thesisPrototype

Government data

Australia Employment Change, August 2026

What will the Australian Bureau of Statistics first print for seasonally adjusted employed persons month-over-month change in Australia be for August 2026, in thousands, in Labour Force, Australia?

Overdue · was due Sep 24, 2026

The resolver has no route for this target's reference. The target was registered with a generic source link rather than a resolver binding.

NO_ROUTE_GENERIC_URL · resolver status as of Oct 7, 2026

Forecast

21k
-30k–72k
80% prediction interval
gpt-5.5Run record ↗

Cumulative probability

Chance that the outcome is at or below each value.

0%25%50%75%100%-106k21k148kForecast value

Shaded band: 80% interval (-30k–72k). Dashed line: point estimate (21k).

Derived from the point estimate and 80% interval; the agent did not report a full distribution.

Analysis

§Australia Labour Force Employment Change, August 2026

Framing and resolver: the registered target is abs.labour.employment_change.australia for August 2026, unit thousands, dataPointId abs.labour.employment_change.australia.august_2026.first_print, and catalog slug abs-labour-employment-change-australia-august-2026. The canonical sourceBinding URL returns ABS employed-person levels in thousands for LF/M3.3.1599.20.AUS.M; this forecast preserves the registered employment-change target and treats the resolving value as the same-release month-over-month difference.

▸ Reported tool use: curlmodel report
curl -sSL https://www.abs.gov.au/release-calendar/future-releases/202609 and extract the Labour Force, Australia row
↳ ABS release calendar excerpt fetched this run: time datetime=2026-09-24T01:30:00Z, displayed as Thursday 24 September 2026 11:30am AEST; product Labour Force, Australia; reference period August 2026.
▸ Reported tool use: curlmodel report
curl -sS 'https://data.api.abs.gov.au/rest/data/LF/M3.3.1599.20.AUS.M?lastNObservations=30&format=jsondata'
↳ ABS Data API meta prepared 2026-08-13T17:07:32Z; latest seasonally adjusted employed-person levels in thousands were 2026-02 14721.205316, 2026-03 14741.551774, 2026-04 14702.952844, 2026-05 14746.946935, 2026-06 14823.289454.
▸ Reported tool use: python.computemodel report
Parse fetched ABS levels and compute same-vintage month-over-month changes
↳ Computed recent changes in thousands from fetched ABS LF/M3.3.1599.20.AUS.M levels: 2026-02 +22.9, 2026-03 +20.3, 2026-04 -38.6, 2026-05 +44.0, 2026-06 +76.3; last 24 changes had mean +20.9, median +32.0, sample sigma 39.7, min -74.8, max +104.0.
▸ Reported tool use: python.model_candidatesmodel report
Compute thesis_model_candidate_v1 compact candidates from fetched changes through 2026-06
↳ Model candidates for 2026-08 employment change, train_cutoff 2026-06, calibration_n 24: persistence point +76.3 with 80% interval +25.6 to +127.1; trailing12mean point +21.0 with 80% interval -29.8 to +71.8; last24mean point +20.9 with 80% interval -29.8 to +71.7. Walk-forward calibration over 17 observations: persistence MAE 56.7 RMSE 66.7; trailing12mean MAE 38.9 RMSE 47.8; expandingmean MAE 36.4 RMSE 46.7.
▸ Reported tool use: curlmodel report
curl -sSL -w HTTP_STATUS https://app.thesisinstitute.org/specs.json
↳ Slug-check fetch for https://app.thesisinstitute.org/specs.json returned HTTP 404 with an HTML/Next error page; fallback local public generated ledger target contains catalogSlug abs-labour-employment-change-australia-august-2026 and resolutionDate 2026-09-24 for this dataPointId.

Base rate / reference class: using the last 24 fetched same-series month-over-month employment changes through June 2026, the distribution is mean +20.9 thousand, median +32.0 thousand, sample sigma 39.7 thousand, range -74.8 to +104.0 thousand. Last-print persistence at +76.3 thousand is a high-side June spike and had materially worse walk-forward error than recent-mean candidates, so I use the trailing/recent-mean model as the outside-view prior.

