Resources

Controlled structural comparison of Sandton and Rosebank residential districts, focusing on spatial form, listing visibility mechanics, and interpretation limits.

District-level structural overview of the Soweto residential submarket, outlining spatial scale, housing forms, and formal listing visibility limits.

Structural comparison of Soweto and Randburg residential districts, highlighting scale effects, listing visibility limits, and interpretation boundaries.

Explanation of how residential listing visibility is distributed across Johannesburg and why spatial concentration does not indicate residential intensity.

Explanation of how residential submarkets are delineated within Johannesburg and why boundary definitions matter for interpretation.

Methodological explanation of why aggregation introduces distortion in city-level residential readings and how interpretation boundaries should be maintained.

Methodological explanation of known structural biases in Johannesburg residential listing data and how they affect interpretation.

Methodological definition of what Johannesburg residential listing data includes, excludes, and how scope boundaries affect interpretation.

Methodological definition of interpretation limits when using listing-based residential data for Johannesburg at city, submarket, and district scales.

Methodological explanation of how residential listings are observed, recorded, and interpreted within a listing-based dataset for Johannesburg.