Initialize labor demand index for 2026-05-28

.gitattributes

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LATEST_DATE.txt

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+2026-05-28

LICENSE

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+Chainticks Labor Demand Index
+
+Dataset license: Creative Commons Attribution 4.0 International (CC BY 4.0).
+
+This dataset contains normalized public-domain labor statistics, Chainticks role taxonomy rows, and aggregate sampled job-board counts. It does not include raw job postings or job-board copyrighted text.

README.md

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+---
+license: cc-by-4.0
+pretty_name: Chainticks Labor Demand Index
+tags:
+- labor-market
+- jobs
+- hiring
+- bls
+- jolts
+- parquet
+- time-series
+- agent-friendly
+task_categories:
+- tabular-regression
+configs:
+- config_name: official_labor_timeseries
+  data_files:
+  - split: train
+    path: official_labor_timeseries/date=*/part-*.parquet
+- config_name: sampled_posting_aggregates
+  data_files:
+  - split: train
+    path: sampled_posting_aggregates/date=*/part-*.parquet
+- config_name: role_taxonomy
+  data_files:
+  - split: train
+    path: role_taxonomy/date=*/part-*.parquet
+---
+
+# Chainticks Labor Demand Index
+
+An agent-friendly labor-demand panel for finding where organizations are still trying to hire humans for work that may be automatable.
+
+This dataset intentionally publishes **aggregates and official public-domain series only**:
+
+- `official_labor_timeseries`: BLS JOLTS monthly openings, hires, quits, layoffs/discharges, and separations by US sector.
+- `sampled_posting_aggregates`: small, rate-limited JobSpy query aggregates by role family, geography, and snapshot date.
+- `role_taxonomy`: the tracked automatable role families, query terms, skill terms, and automation-fit labels.
+
+Raw job postings, job URLs, company names, emails, and descriptions are not included.
+
+```python
+import pandas as pd
+
+repo = "Chainticks/labor-demand-index"
+date = "YYYY-MM-DD"
+url = f"https://huggingface.co/datasets/{repo}/resolve/main/sampled_posting_aggregates/date={date}/part-0000.parquet"
+df = pd.read_parquet(url)
+print(df.head())
+```
+
+## Use Cases
+
+- Track sampled demand for automatable back-office roles.
+- Join live posting aggregates to official JOLTS sector tightness.
+- Find role families where hiring demand, turnover, and automation fit are all high.
+- Build daily research agents without storing raw scraped job-board content.
+
+## Limitations
+
+`sampled_posting_aggregates` is a directional sample, not a job-posting census. Job boards rate-limit and change markup. Source coverage can shift by day, site, geography, and query wording. Treat counts as comparable only within the same query/source configuration and use BLS rows as the official macro anchor.
+
+## Layout
+
+```
+official_labor_timeseries/date=YYYY-MM-DD/part-0000.parquet
+sampled_posting_aggregates/date=YYYY-MM-DD/part-0000.parquet
+role_taxonomy/date=YYYY-MM-DD/part-0000.parquet
+_schema.json
+_manifest.json
+LATEST_DATE.txt
+```
+
+## Provenance
+
+Allowed `source_kind` values are `['derived', 'public_domain', 'sampled_public_web_aggregate']`. Raw scraped postings are private collection artifacts and must not be uploaded to this public dataset.