Prior/update/interval: selected prior = trailing12mean/last24mean blend centered at +21.0 thousand because trailing12mean point +21.0 and last24mean point +20.9 are effectively identical, with no official July print or direct August-specific signal fetched this run to justify a material deviation. Adjustment components: +0.0 thousand current-evidence update, since the June +76.3 spike is already in the fetched history and persistence underperformed in walk-forward tests. Interval method = normal wrapper from last-24 realized change dispersion; sigma = 39.7 thousand, 80% half-width = 1.28*sigma = 1.28*39.7 = 50.8 thousand, so 21.0 - 50.8 = -29.8 and 21.0 + 50.8 = 71.8.

Counter-consideration: upside risk outside the interval would be another broad hiring surge or survey rotation effect that keeps the August same-vintage employment gain above +71.8 thousand; downside risk outside the interval would be payback after June's unusually strong gain, weaker vacancies, or a participation/labour-demand softening that pulls the August change below -29.8 thousand.

Review disposition: accepted the optional clarity suggestion by tightening the resolver discussion around the registered employment-change target and ABS level-series mechanics. Rejected removing the specs.json entry because it was actually fetched during slug checking, even though it returned 404 and was not affirmative source evidence.

Key drivers

  • Recent mean beats last-print persistence in walk-forward error
  • June employment gain was unusually high relative to last-24-month mean
  • No official July print available at run time
  • ABS Labour Force month-to-month changes remain volatile

Tool evidence

This run has no captured tool responses. “Reported tool use” in the analysis is the model’s account, not an archived tool response.

Sources and resolution

Official source
Australian Bureau of Statistics Data API, Labour Force LF/M3.3.1599.20.AUS.M
Resolution date
September 24, 2026· outcome not recorded
Resolution rule
Resolve to the first observed August 2026 API observation for ABS Labour Force series LF/M3.3.1599.20.AUS.M: seasonally adjusted employed persons, Australia, month-over-month change, in thousands, computed as the August 2026 employed-persons level minus the July 2026 employed-persons level in the same first-print ABS release/API vintage. Use the value from the first official ABS release/API print scheduled for 2026-09-24, rounded to one decimal thousand if the source presents one decimal; ignore later revisions or corrections.
Run details

The analysis is the model’s written report. Tool-use descriptions in that report are model claims; the activity artifacts contain the execution record.

thesis.analyst · gpt-5.5 · full · v2.5.9

pre-submit review · completed

The draft is publication-ready with no required fixes under the rubric.

  • info optional_suggestion: In the resolver reasoning, keep the level-versus-change discrepancy concise so validators do not confuse the registered identity target with the explanatory ABS series mechanics.
  • info optional_suggestion: Consider removing the 404 specs.json sourceContext entry if sourceContext is meant to list only affirmative evidence.

disposition not applicable: Review disposition: accepted the optional clarity suggestion by tightening the resolver discussion around the registered employment-change target and ABS level-series mechanics. Rejected removing the specs.json entry because it was actually fetched during slug checking, even though it returned 404 and was not affirmative source evidence.

disposition not applicable: Review disposition: accepted the optional clarity suggestion by tightening the resolver discussion around the registered employment-change target and ABS level-series mechanics. Rejected removing the specs.json entry because it was actually fetched during slug checking, even though it returned 404 and was not affirmative source evidence.

Activity artifacts

Complete original trace

§Australia Labour Force Employment Change, August 2026

Framing and resolver: the registered target is abs.labour.employment_change.australia for August 2026, unit thousands, dataPointId abs.labour.employment_change.australia.august_2026.first_print, and catalog slug abs-labour-employment-change-australia-august-2026. The canonical sourceBinding URL returns ABS employed-person levels in thousands for LF/M3.3.1599.20.AUS.M; this forecast preserves the registered employment-change target and treats the resolving value as the same-release month-over-month difference.

