version anonyme pour soumission en revue (main_anon.tex, titlepage_anon.tex)
Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
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| 1 | +% ============================================================================ | |
| 2 | +% UQO Working Paper Template — Economics / Finance | |
| 3 | +% ============================================================================ | |
| 4 | +\documentclass[12pt,letterpaper]{article} | |
| 5 | + | |
| 6 | +% --- Encoding & Language --- | |
| 7 | +\usepackage[utf8]{inputenc} | |
| 8 | +\usepackage[T1]{fontenc} | |
| 9 | +\usepackage[english]{babel} | |
| 10 | + | |
| 11 | +% --- Page Layout --- | |
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| 18 | +]{geometry} | |
| 19 | + | |
| 20 | +% --- Typography --- | |
| 21 | +\usepackage{mathptmx} % Times-like font (text + math) | |
| 22 | +\usepackage{microtype} % Improved typographic refinements | |
| 23 | +\usepackage{setspace} | |
| 24 | +\onehalfspacing % 1.5 line spacing | |
| 25 | + | |
| 26 | +% --- Math --- | |
| 27 | +\usepackage{amsmath,amssymb,amsthm} | |
| 28 | + | |
| 29 | +% --- Tables --- | |
| 30 | +\usepackage{booktabs} | |
| 31 | +\usepackage{tabularx} | |
| 32 | +\usepackage{multirow} | |
| 33 | +\usepackage{threeparttable} | |
| 34 | +\usepackage{siunitx} | |
| 35 | +\sisetup{ | |
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| 38 | + parse-numbers = false | |
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| 40 | + | |
| 41 | +% --- Figures --- | |
| 42 | +\usepackage{graphicx} | |
| 43 | +\usepackage{subcaption} | |
| 44 | +\graphicspath{{figures/}} | |
| 45 | +\usepackage{float} | |
| 46 | + | |
| 47 | +% --- Colors & Links --- | |
| 48 | +\usepackage[dvipsnames]{xcolor} | |
| 49 | +\usepackage[ | |
| 50 | + colorlinks = true, | |
| 51 | + linkcolor = NavyBlue, | |
| 52 | + citecolor = NavyBlue, | |
| 53 | + urlcolor = NavyBlue, | |
| 54 | + breaklinks = true | |
| 55 | +]{hyperref} | |
| 56 | +\hypersetup{pdftitle={Does the Sales Comparison Approach Actually Work? A Large-Scale Point-in-Time Validation of Comparable Selection, Price Adjustments, and Value Reconciliation}, pdfauthor={}} | |
| 57 | + | |
| 58 | +% --- Bibliography --- | |
| 59 | +\usepackage[authoryear,round,semicolon]{natbib} | |
| 60 | +\bibliographystyle{aer} | |
| 61 | + | |
| 62 | +% --- Captions --- | |
| 63 | +\usepackage[ | |
| 64 | + font = small, | |
| 65 | + labelfont = bf, | |
| 66 | + labelsep = period, | |
| 67 | + justification = justified, | |
| 68 | + singlelinecheck = false | |
| 69 | +]{caption} | |
| 70 | + | |
| 71 | +% --- Headers & Footers --- | |
| 72 | +\usepackage{fancyhdr} | |
| 73 | +\pagestyle{fancy} | |
| 74 | +\fancyhf{} | |
| 75 | +\renewcommand{\headrulewidth}{0pt} | |
| 76 | +\fancyfoot[C]{\thepage} | |
| 77 | + | |
| 78 | +% --- Section Formatting --- | |
| 79 | +\usepackage{titlesec} | |
| 80 | +\titleformat{\section}{\large\bfseries}{\thesection.}{0.5em}{} | |
| 81 | +\titleformat{\subsection}{\normalsize\bfseries}{\thesubsection.}{0.5em}{} | |
| 82 | +\titleformat{\subsubsection}{\normalsize\itshape}{\thesubsubsection.}{0.5em}{} | |
| 83 | + | |
| 84 | +% --- Appendix Support --- | |
| 85 | +\usepackage[toc,page]{appendix} | |
| 86 | + | |
| 87 | +% --- Misc --- | |
| 88 | +\usepackage{enumitem} | |
| 89 | +\setlist{nosep,leftmargin=*} | |
| 90 | + | |
| 91 | +% ============================================================================ | |
| 92 | +% METADATA — Edit these fields for each working paper | |
| 93 | +% ============================================================================ | |
| 94 | +\newcommand{\WPnumber}{16} | |
| 95 | +\newcommand{\WPtitle}{Does the Sales Comparison Approach Actually Work? A Large-Scale Point-in-Time Validation of Comparable Selection, Price Adjustments, and Value Reconciliation} | |
| 96 | +\newcommand{\WPsubtitle}{Evidence from 391,000 Single-Family Transactions in Quebec, 2021--2026} | |
| 97 | +\newcommand{\WPdate}{October 2026} | |
| 98 | +\newcommand{\WPversion}{1.0} | |
| 99 | +\newcommand{\WPabstract}{% | |
