{
  "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": "2026-10-23",
    "revision": 1,
    "period_start": "2026-09-23",
    "period_end": "2026-10-23",
    "published_at": "2026-10-23 12:45:44.710985+00:00",
    "source_updated_at": "2026-10-23 12:32:55.615562+00:00",
    "headline": "13,861 active remote jobs in the latest 30-day window",
    "change_summary": "New-job volume changed +1.0% from the previous window; 50.5% of active listings include salary data.",
    "sample_size": 13861,
    "revision_note": "Initial publication",
    "permalink": "https://wfh.team/research/datasets/remote-job-market/2026-10-23",
    "data": {
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      ],
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      "breakdowns": [
        {
          "key": "occupation",
          "rows": [
            {
              "key": "product",
              "label": "Product",
              "new_jobs": 4594,
              "active_jobs": 11503,
              "applications": 710,
              "candidate_demand": 1877,
              "jobs_per_100_candidates": 612.8
            },
            {
              "key": "software",
              "label": "Software",
              "new_jobs": 4344,
              "active_jobs": 11023,
              "applications": 662,
              "candidate_demand": 2809,
              "jobs_per_100_candidates": 392.4
            },
            {
              "key": "operations",
              "label": "Operations",
              "new_jobs": 3994,
              "active_jobs": 10295,
              "applications": 687,
              "candidate_demand": 728,
              "jobs_per_100_candidates": 1414.1
            },
            {
              "key": "data",
              "label": "Data",
              "new_jobs": 4084,
              "active_jobs": 10097,
              "applications": 571,
              "candidate_demand": 2674,
              "jobs_per_100_candidates": 377.6
            },
            {
              "key": "support",
              "label": "Customer support",
              "new_jobs": 3846,
              "active_jobs": 9832,
              "applications": 676,
              "candidate_demand": 5220,
              "jobs_per_100_candidates": 188.4
            },
            {
              "key": "customer_success",
              "label": "Customer success",
              "new_jobs": 3701,
              "active_jobs": 9194,
              "applications": 544,
              "candidate_demand": 330,
              "jobs_per_100_candidates": 2786.1
            },
            {
              "key": "security",
              "label": "Security",
              "new_jobs": 3329,
              "active_jobs": 8611,
              "applications": 432,
              "candidate_demand": 360,
              "jobs_per_100_candidates": 2391.9
            },
            {
              "key": "marketing",
              "label": "Marketing",
              "new_jobs": 3404,
              "active_jobs": 8594,
              "applications": 487,
              "candidate_demand": 3851,
              "jobs_per_100_candidates": 223.2
            },
            {
              "key": "healthcare_admin",
              "label": "Healthcare admin",
              "new_jobs": 2931,
              "active_jobs": 8536,
              "applications": 510,
              "candidate_demand": 325,
              "jobs_per_100_candidates": 2626.5
            },
            {
              "key": "finance",
              "label": "Finance and investments",
              "new_jobs": 2728,
              "active_jobs": 7151,
              "applications": 369,
              "candidate_demand": 850,
              "jobs_per_100_candidates": 841.3
            },
            {
              "key": "legal",
              "label": "Legal",
              "new_jobs": 2508,
              "active_jobs": 6324,
              "applications": 328,
              "candidate_demand": 711,
              "jobs_per_100_candidates": 889.5
            },
            {
              "key": "sales",
              "label": "Sales",
              "new_jobs": 2329,
              "active_jobs": 6098,
              "applications": 218,
              "candidate_demand": 1775,
              "jobs_per_100_candidates": 343.5
            },
            {
              "key": "devops",
              "label": "DevOps",
              "new_jobs": 2256,
              "active_jobs": 5884,
              "applications": 299,
              "candidate_demand": 782,
              "jobs_per_100_candidates": 752.4
            },
            {
              "key": "design_creative",
              "label": "Design and creative",
              "new_jobs": 2316,
              "active_jobs": 5855,
              "applications": 266,
              "candidate_demand": 2683,
              "jobs_per_100_candidates": 218.2
            },
            {
              "key": "education",
              "label": "Education",
              "new_jobs": 1757,
              "active_jobs": 4634,
              "applications": 301,
              "candidate_demand": 175,
              "jobs_per_100_candidates": 2648.0
            },
            {
              "key": "hr_recruiting",
              "label": "HR and recruiting",
              "new_jobs": 1844,
              "active_jobs": 4483,
              "applications": 201,
              "candidate_demand": 384,
              "jobs_per_100_candidates": 1167.4
            },
            {
              "key": "backend",
              "label": "Backend",
              "new_jobs": 1348,
              "active_jobs": 4357,
              "applications": 271,
              "candidate_demand": 2343,
              "jobs_per_100_candidates": 186.0
            },
            {
              "key": "patient_support",
              "label": "Patient support",
              "new_jobs": 1177,
              "active_jobs": 3172,
              "applications": 215,
              "candidate_demand": 149,
              "jobs_per_100_candidates": 2128.9
            },
            {
              "key": "qa_testing",
              "label": "QA and testing",
              "new_jobs": 1214,
              "active_jobs": 2908,
              "applications": 217,
              "candidate_demand": 797,
              "jobs_per_100_candidates": 364.9
            },
            {
              "key": "writing_content",
              "label": "Writing and content",
              "new_jobs": 990,
              "active_jobs": 2353,
              "applications": 147,
              "candidate_demand": 2206,
              "jobs_per_100_candidates": 106.7
            },
            {
              "key": "accounting",
              "label": "Accounting",
              "new_jobs": 926,
              "active_jobs": 2221,
              "applications": 114,
              "candidate_demand": 196,
              "jobs_per_100_candidates": 1133.2
            },
            {
              "key": "medical_billing",
              "label": "Medical billing",
              "new_jobs": 854,
              "active_jobs": 1976,
              "applications": 189,
              "candidate_demand": 121,
              "jobs_per_100_candidates": 1633.1
