              "key": "care_coordination",
              "label": "Care coordination",
              "new_jobs": 146,
              "active_jobs": 383,
              "applications": 37,
              "candidate_demand": 85,
              "jobs_per_100_candidates": 450.6
            }
          ],
          "label": "By occupation"
        },
        {
          "key": "country",
          "rows": [
            {
              "label": "United States",
              "active_jobs": 8168
            },
            {
              "label": "Canada",
              "active_jobs": 1213
            },
            {
              "label": "United Kingdom",
              "active_jobs": 828
            },
            {
              "label": "India",
              "active_jobs": 448
            },
            {
              "label": "Germany",
              "active_jobs": 397
            },
            {
              "label": "Spain",
              "active_jobs": 303
            },
            {
              "label": "Ireland",
              "active_jobs": 255
            },
            {
              "label": "Poland",
              "active_jobs": 246
            },
            {
              "label": "Netherlands",
              "active_jobs": 207
            },
            {
              "label": "Philippines",
              "active_jobs": 203
            },
            {
              "label": "South Africa",
              "active_jobs": 202
            },
            {
              "label": "France",
              "active_jobs": 197
            }
          ],
          "label": "By location"
        },
        {
          "key": "seniority",
          "rows": [
            {
              "label": "Senior",
              "percent": 38.4,
              "active_jobs": 4938
            },
            {
              "label": "Mid level",
              "percent": 32.3,
              "active_jobs": 4154
            },
            {
              "label": "Lead / principal",
              "percent": 16.4,
              "active_jobs": 2104
            },
            {
              "label": "Not stated",
              "percent": 5.7,
              "active_jobs": 730
            },
            {
              "label": "Entry level",
              "percent": 5.2,
              "active_jobs": 667
            },
            {
              "label": "Executive",
              "percent": 2.1,
              "active_jobs": 266
            }
          ],
          "label": "By seniority"
        },
        {
          "key": "remote_access",
          "rows": [
            {
              "label": "Worldwide",
              "percent": 3.7,
              "active_jobs": 480
            },
            {
              "label": "Multiple countries",
              "percent": 9.1,
              "active_jobs": 1170
            },
            {
              "label": "United States only",
              "percent": 56.9,
              "active_jobs": 7323
            },
            {
              "label": "Single-country restricted",
              "percent": 25.5,
              "active_jobs": 3277
            },
            {
              "label": "Location not structured",
              "percent": 4.7,
              "active_jobs": 609
            }
          ],
          "label": "Worldwide vs restricted"
        },
        {
          "key": "timezone",
          "rows": [
            {
              "label": "America/New_York",
              "percent": 3.7,
              "active_jobs": 476
            },
            {
              "label": "America/Chicago",
              "percent": 2.7,
              "active_jobs": 347
            },
            {
              "label": "Global",
              "percent": 2.6,
              "active_jobs": 332
            },
            {
              "label": "America/Los_Angeles",
              "percent": 2.6,
              "active_jobs": 328
            },
            {
              "label": "America/Denver",
              "percent": 2.0,
              "active_jobs": 258
            },
            {
              "label": "Eastern Time",
              "percent": 1.6,
              "active_jobs": 209
            },
            {
              "label": "US timezones",
              "percent": 1.5,
              "active_jobs": 188
            },
            {
              "label": "Europe/London",
              "percent": 1.3,
              "active_jobs": 168
            },
            {
              "label": "EST",
              "percent": 1.3,
              "active_jobs": 166
            },
            {
              "label": "America/Toronto",
              "percent": 1.1,
              "active_jobs": 138
            },
            {
              "label": "Pacific Time",
              "percent": 1.1,
              "active_jobs": 137
            },
            {
              "label": "PST",
              "percent": 1.0,
              "active_jobs": 127
            }
          ],
          "label": "By timezone"
        },
        {
          "key": "salary_band",
          "rows": [
            {
              "label": "Under $75k",
              "percent": 14.0,
              "active_jobs": 916
            },
            {
              "label": "$75k-$99k",
              "percent": 9.8,
              "active_jobs": 643
            },
            {
              "label": "$100k-$149k",
              "percent": 20.9,
              "active_jobs": 1367
            },
            {
              "label": "$150k-$199k",
              "percent": 24.7,
              "active_jobs": 1619
            },
            {
              "label": "$200k+",
              "percent": 30.6,
              "active_jobs": 2007
            }
          ],
          "label": "By salary band"
        }
      ],
      "schema_version": 1
    }
  },
  "citation": "Source: WFH.team, Remote job availability and compensation, 2026-10-17, revision 1 (https://wfh.team/research/datasets/remote-job-market/2026-10-17)."
}