| 100 | + The sales comparison approach is the dominant method of residential valuation, yet its operating rules---how many comparables to use, how far and how far back to search, which adjustments to apply, how to weight and reconcile---rest largely on professional convention. We subject these rules to a large-scale, point-in-time backtest on \nSalesClean{} arm's-length single-family transactions in Quebec (2021--2026) matched to the municipal assessment roll. For each of \nTargetsAll{} target sales in 2024--2026, the price is masked and \nConfigs{} configurations of the approach---together with hedonic, gradient-boosting, assessment-ratio and hybrid benchmarks---are applied using only information available on the valuation date; configurations are selected on 2024 and evaluated out of sample on 2025--2026. Adjustments dominate: the median absolute error of the five nearest sales falls from \mdapeMtwo{} with a time adjustment only to \mdapeMseven{} with a hedonic adjustment grid, and a stylized conventional grid captures most of that gain. Selecting physically similar rather than merely nearby comparables delivers a comparable gain without any adjustment. The optimal number of comparables is well above the conventional three---around twenty once a grid is applied, with no penalty up to fifty---and short time windows are dominated; the search radius matters far less than the number and similarity of the sales retained. Weighting and reconciliation rules matter little. The best transparent configuration chosen in 2024 reaches \mdapeMzero{} out of sample, against \mdapeMelevenB{} for a quarterly-retrained gradient-boosting model that uses the assessed value and \mdapeMtwelve{} for a hybrid; the cost of transparency is small and narrows in homogeneous submarkets. Accuracy is governed primarily by submarket liquidity; a wide-net rule that retains the most similar sales is self-adapting, and stratum-specific rules do not improve on it. The results turn a convention-based method into a set of empirically validated, reproducible rules. | |
| 101 | +} | |
| 102 | +\newcommand{\WPkeywords}{sales comparison approach, comparable selection, adjustment grid, automated valuation models, hedonic pricing, backtesting, residential real estate, Quebec} | |
| 103 | +\newcommand{\WPjel}{R31, R32, C52, C53, G12} | |
| 104 | + | |
| 105 | +% --- Author --- | |
| 106 | +\newcommand{\WPauthor}{Simon-Pierre Boucher} | |
| 107 | +\newcommand{\WPaffiliation}{% | |
| 108 | + Département des sciences administratives\\ | |
| 109 | + Université du Québec en Outaouais% | |
| 110 | +} | |
| 111 | +\newcommand{\WPemail}{simon-pierre.boucher@uqo.ca} | |
| 112 | +\newcommand{\WPaddress}{% | |
| 113 | + Gatineau -- Pavillon Alexandre-Taché\\ | |
| 114 | + 283, boulevard Alexandre-Taché\\ | |
| 115 | + Gatineau, Québec, Canada J9A 1L8% | |
| 116 | +} | |
| 117 | + | |
| 118 | +% ============================================================================ | |
| 119 | +% DOCUMENT | |
| 120 | +% ============================================================================ | |
| 121 | +\begin{document} | |
| 122 | + | |
| 123 | +% --- Title Page --- | |
| 124 | +\input{tables/numbers} | |
| 125 | +\input{sections/titlepage_anon} | |
| 126 | + | |
| 127 | +% --- Main Body --- | |
| 128 | +\input{sections/introduction} | |
| 129 | +\input{sections/literature} | |
| 130 | +\input{sections/data} | |
| 131 | +\input{sections/methodology} | |
| 132 | +\input{sections/results} | |
| 133 | +\input{sections/robustness} | |
| 134 | +\input{sections/conclusion} | |
| 135 | + | |
| 136 | +% --- References --- | |
| 137 | +\newpage | |
| 138 | +\bibliography{references} | |
| 139 | + | |
| 140 | +% --- Appendix --- | |
| 141 | +\input{appendix/appendix} | |
| 142 | + | |
| 143 | +\end{document} | |
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| 1 | +% ============================================================================ | |
| 2 | +% ANONYMOUS TITLE PAGE — for double-anonymized journal submission | |
| 3 | +% Used by paper/main_anon.tex (same macros as main.tex, no author block, | |
| 4 | +% no institution, no logo). Abstract/keywords/JEL page identical to titlepage.tex. | |
| 5 | +% ============================================================================ | |
| 6 | +\thispagestyle{empty} | |
| 7 | +\begin{center} | |
| 8 | + | |
| 9 | +\vspace*{3cm} | |
| 10 | + | |
| 11 | +{\LARGE\bfseries \WPtitle\par} | |
| 12 | + | |
| 13 | +\ifx\WPsubtitle\empty\else | |
| 14 | + \vspace{0.3cm} | |
| 15 | + {\large\itshape \WPsubtitle\par} | |
| 16 | +\fi | |
| 17 | + | |
| 18 | +\vspace{1.5cm} | |
| 19 | + | |
| 20 | +{\normalsize [Author identity withheld for review]} | |
| 21 | + | |
| 22 | +\vspace{0.8cm} | |
| 23 | + | |
| 24 | +{\normalsize \WPdate} | |
| 25 | + | |
| 26 | +\end{center} | |
| 27 | + | |
| 28 | +\vfill | |
| 29 | + | |
| 30 | +\newpage | |
| 31 | +\thispagestyle{empty} | |
| 32 | +\vspace*{1cm} | |
| 33 | + | |
| 34 | +\noindent\rule{\textwidth}{0.4pt} | |
| 35 | +\vspace{0.3cm} | |
| 36 | + | |
| 37 | +\noindent\textbf{Abstract} | |
| 38 | +\vspace{0.15cm} | |
| 39 | + | |
| 40 | +\noindent\WPabstract | |
| 41 | + | |
| 42 | +\vspace{0.4cm} | |
| 43 | + | |
| 44 | +\noindent\textbf{Keywords:} \WPkeywords | |
| 45 | + | |
| 46 | +\vspace{0.15cm} | |
| 47 | + | |
| 48 | +\noindent\textbf{JEL Classification:} \WPjel | |
| 49 | + | |
| 50 | +\vspace{0.3cm} | |
| 51 | +\noindent\rule{\textwidth}{0.4pt} | |
| 52 | + | |
| 53 | +\newpage | |
| 54 | ||