            },
            {
              "key": "frontend",
              "label": "Frontend",
              "new_jobs": 521,
              "active_jobs": 1356,
              "applications": 122,
              "candidate_demand": 1792,
              "jobs_per_100_candidates": 75.7
            },
            {
              "key": "mobile",
              "label": "Mobile engineering",
              "new_jobs": 400,
              "active_jobs": 1051,
              "applications": 85,
              "candidate_demand": 354,
              "jobs_per_100_candidates": 296.9
            },
            {
              "key": "administrative",
              "label": "Administrative and data entry",
              "new_jobs": 365,
              "active_jobs": 977,
              "applications": 190,
              "candidate_demand": 2939,
              "jobs_per_100_candidates": 33.2
            },
            {
              "key": "claims",
              "label": "Insurance claims",
              "new_jobs": 298,
              "active_jobs": 723,
              "applications": 136,
              "candidate_demand": 65,
              "jobs_per_100_candidates": 1112.3
            },
            {
              "key": "care_coordination",
              "label": "Care coordination",
              "new_jobs": 151,
              "active_jobs": 409,
              "applications": 33,
              "candidate_demand": 98,
              "jobs_per_100_candidates": 417.3
            }
          ],
          "label": "By occupation"
        },
        {
          "key": "country",
          "rows": [
            {
              "label": "United States",
              "active_jobs": 8658
            },
            {
              "label": "Canada",
              "active_jobs": 1297
            },
            {
              "label": "United Kingdom",
              "active_jobs": 897
            },
            {
              "label": "India",
              "active_jobs": 496
            },
            {
              "label": "Germany",
              "active_jobs": 439
            },
            {
              "label": "Spain",
              "active_jobs": 345
            },
            {
              "label": "South Africa",
              "active_jobs": 287
            },
            {
              "label": "Ireland",
              "active_jobs": 277
            },
            {
              "label": "Poland",
              "active_jobs": 266
            },
            {
              "label": "Netherlands",
              "active_jobs": 236
            },
            {
              "label": "France",
              "active_jobs": 235
            },
            {
              "label": "Philippines",
              "active_jobs": 220
            }
          ],
          "label": "By location"
        },
        {
          "key": "seniority",
          "rows": [
            {
              "label": "Senior",
              "percent": 37.6,
              "active_jobs": 5206
            },
            {
              "label": "Mid level",
              "percent": 33.1,
              "active_jobs": 4584
            },
            {
              "label": "Lead / principal",
              "percent": 16.6,
              "active_jobs": 2300
            },
            {
              "label": "Not stated",
              "percent": 5.4,
              "active_jobs": 745
            },
            {
              "label": "Entry level",
              "percent": 5.3,
              "active_jobs": 737
            },
            {
              "label": "Executive",
              "percent": 2.1,
              "active_jobs": 289
            }
          ],
          "label": "By seniority"
        },
        {
          "key": "remote_access",
          "rows": [
            {
              "label": "Worldwide",
              "percent": 4.0,
              "active_jobs": 559
            },
            {
              "label": "Multiple countries",
              "percent": 9.6,
              "active_jobs": 1326
            },
            {
              "label": "United States only",
              "percent": 55.8,
              "active_jobs": 7736
            },
            {
              "label": "Single-country restricted",
              "percent": 25.8,
              "active_jobs": 3571
            },
            {
              "label": "Location not structured",
              "percent": 4.8,
              "active_jobs": 669
            }
          ],
          "label": "Worldwide vs restricted"
        },
        {
          "key": "timezone",
          "rows": [
            {
              "label": "America/New_York",
              "percent": 3.3,
              "active_jobs": 454
            },
            {
              "label": "Global",
              "percent": 2.8,
              "active_jobs": 392
            },
            {
              "label": "America/Chicago",
              "percent": 2.4,
              "active_jobs": 334
            },
            {
              "label": "America/Los_Angeles",
              "percent": 2.2,
              "active_jobs": 310
            },
            {
              "label": "America/Denver",
              "percent": 1.8,
              "active_jobs": 243
            },
            {
              "label": "Eastern Time",
              "percent": 1.7,
              "active_jobs": 236
            },
            {
              "label": "US timezones",
              "percent": 1.3,
              "active_jobs": 184
            },
            {
              "label": "EST",
              "percent": 1.3,
              "active_jobs": 176
            },
            {
              "label": "Europe/London",
              "percent": 1.2,
              "active_jobs": 171
            },
            {
              "label": "Pacific Time",
              "percent": 1.1,
              "active_jobs": 148
            },
            {
              "label": "America/Toronto",
              "percent": 0.9,
              "active_jobs": 131
            },
            {
              "label": "PST",
              "percent": 0.9,
              "active_jobs": 129
            }
          ],
          "label": "By timezone"
        },
        {
          "key": "salary_band",
          "rows": [
            {
              "label": "Under $75k",
              "percent": 14.4,
              "active_jobs": 1011
            },
            {
              "label": "$75k-$99k",
              "percent": 10.2,
              "active_jobs": 713
            },
            {
              "label": "$100k-$149k",
              "percent": 21.0,
              "active_jobs": 1473
            },
            {
              "label": "$150k-$199k",
              "percent": 24.1,
              "active_jobs": 1686
            },
            {
              "label": "$200k+",
              "percent": 30.2,
              "active_jobs": 2117
            }
          ],
          "label": "By salary band"
        }
      ],
      "schema_version": 1
    }
  },
  "citation": "Source: WFH.team, Remote job availability and compensation, 2026-10-23, revision 1 (https://wfh.team/research/datasets/remote-job-market/2026-10-23)."
}