\begin{longtable}{p{6cm}p{4cm}r} \caption{Global hedonic variable taxonomy and extraction counts (studies / coefficient rows)}\label{tab:taxonomy}\\ \toprule Characteristic & primary effect-size family & studies / coefficients \\ \midrule \endfirsthead \multicolumn{3}{l}{\textit{(continued)}}\\ \toprule Characteristic & primary effect-size family & studies / coefficients \\ \midrule \endhead \bottomrule \endfoot \textbf{A. Structural} & & \\ \quad Living area & elasticity or semi & 181 / 1181 \\ \quad Lot size & elasticity or semi & 64 / 469 \\ \quad Age & semi elasticity & 150 / 1468 \\ \quad Bedrooms & semi elasticity & 117 / 649 \\ \quad Bathrooms & semi elasticity & 94 / 613 \\ \quad Storeys & semi elasticity & 41 / 373 \\ \quad Floor level & semi elasticity & 63 / 438 \\ \quad Garage & percentage premium & 41 / 236 \\ \quad Parking & percentage premium & 33 / 181 \\ \quad Basement & percentage premium & 20 / 79 \\ \quad Roof and building materials & percentage premium & 23 / 272 \\ \quad Renovation & percentage premium & 17 / 191 \\ \quad Heating & percentage premium & 27 / 144 \\ \quad Air conditioning & percentage premium & 16 / 71 \\ \quad Energy efficiency & percentage premium & 21 / 228 \\ \quad Building condition & percentage premium & 59 / 695 \\ \quad Dwelling type & percentage premium & 55 / 461 \\ \textbf{B. Interior} & & \\ \quad Kitchen quality & percentage premium & 9 / 40 \\ \quad Bathroom quality & percentage premium & 3 / 9 \\ \quad Fireplace & percentage premium & 21 / 183 \\ \quad Appliances & percentage premium & 1 / 7 \\ \quad Flooring & percentage premium & 4 / 27 \\ \quad Insulation & percentage premium & 3 / 17 \\ \quad Storage & percentage premium & 9 / 35 \\ \quad Luxury finishes & percentage premium & 3 / 8 \\ \quad Smart-home systems & percentage premium & 0 / 0 \\ \quad Accessibility & percentage premium & 33 / 149 \\ \textbf{C. Exterior} & & \\ \quad Swimming pool & percentage premium & 22 / 87 \\ \quad Garden & percentage premium & 13 / 46 \\ \quad Terrace or balcony & percentage premium & 31 / 186 \\ \quad Landscaping & percentage premium & 5 / 21 \\ \quad Outdoor kitchen & percentage premium & 0 / 0 \\ \quad Waterfront & percentage premium & 11 / 79 \\ \quad Private recreation & percentage premium & 6 / 19 \\ \textbf{D. Location} & & \\ \quad Distance to CBD & semi elasticity & 86 / 516 \\ \quad Distance to public transport & semi elasticity & 91 / 932 \\ \quad Distance to schools & semi elasticity & 43 / 225 \\ \quad Distance to university & semi elasticity & 13 / 58 \\ \quad Employment accessibility & semi elasticity & 18 / 212 \\ \quad Distance to hospitals & semi elasticity & 27 / 103 \\ \quad Distance to highways & semi elasticity & 35 / 204 \\ \quad Distance to commercial areas & semi elasticity & 39 / 234 \\ \quad Walkability & semi elasticity & 3 / 23 \\ \quad Distance to airport & semi elasticity & 6 / 23 \\ \textbf{E. Environment} & & \\ \quad Air pollution & semi elasticity & 12 / 146 \\ \quad Noise & semi elasticity & 12 / 133 \\ \quad Flood risk & percentage premium & 13 / 201 \\ \quad Wildfire risk & percentage premium & 1 / 19 \\ \quad Green space and parks & semi elasticity & 64 / 704 \\ \quad Water quality & semi elasticity & 6 / 135 \\ \quad View & percentage premium & 28 / 275 \\ \quad Sunlight and orientation & percentage premium & 20 / 138 \\ \quad Urban heat & semi elasticity & 2 / 6 \\ \quad Hazardous or industrial sites & semi elasticity & 25 / 156 \\ \quad Proximity to water bodies & semi elasticity & 38 / 360 \\ \textbf{F. Neighbourhood} & & \\ \quad Neighbourhood income & elasticity & 33 / 175 \\ \quad Crime & semi elasticity & 18 / 302 \\ \quad Population density & semi elasticity & 38 / 261 \\ \quad Education level & semi elasticity & 11 / 50 \\ \quad School quality & semi elasticity & 24 / 245 \\ \quad Demographic composition & semi elasticity & 26 / 480 \\ \quad Neighbourhood amenities & semi elasticity & 41 / 665 \\ \quad Local public services & semi elasticity & 24 / 165 \\ \quad Unemployment & semi elasticity & 6 / 43 \\ \quad Vacancy & semi elasticity & 4 / 12 \\ \textbf{G. Market} & & \\ \quad Time on market & semi elasticity & 2 / 70 \\ \quad Market liquidity & semi elasticity & 3 / 41 \\ \quad Foreclosure status & percentage premium & 1 / 3 \\ \quad Distressed sale & percentage premium & 1 / 9 \\ \quad Seller urgency & percentage premium & 0 / 0 \\ \quad Mortgage conditions & percentage premium & 0 / 0 \\ \quad Transaction timing & percentage premium & 13 / 114 \\ \textbf{H. AI-derived} & & \\ \quad Text sentiment & semi elasticity & 0 / 0 \\ \quad Renovation descriptions & percentage premium & 0 / 0 \\ \quad Architectural style & percentage premium & 2 / 16 \\ \quad Luxury language & semi elasticity & 0 / 0 \\ \quad Urgency language & semi elasticity & 0 / 0 \\ \quad Image-based condition & semi elasticity & 1 / 180 \\ \quad Visual quality & semi elasticity & 1 / 40 \\ \quad Interior design & semi elasticity & 0 / 0 \\ \quad Multimodal embeddings & semi elasticity & 3 / 21 \\ \end{longtable}