diff --git a/README.md b/README.md index 1e307ce2078551fc8526b283f046f775a6634947..be0c4b8ab65a40aac7cfe1ed0229cf791d5dee32 100644 --- a/README.md +++ b/README.md @@ -21,10 +21,18 @@ configs: data_files: - split: train path: jolts_sector_metrics/date=*/part-*.parquet +- config_name: jolts_release_vintages + data_files: + - split: train + path: jolts_release_vintages/date=*/part-*.parquet - config_name: sampled_posting_aggregates data_files: - split: train path: sampled_posting_aggregates/date=*/part-*.parquet +- config_name: labor_pressure_index + data_files: + - split: train + path: labor_pressure_index/date=*/part-*.parquet - config_name: role_taxonomy data_files: - split: train @@ -53,9 +61,11 @@ An agent-friendly labor-demand panel for finding where organizations are still t 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. +- `official_labor_timeseries`: BLS JOLTS monthly openings, hires, quits, layoffs/discharges, and separations by US sector (latest revision). - `jolts_sector_metrics`: derived vacancy/hire, quit/hire, separation/hire, and YoY openings metrics from JOLTS. -- `sampled_posting_aggregates`: small, rate-limited JobSpy query aggregates by role family, geography, and snapshot date. +- `jolts_release_vintages`: append-only snapshots of JOLTS values as observed on each collection date, partitioned by `vintage_date`, so revision history is preserved (first-release vs. latest). +- `sampled_posting_aggregates`: small, rate-limited JobSpy query aggregates by role family, geography, and snapshot date. Includes posting-age signals (`new_postings_count`, `median_posting_age_days`, `stale_share_30d/60d/90d`) derived from a private first-seen ledger, and salary/workflow/compliance texture. +- `labor_pressure_index`: **the combined index** — one auditable score per role family x geo x day that fuses automation fit, workflow digitization, posting persistence (can't-fill signal), and confidence-weighted JOLTS sector tightness. This is the join of the demand and tightness halves of the panel, materialized. - `role_taxonomy`: the tracked automatable role families, query terms, skill terms, and automation-fit labels. - `query_taxonomy`: one row per tracked search query, so query panels can evolve without changing downstream schemas. - `occupation_bridge`: candidate SOC, NAICS, and JOLTS-sector bridges for each tracked workflow. @@ -76,22 +86,25 @@ print(df.head()) ## Use Cases -- Track sampled demand for automatable back-office roles. -- Join live posting aggregates to official JOLTS sector tightness. +- Track sampled demand for automatable back-office roles, including how long requisitions stay open (`stale_share_30d/60d/90d`) — the clearest "can't hire a human" signal. +- Join live posting aggregates to official JOLTS sector tightness via the `jolts_sector_candidates_json` bridge. +- Nowcast monthly JOLTS from daily postings, and check whether postings led the *revised* number using `jolts_release_vintages`. - Analyze posting-level workflow texture through aggregate software, workflow, and compliance term counts. -- Find role families where hiring demand, turnover, and automation fit are all high. +- Find role families where hiring demand, turnover, posting age, 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. +`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. A pinned core panel is sampled every day for stable per-cell time series; the long tail rotates. ## Layout ``` official_labor_timeseries/date=YYYY-MM-DD/part-0000.parquet jolts_sector_metrics/date=YYYY-MM-DD/part-0000.parquet +jolts_release_vintages/date=YYYY-MM-DD/part-0000.parquet sampled_posting_aggregates/date=YYYY-MM-DD/part-0000.parquet +labor_pressure_index/date=YYYY-MM-DD/part-0000.parquet role_taxonomy/date=YYYY-MM-DD/part-0000.parquet query_taxonomy/date=YYYY-MM-DD/part-0000.parquet occupation_bridge/date=YYYY-MM-DD/part-0000.parquet diff --git a/_manifest.json b/_manifest.json index 0da579eb8c313acd9e84e948e87481425586a748..aa688d3108237c73d97f6712703e0c5f72a15ebd 100644 --- a/_manifest.json +++ b/_manifest.json @@ -5,6 +5,7 @@ "geo_taxonomy/date=2026-05-30/part-0000.parquet", "geo_taxonomy/date=2026-05-31/part-0000.parquet", "geo_taxonomy/date=2026-06-01/part-0000.parquet", + "jolts_release_vintages/date=2026-06-01/part-0000.parquet", "jolts_sector_metrics/date=2000-12-01/part-0000.parquet", "jolts_sector_metrics/date=2001-01-01/part-0000.parquet", "jolts_sector_metrics/date=2001-02-01/part-0000.parquet", @@ -314,6 +315,7 @@ "jolts_sector_taxonomy/date=2026-05-30/part-0000.parquet", "jolts_sector_taxonomy/date=2026-05-31/part-0000.parquet", "jolts_sector_taxonomy/date=2026-06-01/part-0000.parquet", + "labor_pressure_index/date=2026-06-01/part-0000.parquet", "occupation_bridge/date=2026-05-28/part-0000.parquet", "occupation_bridge/date=2026-05-29/part-0000.parquet", "occupation_bridge/date=2026-05-30/part-0000.parquet", @@ -639,7 +641,7 @@ "sampled_posting_aggregates/date=2026-05-31/part-0000.parquet", "sampled_posting_aggregates/date=2026-06-01/part-0000.parquet" ], - "generated_at": "2026-06-01T04:35:29.472561+00:00", + "generated_at": "2026-06-01T09:58:36.716359+00:00", "public_source_kinds": [ "derived", "public_domain", @@ -653,6 +655,7 @@ "geo_taxonomy/2026-05-30": 10, "geo_taxonomy/2026-05-31": 10, "geo_taxonomy/2026-06-01": 10, + "jolts_release_vintages/2026-06-01": 400, "jolts_sector_metrics/2000-12-01": 20, "jolts_sector_metrics/2001-01-01": 20, "jolts_sector_metrics/2001-02-01": 20, @@ -962,6 +965,7 @@ "jolts_sector_taxonomy/2026-05-30": 23, "jolts_sector_taxonomy/2026-05-31": 23, "jolts_sector_taxonomy/2026-06-01": 23, + "labor_pressure_index/2026-06-01": 16, "occupation_bridge/2026-05-28": 10, "occupation_bridge/2026-05-29": 10, "occupation_bridge/2026-05-30": 10, @@ -1285,7 +1289,7 @@ "sampled_posting_aggregates/2026-05-29": 10, "sampled_posting_aggregates/2026-05-30": 10, "sampled_posting_aggregates/2026-05-31": 10, - "sampled_posting_aggregates/2026-06-01": 10 + "sampled_posting_aggregates/2026-06-01": 16 }, "time_ranges": { "geo_taxonomy/2026-05-28": { @@ -1313,6 +1317,11 @@ "start": "2026-06-01", "timezone": "UTC" }, + "jolts_release_vintages/2026-06-01": { + "end": "2026-06-01", + "start": "2026-06-01", + "timezone": "UTC" + }, "jolts_sector_metrics/2000-12-01": { "end": "2000-12-01", "start": "2000-12-01", @@ -2858,6 +2867,11 @@ "start": "2026-06-01", "timezone": "UTC" }, + "labor_pressure_index/2026-06-01": { + "end": "2026-06-01", + "start": "2026-06-01", + "timezone": "UTC" + }, "occupation_bridge/2026-05-28": { "end": "2026-05-28", "start": "2026-05-28", diff --git a/_schema.json b/_schema.json index 988ad86265215e9002adc0919fecbc1df50dfdf4..2086a4ab8d9cf40ae56c250db96b2e67224fafc6 100644 --- a/_schema.json +++ b/_schema.json @@ -11,6 +11,13 @@ "geo", "geo_type" ], + "jolts_release_vintages": [ + "vintage_date", + "period", + "sector", + "measure", + "value" + ], "jolts_sector_metrics": [ "period", "sector", @@ -24,6 +31,17 @@ "sector", "series_id_example" ], + "labor_pressure_index": [ + "snapshot_date", + "role_family", + "geo", + "labor_pressure_score_0_1", + "automation_component_0_1", + "digital_workflow_component_0_1", + "posting_persistence_component_0_1", + "sector_tightness_component_0_1", + "blended_vacancy_hire_ratio" + ], "occupation_bridge": [ "snapshot_date", "role_family", @@ -60,6 +78,9 @@ "query_id", "query", "deduped_postings_count", + "new_postings_count", + "median_posting_age_days", + "stale_share_30d", "remote_share", "salary_mid_mean" ] diff --git a/examples/quickstart.py b/examples/quickstart.py index 89057f1678a6456945b03039d00c443e165d61c4..a69144728b1ecfa3f9c0b9ee42503e1c249a5b82 100644 --- a/examples/quickstart.py +++ b/examples/quickstart.py @@ -2,6 +2,10 @@ 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" + +# The combined index: where automatable work is in demand AND hard to fill. +url = f"https://huggingface.co/datasets/{repo}/resolve/main/labor_pressure_index/date={latest}/part-0000.parquet" df = pd.read_parquet(url) -print(df.sort_values("deduped_postings_count", ascending=False).head(10)) +print(df.sort_values("labor_pressure_score_0_1", ascending=False)[ + ["role_family", "geo", "labor_pressure_score_0_1", "blended_vacancy_hire_ratio", "stale_share_30d", "salary_mid_median"] +].head(10)) diff --git a/jolts_release_vintages/date=2026-06-01/part-0000.parquet b/jolts_release_vintages/date=2026-06-01/part-0000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..f50aaa0580fd6c17ac77af97806c3faec55527a4 --- /dev/null +++ b/jolts_release_vintages/date=2026-06-01/part-0000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e25d5b3657ab9dc090f42c51de35d797e2572f520ba89919409f79ab0618ba72 +size 5768 diff --git a/labor_pressure_index/date=2026-06-01/part-0000.parquet b/labor_pressure_index/date=2026-06-01/part-0000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..bc74147dee3bc0217a3df5d333f3b73c9ff53354 --- /dev/null +++ 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