SOCii Research — Housing
AIM-HR: An Open Model for Australian Housing Reform
Methodology, assumptions and public reference scenarios for an auditable housing-reform model.
Closed models drive most of the housing debate in Australia. AIM-HR is built to be the open alternative — transparent inputs, auditable assumptions and reference scenarios that everyone can scrutinise. This report documents the model and lays out reform-relevant scenarios for public consideration.
Why open housing modelling
Australia's housing debate is informed by a small number of proprietary models. The assumptions in those models are not publicly auditable. Reform proposals are routinely killed or carried by selective citations of those closed analyses. AIM-HR exists to make the mechanics of housing reform legible to anyone with a browser and the patience to follow assumption-by-assumption logic.
Model architecture
Supply module: planning-system throughput, construction cost curves and developer behaviour. Demand module: demographic flows, formation and dissolution of households, income distribution. Tenure module: ownership/rental transitions and policy levers across each. Tax module: stamp duty, land tax, negative gearing, capital gains.
Each module is independently testable. Outputs are reproducible from declared parameter files. Source data is cited at the parameter level so users can substitute their own evidence and re-run.
Reference scenarios
Baseline: current policy settings projected forward. Supply-only: significant planning-system reform without tax changes. Demand-only: significant tax reform without supply response. Combined-reform: both. Property-tax-shift: stamp-duty-to-land-tax transition under several glide paths.
The combined and tax-shift scenarios outperform the baseline on every credible affordability indicator across the parameter ranges tested. The supply-only scenario underperforms expectations when treated as a standalone lever.
How to read this and what to do with it
This is a methodology and reference report, not a prescriptive recommendation. It is published for consideration by researchers, councils, advocates, parliamentarians and the public. Use the model. Disagree with the assumptions. Substitute your own. Publish what you find.
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