% Author: Simon-Pierre Boucher — contact@spboucher.ai % Generated by scripts/06_tables.py — do not edit by hand. \begin{table}[!htbp] \centering \caption{Full model (D) coefficient estimates. HC3 robust standard errors. All variables standardized.} \label{tab:full_results} \small \begin{adjustbox}{max width=\textwidth} \begin{tabular}{lR{1.2cm}R{1.2cm}R{1.1cm}R{1.6cm}R{1.3cm}c} \toprule \textbf{Variable} & \textbf{Coeff.} & \textbf{Std.\ Err.} & \textbf{$t$-stat} & \textbf{$p$-value} & \textbf{Impact (\%)} & \\ \midrule \multicolumn{7}{l}{\textit{Panel A: Structural variables}} \\ \quad Bathrooms & 0.2966 & 0.0110 & 26.86 & $< 0.001$ & +34.5 & *** \\ \quad Half-bathrooms & 0.1580 & 0.0072 & 21.92 & $< 0.001$ & +17.1 & *** \\ \quad Description length & 0.1013 & 0.0046 & 21.84 & $< 0.001$ & +10.7 & *** \\ \quad Parking & 0.0914 & 0.0094 & 9.68 & $< 0.001$ & +9.6 & *** \\ \quad Stories & 0.0744 & 0.0057 & 12.97 & $< 0.001$ & +7.7 & *** \\ \quad Bedrooms & 0.0314 & 0.0071 & 4.43 & $< 0.001$ & +3.2 & *** \\ \quad Lot size & 0.0033 & 0.7561 & 0.00 & 0.996 & +0.3 & \\ \midrule \multicolumn{7}{l}{\textit{Panel B: Semantic similarities --- positive price effects}} \\ \quad Modern/Contemporary & 0.1517 & 0.0155 & 9.78 & $< 0.001$ & +16.4 & *** \\ \quad Luxury & 0.1330 & 0.0182 & 7.31 & $< 0.001$ & +14.2 & *** \\ \quad Land \& Nature & 0.1225 & 0.0122 & 10.02 & $< 0.001$ & +13.0 & *** \\ \quad Entry-Level & 0.0991 & 0.0251 & 3.95 & $< 0.001$ & +10.4 & *** \\ \quad Renovated & 0.0501 & 0.0267 & 1.88 & 0.060 & +5.1 & \\ \quad Waterfront & 0.0462 & 0.0129 & 3.59 & $< 0.001$ & +4.7 & *** \\ \quad Panoramic View & 0.0300 & 0.0116 & 2.58 & 0.010 & +3.0 & ** \\ \quad Pool \& Landscaping & 0.0246 & 0.0161 & 1.52 & 0.128 & +2.5 & \\ \quad Garage \& Parking & 0.0190 & 0.0086 & 2.19 & 0.028 & +1.9 & * \\ \quad Heritage/Character & 0.0103 & 0.0147 & 0.70 & 0.483 & +1.0 & \\ \midrule \multicolumn{7}{l}{\textit{Panel C: Semantic similarities --- negative price effects}} \\ \quad Family-Friendly & $-$0.1237 & 0.0127 & $-$9.72 & $< 0.001$ & $-$11.6 & *** \\ \quad New Construction & $-$0.1105 & 0.0176 & $-$6.29 & $< 0.001$ & $-$10.5 & *** \\ \quad Quiet \& Peaceful & $-$0.0995 & 0.0142 & $-$7.01 & $< 0.001$ & $-$9.5 & *** \\ \quad Bright \& Spacious & $-$0.0936 & 0.0185 & $-$5.07 & $< 0.001$ & $-$8.9 & *** \\ \quad Motivated Seller & $-$0.0890 & 0.0216 & $-$4.12 & $< 0.001$ & $-$8.5 & *** \\ \quad Needs Renovation & $-$0.0827 & 0.0170 & $-$4.86 & $< 0.001$ & $-$7.9 & *** \\ \quad Energy Efficient & $-$0.0812 & 0.0136 & $-$5.95 & $< 0.001$ & $-$7.8 & *** \\ \quad Premium Location & $-$0.0628 & 0.0139 & $-$4.53 & $< 0.001$ & $-$6.1 & *** \\ \quad Finished Basement & $-$0.0370 & 0.0147 & $-$2.52 & 0.012 & $-$3.6 & * \\ \quad Income/Investment & $-$0.0316 & 0.0162 & $-$1.95 & 0.051 & $-$3.1 & \\ \bottomrule \multicolumn{7}{l}{\footnotesize{\signote\ Impact $= (e^{\hat{\beta}} - 1) \times 100$\%. $n = 17{,}087$; Adj.\ $R^2 = 0.511$.}} \end{tabular} \end{adjustbox} \end{table}