Resources

Risk of Aggregated City-Level Readings

Explanation of how city-level aggregation obscures submarket distinctions and creates interpretation risk in Johannesburg residential data.

Risk of Misinterpreting Listing Visibility

Explanation of how listing visibility can be mistaken for market depth or activity in Johannesburg residential analysis.

District Overrepresentation Risk

Explanation of how certain districts become structurally overrepresented in Johannesburg residential listings and why this distorts interpretation.

Omission of Informal Residential Segments

Explanation of why informal residential segments are structurally omitted from Johannesburg residential listings and how this absence shapes interpretation.

Risk of Transferring Interpretations Across Districts

Explanation of why interpretations drawn from one Johannesburg residential district cannot be transferred to others without distortion.

Policy Assumption Risk in Residential Analysis

Explanation of the risk created when uniform policy impact is assumed across Johannesburg residential districts despite structural variation.

Selection Bias in Residential Listings

Explanation of how selection bias arises in Johannesburg residential listings and why observable data reflects participation choices rather than residential structure.

Spatial Boundary Misalignment Risk

Explanation of how misalignment between administrative, platform, and perceived boundaries creates interpretation risk in Johannesburg residential listings.

Temporal Distortion in Listing-Based Data

Explanation of how listing rotation and publication cycles distort time-based interpretation of Johannesburg residential data.