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Data literacy

Medians, samples, sources, calculations and why unknown is a valid answer.

7 guides

  • Medians

    A median is the middle sale in a sample. Mix and sample size move it without anyone getting richer.

    Why median property prices can be misleading

    A median is the middle sale in a dated set. Mix and sample move it. One numeric mix-shift. Not a property value.

  • Three labels

    Source data, Districts calculation, Districts-derived. Unknown is a fourth, honest result.

    Facts, calculations and unknown data: how to read a Districts figure

    Three labels on a Districts figure: source data, calculation, derived. Unknown is a fourth state, not a blank.

  • Unknown

    A blank field means not established from the available sources. It does not mean “no”.

    Why Districts shows unknown data

    Unknown means no source for that slot. Three product examples. Not zero, not clear, not a fail.

  • Source

    Who published it, for which area, which period, which dwellings, and how many sales.

    How to check the source of a property statistic

    Five questions for any figure. One forensic pair where both numbers are correct and still not comparable.

  • Association

    Two series that move together are not a reason. The usual confounder is mix, rate, or a zone change.

    Correlation vs causation in property research

    Two series moving together is a prompt. Rail, school and population cases. Not a cause.

  • Research ≠ advice

    A labelled yield is arithmetic. Whether it is enough is a conversation with a licensed adviser.

    How to use property data without treating it as advice

    Research describes the evidence. Advice tells you what to do. Districts does the first. Keep them apart.

  • Coverage ≠ score

    6 of 10 completed means four checks had no usable source. It does not mean 6 out of 10 on the house.

    Why research coverage is not a property score

    Six of ten means six sources existed. Property A versus Property B is often a publishing difference, not a lot difference.

Other topics

  • Property due diligence
  • Planning and development
  • Hazards and constraints
  • Price and market evidence
  • Rental and holding risk
  • Supply and liquidity
  • Suburb fundamentals
  • Using Districts

Research purposes only. Not personal financial advice, a valuation, or a planning certificate. Always speak to a licensed financial adviser before you act.

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Research purposes only. Not personal financial advice, a valuation, or a planning certificate. Always speak to a licensed financial adviser before you act.