1\begin{tabular}{llr}2\toprule3Characteristic & primary effect-size family & studies / coefficients \\4\midrule5\textbf{A. Structural} & & \\6\quad Living area & elasticity or semi & 181 / 1181 \\7\quad Lot size & elasticity or semi & 64 / 469 \\8\quad Age & semi elasticity & 150 / 1468 \\9\quad Bedrooms & semi elasticity & 117 / 649 \\10\quad Bathrooms & semi elasticity & 94 / 613 \\11\quad Storeys & semi elasticity & 41 / 373 \\12\quad Floor level & semi elasticity & 63 / 438 \\13\quad Garage & percentage premium & 41 / 236 \\14\quad Parking & percentage premium & 33 / 181 \\15\quad Basement & percentage premium & 20 / 79 \\16\quad Roof and building materials & percentage premium & 23 / 272 \\17\quad Renovation & percentage premium & 17 / 191 \\18\quad Heating & percentage premium & 27 / 144 \\19\quad Air conditioning & percentage premium & 16 / 71 \\20\quad Energy efficiency & percentage premium & 21 / 228 \\21\quad Building condition & percentage premium & 59 / 695 \\22\quad Dwelling type & percentage premium & 55 / 461 \\23\textbf{B. Interior} & & \\24\quad Kitchen quality & percentage premium & 9 / 40 \\25\quad Bathroom quality & percentage premium & 3 / 9 \\26\quad Fireplace & percentage premium & 21 / 183 \\27\quad Appliances & percentage premium & 1 / 7 \\28\quad Flooring & percentage premium & 4 / 27 \\29\quad Insulation & percentage premium & 3 / 17 \\30\quad Storage & percentage premium & 9 / 35 \\31\quad Luxury finishes & percentage premium & 3 / 8 \\32\quad Smart-home systems & percentage premium & 0 / 0 \\33\quad Accessibility & percentage premium & 33 / 149 \\34\textbf{C. Exterior} & & \\35\quad Swimming pool & percentage premium & 22 / 87 \\36\quad Garden & percentage premium & 13 / 46 \\37\quad Terrace or balcony & percentage premium & 31 / 186 \\38\quad Landscaping & percentage premium & 5 / 21 \\39\quad Outdoor kitchen & percentage premium & 0 / 0 \\40\quad Waterfront & percentage premium & 11 / 79 \\41\quad Private recreation & percentage premium & 6 / 19 \\42\textbf{D. Location} & & \\43\quad Distance to CBD & semi elasticity & 86 / 516 \\44\quad Distance to public transport & semi elasticity & 91 / 932 \\45\quad Distance to schools & semi elasticity & 43 / 225 \\46\quad Distance to university & semi elasticity & 13 / 58 \\47\quad Employment accessibility & semi elasticity & 18 / 212 \\48\quad Distance to hospitals & semi elasticity & 27 / 103 \\49\quad Distance to highways & semi elasticity & 35 / 204 \\50\quad Distance to commercial areas & semi elasticity & 39 / 234 \\51\quad Walkability & semi elasticity & 3 / 23 \\52\quad Distance to airport & semi elasticity & 6 / 23 \\53\textbf{E. Environment} & & \\54\quad Air pollution & semi elasticity & 12 / 146 \\55\quad Noise & semi elasticity & 12 / 133 \\56\quad Flood risk & percentage premium & 13 / 201 \\57\quad Wildfire risk & percentage premium & 1 / 19 \\58\quad Green space and parks & semi elasticity & 64 / 704 \\59\quad Water quality & semi elasticity & 6 / 135 \\60\quad View & percentage premium & 28 / 275 \\61\quad Sunlight and orientation & percentage premium & 20 / 138 \\62\quad Urban heat & semi elasticity & 2 / 6 \\63\quad Hazardous or industrial sites & semi elasticity & 25 / 156 \\64\quad Proximity to water bodies & semi elasticity & 38 / 360 \\65\textbf{F. Neighbourhood} & & \\66\quad Neighbourhood income & elasticity & 33 / 175 \\67\quad Crime & semi elasticity & 18 / 302 \\68\quad Population density & semi elasticity & 38 / 261 \\69\quad Education level & semi elasticity & 11 / 50 \\70\quad School quality & semi elasticity & 24 / 245 \\71\quad Demographic composition & semi elasticity & 26 / 480 \\72\quad Neighbourhood amenities & semi elasticity & 41 / 665 \\73\quad Local public services & semi elasticity & 24 / 165 \\74\quad Unemployment & semi elasticity & 6 / 43 \\75\quad Vacancy & semi elasticity & 4 / 12 \\76\textbf{G. Market} & & \\77\quad Time on market & semi elasticity & 2 / 70 \\78\quad Market liquidity & semi elasticity & 3 / 41 \\79\quad Foreclosure status & percentage premium & 1 / 3 \\80\quad Distressed sale & percentage premium & 1 / 9 \\81\quad Seller urgency & percentage premium & 0 / 0 \\82\quad Mortgage conditions & percentage premium & 0 / 0 \\83\quad Transaction timing & percentage premium & 13 / 114 \\84\textbf{H. AI-derived} & & \\85\quad Text sentiment & semi elasticity & 0 / 0 \\86\quad Renovation descriptions & percentage premium & 0 / 0 \\87\quad Architectural style & percentage premium & 2 / 16 \\88\quad Luxury language & semi elasticity & 0 / 0 \\89\quad Urgency language & semi elasticity & 0 / 0 \\90\quad Image-based condition & semi elasticity & 1 / 180 \\91\quad Visual quality & semi elasticity & 1 / 40 \\92\quad Interior design & semi elasticity & 0 / 0 \\93\quad Multimodal embeddings & semi elasticity & 3 / 21 \\94\bottomrule95\end{tabular}96