HtAG’s Property Intelligence Library
This library documents how HtAG Analytics builds property intelligence for Australian residential property — the metrics, the method, the market data and the research evidence behind it. For the definition itself, and how property intelligence differs from property data, start with What is Property Intelligence?
New to data-driven property research?
Five reads, in order. They take you from what property intelligence is, through the metrics that describe a suburb, to choosing a research platform and running your first data-led shortlist.
Property Investment Education in Australia: A 2026 Guide
The four categories of property education, and why only a structured analytical curriculum teaches a repeatable suburb-selection method.
What Is Property Intelligence?
The canonical definition, how it differs from raw data and analytics, and worked examples from Australian suburbs.
The HtAG Data Dictionary
Every metric HtAG publishes, defined in one place. The ontology this whole library links back to.
How to Choose a Property Data Platform (2026 Buyer’s Guide)
Seven criteria that separate descriptive statistics from decision-grade intelligence, whichever platform you choose.
How to Shortlist Suburbs and Vet Listings Fast
A complete data-led workflow from brief to shortlist to vetted listing, with a full video demonstration.
Property Spruiker Warning Signs
Seven ASIC- and ACCC-referenced warning signs that separate real education from a sales funnel.
The metrics behind every HtAG score
Each explainer defines one metric, shows a worked Australian example and links to its canonical Data Dictionary entry. The Relative Composite Score (RCS) combines Capital Growth, Cashflow and Lower Risk into a single 0–100 goal-based score.
HtAG Data Dictionary
The single source of truth for every metric on the platform: definitions, interpretation bands and how each signal fits the decision stack. The highest click-through page on this site for a reason.
Explore the Data DictionaryPrice, Rent & Return
7What a market costs, what it pays, and how that has changed.
Supply
7How much stock is available now, and what is coming.
Demand & Liquidity
8Who is buying and renting, how fast, and how easily you would exit.
Market Cycle
10Where a market sits in its own rhythm, and how much of the move is left.
Risk & Resilience
5What could go wrong, and whether the data is solid enough to act on.
People & Place
5The population and socio-economic base behind a market.
Scores & Decision Frameworks
3How the individual signals combine into a decision.
No metric matches that filter. Try a shorter word, or browse the full Data Dictionary.
Live market dashboards and data-backed forecasts
HtAG publishes 7,000+ suburb dashboards and 537 LGA dashboards across every Australian state and territory, refreshed monthly. Start with a capital city, drill into a council area, then read the forecast analysis behind the numbers.
Capital city hubs · updated monthly
Australian Property Forecasts 2026
What 2.3 million data points reveal about the next 12 months, nationally and state by state.
Gold Coast Property Market Forecast 2026
A two-speed market at (+)Peak: what suburb-level data shows beneath the city average.
Townsville Property Market Forecast 2026
A decelerating Growth Rate Cycle and a 60-point RCS quality gap between suburbs.
Hervey Bay Property Market Forecast 2026
A 29-point Overall RCS gap between suburbs in a single postcode — strong cashflow, late-cycle growth.
Best Suburbs in South East Queensland 2026
Ten SEQ house markets with real prices, yields, growth and cycle phase.
Best Suburbs in Regional Victoria 2026
189 Regional Victorian house markets mapped, with eleven featured suburbs.
Where to Invest Under $500,000
Six affordable house markets that still score well on live RCS, yield and cycle data.
A repeatable, evidence-first way to select suburbs
Area selection explains 85.7% of five-year capital growth in HtAG’s analysis of 1,157 markets. The method works from strategy to suburb to asset, and every step below is documented and backtested.
Area vs Property: What Drives 85.7% of Growth
Why the suburb decision outweighs the property decision, quantified across 1,157 markets.
What Is Backtesting in Property Forecasting?
How to verify a forecast method on history it has never seen, and how to spot a fake backtest.
Dex™ Suburb Ranking
Compare thousands of suburbs across 150+ metrics, weighted to your investment brief.
5 Predictive Metrics for Suburbs About to Boom
The quantifiable, observable signals that precede growth, and how to read them together.
Goal Matching
Not every suburb is a hotspot for every investor. Aligning market picks with personal targets.
