{
  "snapshot_id": "approved-static-6fbe9b847dfeb5d6",
  "schema_version": "immigrationdb-report-dataset-v1",
  "generated_at": "2026-07-16",
  "report": {
    "schema_version": "immigrationdb-generated-report-v1",
    "canonical_slug": "us-cities-most-work-from-home",
    "canonical_path": "/reports/us-cities-most-work-from-home/",
    "title": "US cities with the highest work-from-home share",
    "question": "US cities with the highest work-from-home share",
    "short_answer": "Lakeway, United States is first in the current published ranking at 50.19 %; compare its source date and geographic grain before using the result.",
    "summary": "US city records ranked by the ACS share of workers who work from home.",
    "report_type": "data_driven_report",
    "scope": "country cities",
    "status": "accepted",
    "indexability": "indexable",
    "not_advice_disclaimer": "This ranking is a source-backed reference. Read the source, geographic grain and observation date before comparing rows.",
    "methodology_id": "methodology-us-cities-most-work-from-home-v1",
    "methodology": {
      "summary": "Use compatible published metric fields (g09_work_from_home_share_pct), keep numeric verified rows with direct source URLs, and sort descending.",
      "formula": "g09_work_from_home_share_pct desc",
      "assumptions": [
        "Rows use compatible displayed units; source definitions and geographic grain remain available in the linked evidence."
      ],
      "exclusions": [
        "Supplemental sources, null values and rows without direct source URLs are excluded."
      ],
      "source_policy": "Verified sources with direct URL and visible scope"
    },
    "freshness": {
      "last_checked": "2026-07-04",
      "status": "generated_from_current_reusable_facts",
      "field_dates_visible": true
    },
    "rows": [
      {
        "row_id": "us-cities-most-work-from-home:us-place-4840984",
        "label": "Lakeway, United States",
        "country_code": "US",
        "value": 50.19,
        "value_display": "50.19 %",
        "status": "accepted",
        "metric_id": "g09_work_from_home_share_pct",
        "source_quality": "verified",
        "source_ids": [
          "us_252185db4e26"
        ],
        "evidence": [
          {
            "source_id": "us_252185db4e26",
            "url": "https://api.censusreporter.org/1.0/data/show/latest?table_ids=B01003%2CB23025%2CB19013%2CB08013%2CB05001%2CB05002%2CB08006%2CB28002&geo_ids=16000US4840204%2C16000US4840264%2C16000US4840384%2C16000US4840516%2C16000US4840588%2C16000US4840984%2C16000US4841116%2C16000US4841164%2C16000US4841188%2C16000US4841212%2C16000US4841440%2C16000US4841464%2C16000US4841800%2C16000US4841980%2C16000US4842016%2C16000US4842388%2C16000US4842448%2C16000US4842508%2C16000US4842568%2C16000US4842664%2C16000US4842820%2C16000US4843012%2C16000US4843024%2C16000US4843096%2C16000US4843132%2C16000US4843240%2C16000US4843888%2C16000US4844116%2C16000US4845000%2C16000US4845012%2C16000US4845072%2C16000US4845096%2C16000US4845120%2C16000US4845324%2C16000US4845384",
            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
          }
        ]
      },
      {
        "row_id": "us-cities-most-work-from-home:us-place-1241150",
        "label": "Longboat Key, United States",
        "country_code": "US",
        "value": 45.58,
        "value_display": "45.58 %",
        "status": "accepted",
        "metric_id": "g09_work_from_home_share_pct",
        "source_quality": "verified",
        "source_ids": [
          "us_68771de547ad"
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        "evidence": [
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            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
          }
        ]
      },
      {
        "row_id": "us-cities-most-work-from-home:us-place-0670364",
        "label": "Sausalito, United States",
        "country_code": "US",
        "value": 45.45,
        "value_display": "45.45 %",
        "status": "accepted",
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            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
          }
        ]
      },
      {
        "row_id": "us-cities-most-work-from-home:us-place-0643294",
        "label": "Los Altos Hills, United States",
        "country_code": "US",
        "value": 44.3,
        "value_display": "44.3 %",
        "status": "accepted",
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            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
          }
        ]
      },
      {
        "row_id": "us-cities-most-work-from-home:us-place-0616462",
        "label": "Corte Madera, United States",
        "country_code": "US",
        "value": 44.08,
        "value_display": "44.08 %",
        "status": "accepted",
        "metric_id": "g09_work_from_home_share_pct",
        "source_quality": "verified",
        "source_ids": [
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        ],
        "evidence": [
          {
            "source_id": "us_a0ddeb146236",
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            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
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      {
        "row_id": "us-cities-most-work-from-home:us-place-0639122",
        "label": "Lafayette, United States",
        "country_code": "US",
        "value": 42.87,
        "value_display": "42.87 %",
        "status": "accepted",
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            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
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        ]
      },
      {
        "row_id": "us-cities-most-work-from-home:us-place-0678666",
        "label": "Tiburon, United States",
        "country_code": "US",
        "value": 42.69,
        "value_display": "42.69 %",
        "status": "accepted",
        "metric_id": "g09_work_from_home_share_pct",
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            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
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        ]
      },
      {
        "row_id": "us-cities-most-work-from-home:us-place-3741720",
        "label": "Marvin, United States",
        "country_code": "US",
        "value": 42.46,
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        "status": "accepted",
        "metric_id": "g09_work_from_home_share_pct",
        "source_quality": "verified",
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            "retrieved_at": "2026-07-04"
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        "row_id": "us-cities-most-work-from-home:us-place-4821424",
        "label": "Dripping Springs, United States",
        "country_code": "US",
        "value": 41.49,
        "value_display": "41.49 %",
        "status": "accepted",
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            "retrieved_at": "2026-07-04"
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        "row_id": "us-cities-most-work-from-home:us-place-2741480",
        "label": "Medina, United States",
        "country_code": "US",
        "value": 41.49,
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        "status": "accepted",
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            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
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      {
        "row_id": "us-cities-most-work-from-home:us-place-0603092",
        "label": "Atherton, United States",
        "country_code": "US",
        "value": 40.76,
        "value_display": "40.76 %",
        "status": "accepted",
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            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
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        "row_id": "us-cities-most-work-from-home:us-place-4853130",
        "label": "Oak Point, United States",
        "country_code": "US",
        "value": 40.45,
        "value_display": "40.45 %",
        "status": "accepted",
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            "locator": "g09_work_from_home_share_pct; geographic grain: place",
            "retrieved_at": "2026-07-04"
          }
        ]
      },
      {
        "row_id": "us-cities-most-work-from-home:us-place-5303736",
        "label": "Bainbridge Island, United States",
        "country_code": "US",
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    "meaning_audit": [
      "Compare the displayed value, unit, source date and geographic grain together.",
      "A city label does not change a regional observation into a city measurement."
    ],
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    "counts": {
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}