▸ Reported tool use: curlmodel report
curl -sSL https://www.abs.gov.au/release-calendar/future-releases/202609 and extract the Labour Force, Australia row
↳ ABS release calendar excerpt fetched this run: time datetime=2026-09-24T01:30:00Z, displayed as Thursday 24 September 2026 11:30am AEST; product Labour Force, Australia; reference period August 2026.
▸ Reported tool use: curlmodel report
curl -sS 'https://data.api.abs.gov.au/rest/data/LF/M3.3.1599.20.AUS.M?lastNObservations=30&format=jsondata'
↳ ABS Data API meta prepared 2026-08-13T17:07:32Z; latest seasonally adjusted employed-person levels in thousands were 2026-02 14721.205316, 2026-03 14741.551774, 2026-04 14702.952844, 2026-05 14746.946935, 2026-06 14823.289454.
▸ Reported tool use: python.computemodel report
Parse fetched ABS levels and compute same-vintage month-over-month changes
↳ Computed recent changes in thousands from fetched ABS LF/M3.3.1599.20.AUS.M levels: 2026-02 +22.9, 2026-03 +20.3, 2026-04 -38.6, 2026-05 +44.0, 2026-06 +76.3; last 24 changes had mean +20.9, median +32.0, sample sigma 39.7, min -74.8, max +104.0.
▸ Reported tool use: python.model_candidatesmodel report
Compute thesis_model_candidate_v1 compact candidates from fetched changes through 2026-06
↳ Model candidates for 2026-08 employment change, train_cutoff 2026-06, calibration_n 24: persistence point +76.3 with 80% interval +25.6 to +127.1; trailing12mean point +21.0 with 80% interval -29.8 to +71.8; last24mean point +20.9 with 80% interval -29.8 to +71.7. Walk-forward calibration over 17 observations: persistence MAE 56.7 RMSE 66.7; trailing12mean MAE 38.9 RMSE 47.8; expandingmean MAE 36.4 RMSE 46.7.
▸ Reported tool use: curlmodel report
curl -sSL -w HTTP_STATUS https://app.thesisinstitute.org/specs.json
↳ Slug-check fetch for https://app.thesisinstitute.org/specs.json returned HTTP 404 with an HTML/Next error page; fallback local public generated ledger target contains catalogSlug abs-labour-employment-change-australia-august-2026 and resolutionDate 2026-09-24 for this dataPointId.

Base rate / reference class: using the last 24 fetched same-series month-over-month employment changes through June 2026, the distribution is mean +20.9 thousand, median +32.0 thousand, sample sigma 39.7 thousand, range -74.8 to +104.0 thousand. Last-print persistence at +76.3 thousand is a high-side June spike and had materially worse walk-forward error than recent-mean candidates, so I use the trailing/recent-mean model as the outside-view prior.

Prior/update/interval: selected prior = trailing12mean/last24mean blend centered at +21.0 thousand because trailing12mean point +21.0 and last24mean point +20.9 are effectively identical, with no official July print or direct August-specific signal fetched this run to justify a material deviation. Adjustment components: +0.0 thousand current-evidence update, since the June +76.3 spike is already in the fetched history and persistence underperformed in walk-forward tests. Interval method = normal wrapper from last-24 realized change dispersion; sigma = 39.7 thousand, 80% half-width = 1.28*sigma = 1.28*39.7 = 50.8 thousand, so 21.0 - 50.8 = -29.8 and 21.0 + 50.8 = 71.8.

Counter-consideration: upside risk outside the interval would be another broad hiring surge or survey rotation effect that keeps the August same-vintage employment gain above +71.8 thousand; downside risk outside the interval would be payback after June's unusually strong gain, weaker vacancies, or a participation/labour-demand softening that pulls the August change below -29.8 thousand.

Review disposition: accepted the optional clarity suggestion by tightening the resolver discussion around the registered employment-change target and ABS level-series mechanics. Rejected removing the specs.json entry because it was actually fetched during slug checking, even though it returned 404 and was not affirmative source evidence.

calibrated forecast · 80% CI
21k[-30k · 72k]
Target metadata

Data point: abs.labour.employment_change.australia.august_2026.first_print

More government data forecasts