1\begin{tabular}{llrl}2\toprule3Group & Characteristic & studies & evidence status \\4\midrule5B. Interior & Kitchen quality & 9 & pooled \\6B. Interior & Bathroom quality & 3 & descriptive only \\7B. Interior & Appliances & 1 & descriptive only \\8B. Interior & Flooring & 4 & descriptive only \\9B. Interior & Insulation & 3 & descriptive only \\10B. Interior & Storage & 9 & pooled \\11B. Interior & Luxury finishes & 3 & descriptive only \\12B. Interior & Smart-home systems & 0 & no study \\13C. Exterior & Landscaping & 5 & descriptive only \\14C. Exterior & Outdoor kitchen & 0 & no study \\15C. Exterior & Private recreation & 6 & descriptive only \\16D. Location & Walkability & 3 & descriptive only \\17D. Location & Distance to airport & 6 & descriptive only \\18E. Environment & Wildfire risk & 1 & descriptive only \\19E. Environment & Water quality & 6 & descriptive only \\20E. Environment & Urban heat & 2 & descriptive only \\21F. Neighbourhood & Unemployment & 6 & descriptive only \\22F. Neighbourhood & Vacancy & 4 & descriptive only \\23G. Market & Time on market & 2 & descriptive only \\24G. Market & Market liquidity & 3 & descriptive only \\25G. Market & Foreclosure status & 1 & descriptive only \\26G. Market & Distressed sale & 1 & descriptive only \\27G. Market & Seller urgency & 0 & no study \\28G. Market & Mortgage conditions & 0 & no study \\29H. AI-derived & Text sentiment & 0 & no study \\30H. AI-derived & Renovation descriptions & 0 & no study \\31H. AI-derived & Architectural style & 2 & descriptive only \\32H. AI-derived & Luxury language & 0 & no study \\33H. AI-derived & Urgency language & 0 & no study \\34H. AI-derived & Image-based condition & 1 & descriptive only \\35H. AI-derived & Visual quality & 1 & descriptive only \\36H. AI-derived & Interior design & 0 & no study \\37H. AI-derived & Multimodal embeddings & 3 & descriptive only \\38\bottomrule39\end{tabular}40