_manifest.json

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+{
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+    "official_labor_timeseries/date=2026-03-01/part-0000.parquet",
+    "role_taxonomy/date=2026-05-28/part-0000.parquet",
+    "sampled_posting_aggregates/date=2026-05-28/part-0000.parquet"
+  ],
+  "generated_at": "2026-05-28T09:11:02.042524+00:00",
+  "public_source_kinds": [
+    "derived",
+    "public_domain",
+    "sampled_public_web_aggregate"
+  ],
+  "publication_rule": "Only official public-domain rows, derived taxonomy rows, and aggregate sampled posting statistics are publishable. Raw job postings are not published.",
+  "repo_id": "Chainticks/labor-demand-index",
+  "row_counts": {
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+      "timezone": "UTC"
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+      "end": "2008-12-01",
+      "start": "2008-12-01",
+      "timezone": "UTC"
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+      "timezone": "UTC"
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+      "timezone": "UTC"
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+      "start": "2009-06-01",
+      "timezone": "UTC"
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+      "end": "2009-07-01",
+      "start": "2009-07-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2009-08-01": {
+      "end": "2009-08-01",
+      "start": "2009-08-01",
+      "timezone": "UTC"
+    },
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+      "end": "2009-09-01",
+      "start": "2009-09-01",
+      "timezone": "UTC"
+    },
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+      "end": "2009-10-01",
+      "start": "2009-10-01",
+      "timezone": "UTC"
+    },
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+      "end": "2009-11-01",
+      "start": "2009-11-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2009-12-01": {
+      "end": "2009-12-01",
+      "start": "2009-12-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2020-01-01": {
+      "end": "2020-01-01",
+      "start": "2020-01-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2020-02-01": {
+      "end": "2020-02-01",
+      "start": "2020-02-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2020-03-01": {
+      "end": "2020-03-01",
+      "start": "2020-03-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2020-04-01": {
+      "end": "2020-04-01",
+      "start": "2020-04-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2020-05-01": {
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+      "start": "2020-05-01",
+      "timezone": "UTC"
+    },
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+      "timezone": "UTC"
+    },
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+      "start": "2020-07-01",
+      "timezone": "UTC"
+    },
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+      "end": "2020-08-01",
+      "start": "2020-08-01",
+      "timezone": "UTC"
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+      "timezone": "UTC"
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+      "start": "2020-10-01",
+      "timezone": "UTC"
+    },
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+      "start": "2020-11-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2020-12-01": {
+      "end": "2020-12-01",
+      "start": "2020-12-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-01-01": {
+      "end": "2021-01-01",
+      "start": "2021-01-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-02-01": {
+      "end": "2021-02-01",
+      "start": "2021-02-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-03-01": {
+      "end": "2021-03-01",
+      "start": "2021-03-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-04-01": {
+      "end": "2021-04-01",
+      "start": "2021-04-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-05-01": {
+      "end": "2021-05-01",
+      "start": "2021-05-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-06-01": {
+      "end": "2021-06-01",
+      "start": "2021-06-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-07-01": {
+      "end": "2021-07-01",
+      "start": "2021-07-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-08-01": {
+      "end": "2021-08-01",
+      "start": "2021-08-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-09-01": {
+      "end": "2021-09-01",
+      "start": "2021-09-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-10-01": {
+      "end": "2021-10-01",
+      "start": "2021-10-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-11-01": {
+      "end": "2021-11-01",
+      "start": "2021-11-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2021-12-01": {
+      "end": "2021-12-01",
+      "start": "2021-12-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-01-01": {
+      "end": "2022-01-01",
+      "start": "2022-01-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-02-01": {
+      "end": "2022-02-01",
+      "start": "2022-02-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-03-01": {
+      "end": "2022-03-01",
+      "start": "2022-03-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-04-01": {
+      "end": "2022-04-01",
+      "start": "2022-04-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-05-01": {
+      "end": "2022-05-01",
+      "start": "2022-05-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-06-01": {
+      "end": "2022-06-01",
+      "start": "2022-06-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-07-01": {
+      "end": "2022-07-01",
+      "start": "2022-07-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-08-01": {
+      "end": "2022-08-01",
+      "start": "2022-08-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-09-01": {
+      "end": "2022-09-01",
+      "start": "2022-09-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-10-01": {
+      "end": "2022-10-01",
+      "start": "2022-10-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-11-01": {
+      "end": "2022-11-01",
+      "start": "2022-11-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2022-12-01": {
+      "end": "2022-12-01",
+      "start": "2022-12-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-01-01": {
+      "end": "2023-01-01",
+      "start": "2023-01-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-02-01": {
+      "end": "2023-02-01",
+      "start": "2023-02-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-03-01": {
+      "end": "2023-03-01",
+      "start": "2023-03-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-04-01": {
+      "end": "2023-04-01",
+      "start": "2023-04-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-05-01": {
+      "end": "2023-05-01",
+      "start": "2023-05-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-06-01": {
+      "end": "2023-06-01",
+      "start": "2023-06-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-07-01": {
+      "end": "2023-07-01",
+      "start": "2023-07-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-08-01": {
+      "end": "2023-08-01",
+      "start": "2023-08-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-09-01": {
+      "end": "2023-09-01",
+      "start": "2023-09-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-10-01": {
+      "end": "2023-10-01",
+      "start": "2023-10-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-11-01": {
+      "end": "2023-11-01",
+      "start": "2023-11-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2023-12-01": {
+      "end": "2023-12-01",
+      "start": "2023-12-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-01-01": {
+      "end": "2024-01-01",
+      "start": "2024-01-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-02-01": {
+      "end": "2024-02-01",
+      "start": "2024-02-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-03-01": {
+      "end": "2024-03-01",
+      "start": "2024-03-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-04-01": {
+      "end": "2024-04-01",
+      "start": "2024-04-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-05-01": {
+      "end": "2024-05-01",
+      "start": "2024-05-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-06-01": {
+      "end": "2024-06-01",
+      "start": "2024-06-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-07-01": {
+      "end": "2024-07-01",
+      "start": "2024-07-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-08-01": {
+      "end": "2024-08-01",
+      "start": "2024-08-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-09-01": {
+      "end": "2024-09-01",
+      "start": "2024-09-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-10-01": {
+      "end": "2024-10-01",
+      "start": "2024-10-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-11-01": {
+      "end": "2024-11-01",
+      "start": "2024-11-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2024-12-01": {
+      "end": "2024-12-01",
+      "start": "2024-12-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-01-01": {
+      "end": "2025-01-01",
+      "start": "2025-01-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-02-01": {
+      "end": "2025-02-01",
+      "start": "2025-02-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-03-01": {
+      "end": "2025-03-01",
+      "start": "2025-03-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-04-01": {
+      "end": "2025-04-01",
+      "start": "2025-04-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-05-01": {
+      "end": "2025-05-01",
+      "start": "2025-05-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-06-01": {
+      "end": "2025-06-01",
+      "start": "2025-06-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-07-01": {
+      "end": "2025-07-01",
+      "start": "2025-07-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-08-01": {
+      "end": "2025-08-01",
+      "start": "2025-08-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-09-01": {
+      "end": "2025-09-01",
+      "start": "2025-09-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-10-01": {
+      "end": "2025-10-01",
+      "start": "2025-10-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-11-01": {
+      "end": "2025-11-01",
+      "start": "2025-11-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2025-12-01": {
+      "end": "2025-12-01",
+      "start": "2025-12-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2026-01-01": {
+      "end": "2026-01-01",
+      "start": "2026-01-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2026-02-01": {
+      "end": "2026-02-01",
+      "start": "2026-02-01",
+      "timezone": "UTC"
+    },
+    "official_labor_timeseries/2026-03-01": {
+      "end": "2026-03-01",
+      "start": "2026-03-01",
+      "timezone": "UTC"
+    },
+    "role_taxonomy/2026-05-28": {
+      "end": "2026-05-28",
+      "start": "2026-05-28",
+      "timezone": "UTC"
+    },
+    "sampled_posting_aggregates/2026-05-28": {
+      "end": "2026-05-28",
+      "start": "2026-05-28",
+      "timezone": "UTC"
+    }
+  }
+}