How to Use Equity to Buy Your Next Property
Equity recycling in Australia, with a data-driven screen for the redeploy suburb.
How Does HtAG Validate Its Property Data and Models?
The four controls behind every HtAG number: a correction stack, a quarterly accuracy backtest, a 14-year selection backtest and a public evidence record.
How Do I Analyse a Suburb Before Buying an Investment Property?
The 7-step data framework — brief, demand depth, supply, demand, momentum, risk and timing — applied before a single property is shortlisted.
Published research on Australian house markets
HtAG research is published with sample sizes, time periods, method summaries and limitations, so investors, journalists and researchers can cite it with confidence. Every recommendation HtAG has made is tracked publicly in the Evidence Portal.
The Undervalued Australia Index, Edition 1
The 129 house markets trading below their own long-run growth trend and below their region — and the four states where no such market now exists.
What Happens to Australian Property in a Downturn?
Every downturn and every upswing since 1970, measured: what the typical house market actually returned after inflation, and where the failures clustered.
Property Algorithm Backtest: 14 Years vs the Market
HtAG’s selection algorithm run against 14 years of history it had never seen.
What Happens After a Property Boom?
Every Australian house market tracked through the five years after the 2021 boom.
Are Property Booms Contagious?
Do booms trigger booms? Distinct booms arrive roughly 4.4 years apart, at random.
How Long Do House Prices Take to Recover?
Drawdowns of 10%+ tracked through to recovery: the median took 84 months, and 62.4% of markets never fell that far at all.
Do Bull and Bear Property Signals Work?
Vendor patience vs seller floods: what DOM–inventory divergence predicted for forward growth.
The Riskiest Suburbs in Australia 2026
The first edition of HtAG’s National Property Risk Report.
Negative Gearing Changes 2027: Investor Exposure
The Australian suburbs where investors are most exposed to the proposed changes.
We Published 76 Property Picks. Then We Marked Every One
Every one of 76 April 2026 recommendations marked four months later — misses included — against a same-period national comparison group.
The Evidence Portal
135 recommendations, 135 documented outcomes. Every HtAG research recommendation, tracked in public.
The Property Strategist Game
Nine HtAG whitepapers turned into ten playable investment decisions. Learn the research by playing it.
Is There a Best Time of Year to Buy a House in Australia?
January is the slowest-selling month in 35 of 35 council areas — but spring, not winter, is where the real choice is.
Property intelligence your AI agent can query
AI-native property intelligence is property intelligence delivered through machine-readable interfaces (APIs and MCP) so an AI agent can query, reason over and act on it without a human re-keying numbers. HtAG operates Australia’s first property-intelligence MCP platform, with 104+ REST endpoints and 70+ public MCP tools.
What Is AI-Native Property Intelligence?
The definition, the architecture and why machine-readable beats copy-paste research.
Can ChatGPT Pick Investment Suburbs?
Whether a general assistant can shortlist and rank markets on its own, and the live-data step the pick actually requires.
Does AI Give Accurate Australian Property Data?
Where disconnected chatbots get Australian numbers wrong, which questions are still safe to ask, and how to make an assistant accurate.
Best AI Assistant for Australian Property Research
ChatGPT, Claude, Perplexity or Gemini? The data layer — not the model brand — decides. Includes a four-step test you can run yourself.
Add Live Property Data to ChatGPT, Claude & Perplexity
Connect your AI assistant to live HtAG data via MCP, no code required, with a worked example.
Property Intelligence Is Now an API
HTAG, MCP and the AI-agent layer: how the data behind this library became infrastructure.
The Australian Property Data API
Suburb and LGA market intelligence over REST: what the API covers and how to start.
Developer Portal: Learn
Guides and use cases for building property research agents, apps and workflows on HtAG data.
Turn suburb research into a client advisory process
Buyers’ agents use HtAG to make suburb selection repeatable and evidence-backed: a documented research framework, professional validation data and client-ready reporting.
Property Data for Buyers Agents: The Complete 2026 Stack
The metrics, tools and workflows that professionalise a buyers agency’s research function.
How Buyers Agents Research Suburbs: The 6-Step Framework
From client brief to defensible shortlist, step by step.
Professional Validation with the Evidence Portal
How buyers agents use documented outcomes to prove performance to clients.
