Resources

Analyse des erreurs de lecture temporelle du marché résidentiel à Casablanca. Pourquoi les instantanés issus des annonces conduisent à des interprétations trompeuses.

Analyse du risque d’effet de cadrage dans la lecture du marché résidentiel à Casablanca. Comment les périmètres, catégories et sources biaisent l’interprétation des données.

Prevents misinterpretation arising from aggregated Lagos residential data by defining clear limits on what aggregation can and cannot represent.

Explains the risks that arise when listing visibility is misread as residential activity, coverage, or significance in Lagos.

Addresses geographic bias risks in Lagos residential datasets by explaining how spatial visibility and labeling distort apparent coverage.

Highlights the risks created by underrepresented informal residential segments in Lagos and explains how data absence should be interpreted.

Sets strict limits on how residential risk can be interpreted in Lagos, preventing evaluative, comparative, or inferential misuse.

Explains risks arising from reliance on listing platforms in Lagos residential data without evaluation, mitigation strategies, or inference.

Defines a non-evaluative risk framing for Lagos residential real estate, clarifying uncertainty and interpretive limits without assessment or mitigation.

Explains the risks of treating listing snapshots in Lagos as continuous or stable representations of residential reality.