spb/wp2_uqo Public
UQO Working Paper No. 2 — Decoding Real Estate Descriptions: text-based hedonic analysis of housing listings.
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1% Author: Simon-Pierre Boucher — contact@spboucher.ai2% Generated by scripts/06_tables.py — do not edit by hand.3\begin{table}[!htbp]4\centering5\caption{Full model (D) coefficient estimates. HC3 robust standard errors. All variables standardized.}6\label{tab:full_results}7\small8\begin{adjustbox}{max width=\textwidth}9\begin{tabular}{lR{1.2cm}R{1.2cm}R{1.1cm}R{1.6cm}R{1.3cm}c}10\toprule11\textbf{Variable} & \textbf{Coeff.} & \textbf{Std.\ Err.} & \textbf{$t$-stat} & \textbf{$p$-value} & \textbf{Impact (\%)} & \\12\midrule13\multicolumn{7}{l}{\textit{Panel A: Structural variables}} \\14\quad Bathrooms & 0.2966 & 0.0110 & 26.86 & $< 0.001$ & +34.5 & *** \\15\quad Half-bathrooms & 0.1580 & 0.0072 & 21.92 & $< 0.001$ & +17.1 & *** \\16\quad Description length & 0.1013 & 0.0046 & 21.84 & $< 0.001$ & +10.7 & *** \\17\quad Parking & 0.0914 & 0.0094 & 9.68 & $< 0.001$ & +9.6 & *** \\18\quad Stories & 0.0744 & 0.0057 & 12.97 & $< 0.001$ & +7.7 & *** \\19\quad Bedrooms & 0.0314 & 0.0071 & 4.43 & $< 0.001$ & +3.2 & *** \\20\quad Lot size & 0.0033 & 0.7561 & 0.00 & 0.996 & +0.3 & \\21\midrule22\multicolumn{7}{l}{\textit{Panel B: Semantic similarities --- positive price effects}} \\23\quad Modern/Contemporary & 0.1517 & 0.0155 & 9.78 & $< 0.001$ & +16.4 & *** \\24\quad Luxury & 0.1330 & 0.0182 & 7.31 & $< 0.001$ & +14.2 & *** \\25\quad Land \& Nature & 0.1225 & 0.0122 & 10.02 & $< 0.001$ & +13.0 & *** \\26\quad Entry-Level & 0.0991 & 0.0251 & 3.95 & $< 0.001$ & +10.4 & *** \\27\quad Renovated & 0.0501 & 0.0267 & 1.88 & 0.060 & +5.1 & \\28\quad Waterfront & 0.0462 & 0.0129 & 3.59 & $< 0.001$ & +4.7 & *** \\29\quad Panoramic View & 0.0300 & 0.0116 & 2.58 & 0.010 & +3.0 & ** \\30\quad Pool \& Landscaping & 0.0246 & 0.0161 & 1.52 & 0.128 & +2.5 & \\31\quad Garage \& Parking & 0.0190 & 0.0086 & 2.19 & 0.028 & +1.9 & * \\32\quad Heritage/Character & 0.0103 & 0.0147 & 0.70 & 0.483 & +1.0 & \\33\midrule34\multicolumn{7}{l}{\textit{Panel C: Semantic similarities --- negative price effects}} \\35\quad Family-Friendly & $-$0.1237 & 0.0127 & $-$9.72 & $< 0.001$ & $-$11.6 & *** \\36\quad New Construction & $-$0.1105 & 0.0176 & $-$6.29 & $< 0.001$ & $-$10.5 & *** \\37\quad Quiet \& Peaceful & $-$0.0995 & 0.0142 & $-$7.01 & $< 0.001$ & $-$9.5 & *** \\38\quad Bright \& Spacious & $-$0.0936 & 0.0185 & $-$5.07 & $< 0.001$ & $-$8.9 & *** \\39\quad Motivated Seller & $-$0.0890 & 0.0216 & $-$4.12 & $< 0.001$ & $-$8.5 & *** \\40\quad Needs Renovation & $-$0.0827 & 0.0170 & $-$4.86 & $< 0.001$ & $-$7.9 & *** \\41\quad Energy Efficient & $-$0.0812 & 0.0136 & $-$5.95 & $< 0.001$ & $-$7.8 & *** \\42\quad Premium Location & $-$0.0628 & 0.0139 & $-$4.53 & $< 0.001$ & $-$6.1 & *** \\43\quad Finished Basement & $-$0.0370 & 0.0147 & $-$2.52 & 0.012 & $-$3.6 & * \\44\quad Income/Investment & $-$0.0316 & 0.0162 & $-$1.95 & 0.051 & $-$3.1 & \\45\bottomrule46\multicolumn{7}{l}{\footnotesize{\signote\ Impact $= (e^{\hat{\beta}} - 1) \times 100$\%. $n = 17{,}087$; Adj.\ $R^2 = 0.511$.}}47\end{tabular}48\end{adjustbox}49\end{table}50