spb/wp38_uqo

1<!-- Author: Simon-Pierre Boucher — simon-pierre.boucher@uqo.ca -->2# <Emoji> <Title>34**UQO Working Paper No. <N>** — *<Subtitle, or one-line description>*56[![Paper](https://img.shields.io/badge/paper-PDF%20(<P>%20p.)-b31b1b?logo=latex&logoColor=white)](paper/main.pdf)7[![Python](https://img.shields.io/badge/python-3.11%2B-3776AB?logo=python&logoColor=white)](requirements.txt)8[![Data](https://img.shields.io/badge/data-<N%20obs>%20·%20<format>-4051b5)](data/raw/README.md)9[![Reproducible](https://img.shields.io/badge/reproducible-end--to--end%20pipeline-2e7d32)](scripts/)10[![Institution](https://img.shields.io/badge/UQO-D%C3%A9pt.%20des%20sciences%20administratives-16365c)](https://uqo.ca)11[![Author](https://img.shields.io/badge/author-Simon--Pierre%20Boucher-16365c)](mailto:simon-pierre.boucher@uqo.ca)1213> **TL;DR** — Three to six lines: question, data (size, period), method, headline numbers, takeaway.1415---1617## 📌 Status1819| Item | Value |20|---|---|21| Version | <x.y> (<Month YYYY>) |22| SSRN | <abstract ID + link> / not yet submitted |23| Journal | <target or submission status> / — |24| Code & data | reproducible from `scripts/` (see Quick start); raw data not redistributed |2526## 🎯 What this paper does2728Two or three paragraphs: research question, why it matters, what is new. Core equation if any:2930```31y_i = α + x_i'β + ε_i32```3334## 🏆 Headline results3536| Object | Estimate |37|---|---|38| … | … |3940## 🗂 Repository layout4142```43<repo>/44├── data/45│   ├── raw/                  # <source snapshot> (see data/raw/README.md) — not committed46│   └── processed/            # built by step 0147├── src/<pkg>/                # reusable package48├── scripts/                  # the pipeline, in order49│   ├── 01_….py50│   └── …51├── results/                  # CSV / JSON emitted by the scripts52├── figures/                  # publication figures53└── paper/                    # main.tex + sections/ + references.bib → main.pdf54```5556## 🚀 Quick start5758```bash59python3 -m pip install -r requirements.txt60python3 scripts/01_….py61…62cd paper && make      # latexmk → main.pdf63```6465Runtime and memory on an Apple-silicon laptop.6667## 🗃 Data6869Provenance, extraction date, number of observations, filters (sample cascade), how to obtain the raw snapshot.7071## 🔬 Methodology7273Numbered list of the estimation steps, each pointing to the module that implements it.7475## 🖼 Figures & tables inventory7677| Figure | Content |78|---|---|79| `fig_…` | … |8081Tables (`paper/tables/*.tex`): ….8283## ⚠️ Limitations8485- …8687## 📝 Citation8889```bibtex90@techreport{boucher2026<key>,91  author      = {Boucher, Simon-Pierre},92  title       = {<Title>: <Subtitle>},93  institution = {Universit\'e du Qu\'ebec en Outaouais, D\'epartement des sciences administratives},94  type        = {Working Paper},95  number      = {<N>},96  year        = {2026},97  month       = {<Month>}98}99```100101## 👤 Author & contact102103**Simon-Pierre Boucher** — Département des sciences administratives,104Université du Québec en Outaouais (UQO), Gatineau, QC.105📧 [simon-pierre.boucher@uqo.ca](mailto:simon-pierre.boucher@uqo.ca)106107## 🗒 Notes108109- Numbering history / deviations from `Recherche-UQO/HARMONISATION.md`, if any.110