Buyer Agent Licensing & Mutual Recognition
The complete guide to licensing requirements across Australian states.
HtAG Buyers Agent Directory
Find data-driven buyers agents who work with HtAG intelligence.
Branded Suburb PDF Reports
Client-ready suburb analytics in one file, white-labelled for professionals.
Buyers agents: start here. The guides above cover the components. The eleven-stage workflow shows how they fit together on a single client brief.
Working with AI? AI Copilot is HtAG’s own research assistant, included in every plan.
Latest from the library
The six most recent additions to the HtAG Property Intelligence Reference Library.
- Is There a Best Time of Year to Buy a House in Australia?Five years of council-level data on how Australian house selling conditions change month by month. January is the slowest-selling month in 35 of 35 council areas — but spring, not winter, is where the choice is.
- The Undervalued Australia Index: The 129 Suburbs Trading Below Their Own TrendHtAG screened all 5,382 Australian suburb house markets for the 129 trading below their own long-run growth trend and below their region, after twelve structural value-trap gates. All 129 are in VIC, NSW, TAS or the ACT.
- What Happens to Australian Property in a Downturn? 50 Years, MeasuredHtAG measured every Australian property downturn and upswing since 1970. Across eleven climates the typical house market stayed above inflation in every modern downturn — but roughly one suburb in seven still went backwards through the rate shock.
- We Published 76 Property Picks. Then We Marked Every OneWe published 76 suburb picks in April 2026, then marked every single one four months later — misses included. Here is what a real property research scorecard looks like.
- What Is a Property Investment Brief?A written set of criteria that translates an investor’s goals into measurable market filters.
- What Is an Early-Cycle Property Market?A market near the start of an upswing, where growth has turned up from a low base and the gap to its own long-run rate is still open.
Put the library to work
Everything documented here runs live on the HtAG platform: the same metrics, scores and dashboards, updated monthly for 7,000+ Australian suburbs.


Dive into our extensive library of educational articles crafted by industry experts to level up your property investment game. From market trends and analysis to risk management and wealth-building strategies, we cover all aspects of successful data-driven real estate investing. Equip yourself with the knowledge and confidence to make informed decisions and maximize your investment returns.
Have a question? Leave a comment below.
Do you have a Macro measure for NoM (Net Overseas Migration) as a contributing factor for growth forecasting?
Hi Dan,
Thanks for bringing up such an insightful query.
Indeed, net overseas migration (NoM) plays a significant role in socio-economic changes at a national and state level. At HtAG, our strength lies in delving into detailed metrics to discern market conditions at the more granular levels of Local Government Areas (LGAs) and suburbs throughout Australia.
However, it’s important to note that NoM data at such a detailed level is not available.
Our approach, therefore, involves employing a hierarchical method in our predictive modeling. This means we integrate insights from broader levels – including country, state, and major city data – as contextual indicators that bolster our analysis at the more specific LGA and suburb levels.
While net overseas migration is indeed a key driver, particularly in major cities like Sydney, Melbourne, and Brisbane, its impact tends to be more nuanced when examining suburbs within these capitals. This is because the dispersion of migrants across a city’s suburbs is influenced by a variety of factors that our platform already accounts for.
Some of these factors include employment opportunities, economic diversity, socioeconomics, and housing characteristics, among others.
Therefore, even if precise NoM data were available for LGAs and suburbs, its direct impact might be less significant than it appears, given that our predictive models already incorporate a wide range of 80+ metrics to assess market potential at this local level. These metrics effectively capture the underlying growth scenarios that NoM would contribute to, enabling a comprehensive analysis without direct NoM data.
In summary, while NoM is a critical macro measure for understanding growth trends, especially in larger cities, our platform’s detailed examination of a broad set of metrics ensures a thorough market analysis that supplements migration impacts with other critical factors at the local level.
Where can I find DeX tutorials to learn ?
Hi Karan,
You’ll find Dex tutorials (and many other valuable resources) in our Mastermind Community. You can access Mastermind from your HTAG account dashboard – simply click on the community link to get started.
Just a quick note: Mastermind requires a separate signup from your main HTAG account. However, if you join using the same email address you used for HTAG, you’ll automatically unlock additional membership levels and features.