_schema.json

@@ -0,0 +1,35 @@
+{
+  "allowed_source_kinds": [
+    "derived",
+    "public_domain",
+    "sampled_public_web_aggregate"
+  ],
+  "datasets": {
+    "official_labor_timeseries": [
+      "source",
+      "period",
+      "sector",
+      "measure",
+      "value",
+      "unit"
+    ],
+    "role_taxonomy": [
+      "snapshot_date",
+      "role_family",
+      "search_terms_json",
+      "automation_fit_1_5"
+    ],
+    "sampled_posting_aggregates": [
+      "snapshot_date",
+      "geo",
+      "role_family",
+      "query",
+      "deduped_postings_count",
+      "remote_share",
+      "salary_mid_mean"
+    ]
+  },
+  "license": "CC-BY-4.0",
+  "privacy_rule": "No raw job descriptions, URLs, company names, or emails in public parquet.",
+  "repo_id": "Chainticks/labor-demand-index"
+}

examples/quickstart.py

@@ -0,0 +1,7 @@
+import pandas as pd
+
+repo = "Chainticks/labor-demand-index"
+latest = pd.read_csv(f"https://huggingface.co/datasets/{repo}/resolve/main/LATEST_DATE.txt", header=None).iloc[0, 0]
+url = f"https://huggingface.co/datasets/{repo}/resolve/main/sampled_posting_aggregates/date={latest}/part-0000.parquet"
+df = pd.read_parquet(url)
+print(df.sort_values("deduped_postings_count", ascending=False).head(10))

official_labor_timeseries/date=2000-12-01/part-0000.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ad87b44aa60719910ccc42eeca2beac6e5c11426ebb064166a5a06d17921f6e
+size 5136

official_labor_timeseries/date=2001-01-01/part-0000.parquet

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