How accurate is this?

We tested our model on data it was never trained on. 90% of STRONG BUY suburbs grew more than 8% per year. Only 14% of AVOID-rated suburbs achieved the same. A 77 percentage point spread. These are out-of-sample results across 46 Australian cities using walk-forward validation on 3 million transactions, with every gate the production system applies.

How is this different from CoreLogic or Domain?

CoreLogic and Domain show you what happened. We predict what's likely to happen next. Our model combines six layers (timing, growth, fair value, demand, risk, and long-term potential) into a single suburb rating. No other Australian platform publishes validated out-of-sample hit rates.

Is this financial advice?

No. Atlaso provides general research information. We show you data and model outputs. You make your own decisions. We always recommend speaking to a licensed financial adviser before buying property.

How often is data updated?

Suburb scores update quarterly. Market demand and profile data updates monthly. The national timing signal is reviewed semi-annually.

What does the model get wrong?

15% of top-rated suburbs didn't grow more than 8%. The model predicts direction, not magnitude. It works at suburb level. Individual properties within a suburb may differ. And our 3-year model (AUC 0.68) is weaker than our 1-year model (AUC 0.72). We publish our limitations because trust matters more than marketing.