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Writing from the workbench

Notes on statistical modelling, research software, public data questions, and project-adjacent thinking.

Public-interest data / models / software

Writing from the workbench.

Notes that are too developed to stay in a scratch file and too alive to pretend they are finished. Expect statistical modelling, public-interest and public-health data, research software, workflow, and the occasional attempt to think clearly in public.

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models software data drafts
Notebook map Working notes, small essays, and project-adjacent thinking.

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The Australian Data Review notes now live here alongside the broader workbench blog. Most data posts should be read as public drafts unless they explicitly say otherwise.

Horizontal bars show mean dwelling prices falling 2.4 percent in New South Wales, 2.1 percent in Victoria, 1.3 percent in the ACT and 0.7 percent nationally, while the other five jurisdictions rose.

Sydney’s Housing Weakness Was Deepest in Expensive Houses

Sydney’s established-house median fell 4.0% in the June quarter, versus 1.8% for attached dwellings. Higher-value houses had fallen further from peak; the rest was less weak, not rising.

Jun 11, 2026
Aydin

Three connected boxes show that evidence becomes less conclusive as the question narrows from whether reported outcomes changed, to whether the NDIS caused the change, to whether a particular support caused the change.

A $51.5 Billion NDIS Should Show What Outcomes It Delivers

Participants report some gains. But public reporting still cannot show which supports produced them—or what outcomes the Scheme’s $51.5 billion annual spend is delivering.

Jun 10, 2026
Aydin

Line chart of Australia's monthly GP bulk-billing rate from January 2023 to June 2026. The rate rises sharply after the November 2025 policy line, from 78.8 per cent in June 2025 to 83.6 per cent in June 2026. April to June 2026 are shaded as preliminary.

Bulk Billing Rose After November 2025. Did GP Access Improve?

Billing changed sharply after the November 2025 GP incentives, especially for working-age adults. The evidence for more care is much weaker.

May 28, 2026
Aydin

Eight bars rise from the September 2024 release through June 2026, when trailing-12-month nominal cash payments reach 51.5 billion dollars.

Nominal NDIS Cash Payments Reached $51.5 Billion

Trailing-12-month nominal cash-basis NDIS payments rose across every quarterly release from September 2024 to June 2026. Participant growth explains some of the scale, but the public aggregates do not provide an exact causal decomposition.

May 26, 2026
Aydin
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Aydin’s Workbench · Blog

Public-interest data, models and software—worked through in public.

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