Université Laval · Québec, Canada

Simon-Pierre Boucher

Ph.D. Candidate in Finance and Insurance — quantitative researcher working at the intersection of financial econometrics, commodity markets, and high-frequency data. Founder of WorthDoing AI, building native macOS tooling and research agents powered by large language models.

Ph.D. Finance & Insurance Université Laval Bilingual EN · FR Founder · WorthDoing AI
Simon-Pierre Boucher
Faculté des sciences de l'administration Département de finance, assurance et immobilier spbou4@protonmail.com

Research Interests

My research sits at the intersection of financial econometrics, commodity markets, and high-frequency data — with a particular focus on how macroeconomic announcements shape speculative dynamics and volatility.

Financial Econometrics Commodity Markets High-Frequency Finance Volatility Modeling Monetary Policy Announcements FOMC Communication Textual Analysis & NLP Financialization Macroeconomic Surprises Bayesian Econometrics HAR Models Hedonic Pricing

Education

Ph.D.
2020 — Present

Administrative Sciences — Finance & Insurance

Université Laval, Québec, Canada

Supervisors: Prof. Marie-Hélène Gagnon & Prof. Gabriel Power

M.Sc.
2017 — 2019

Administration — Finance

Université Laval, Québec, Canada

Thesis: Impact of Transportation Times on Residential Real Estate Values — The Case of the Province of Quebec

B.B.A.
2013 — 2017

Finance

Université Laval, Québec, Canada


Publications

Peer-reviewed journal articles.

Speculative Trading in Energy Markets: Evidence from Macroeconomic Surprises

Boucher, S.-P., Gagnon, M.-H., & Power, G. J.

The Energy Journal, 2025

Investigates speculative trading behavior in energy futures markets by examining the impact of macroeconomic surprises on trading activity and price dynamics.

Published 2025 JEL: G13 JEL: G14 JEL: Q41

Working Papers

Ongoing research projects and manuscripts under review.

Returns and Volatility Around FOMC Announcements: A High-Frequency Analysis of Policy Tone and Novelty

Boucher, S.-P., Gagnon, M.-H., & Power, G. J.

Working Paper · November 2023

Decomposes FOMC policy surprises into tone and novelty components via embedding-based textual analysis. Tone drives returns; novelty drives volatility — identified using minute-level data in a 30-minute window around announcements.

Working Paper JEL: E52 JEL: G12 JEL: G14

Has Financialization Changed the Impact of Macro Announcements on U.S. Commodity Markets?

Boucher, S.-P., Gagnon, M.-H., & Power, G.

SSRN Working Paper · May 2022 — ssrn.com/abstract=4009292

Using high-frequency data, examines how financialization has dampened the impact of macroeconomic release surprises on commodity futures returns and volatility.

Working Paper JEL: G12 JEL: G14 JEL: C58

Modelling Volatility Dynamics Between Commodity ETFs and Their Net Asset Value using BVAR and HAR Models

Boucher, S.-P., Gagnon, M.-H., & Power, G.

Working Paper · January 2023

Examines volatility transmission between commodity ETFs (crude oil, gold, silver, natural gas) and their underlying assets using HAR-X models and Bayesian VAR.

Working Paper JEL: G12 JEL: G14 JEL: C32

Conference & Seminar Presentations

YearConferenceLocation
20247th Commodity Markets Winter WorkshopMont-Tremblant, QC
2023Canadian Society for Economics — 62nd Annual Meeting
2023CRREP Presentation DayUniversité Laval
2022Canadian Society for Economics — 61st Annual Meeting
2022CRREP Presentation DayUniversité Laval

Teaching Experience

Courses taught as instructor at Université Laval (Faculté des sciences de l'administration).

Instructor · Université Laval

PeriodCourseLevel
Winter 2025GSF-6053 — Financial Econometrics IGraduate
Winter 2024GSF-6028 — Financial TheoryGraduate
Winter 2022GSF-6053 — Financial Econometrics IGraduate
Summer 2022GSF-1500 — Financial ManagementUndergraduate
Fall 2021 – Winter 2023 (×4 sem.)GSF-3100 — Capital MarketUndergraduate

Graduate Teaching Assistant · 2018 — 2021

Undergraduate
  • GSF-2101 — Portfolio Management
  • GSF-2102 — Corporate Finance
Graduate
  • GSF-6008 — Corporate Finance
  • GSF-6025 — Financial Strategies and Policies I
  • GSF-6028 — Financial Theory

Teaching Materials — Open-Access Repositories

Full LaTeX / Beamer course packs (slides, exercises, Python solutionnaires) publicly released for Université Laval (GSF) and UQO real-estate appraisal programme (IMM). See the Teaching Materials section below for all open course repositories.


Research Experience

Graduate Research Assistant — Université Laval

2017 — 2021

  • Real estate database construction
  • Hedonic pricing models
  • Econometric modeling in R, SAS, MATLAB
  • Financial literature reviews

Technical Skills

Programming Languages

PythonR MATLABJulia C++Swift TypeScriptSQL SASSTATA LaTeX

Quantitative Computing

High-frequency data Econometric modeling Time-series analysis Bayesian inference Simulation & optimization Parallel computation Hedonic pricing

AI / LLM Engineering

Prompt design Multi-agent orchestration RAG pipelines Fine-tuning Embeddings & retrieval LLM inference engines (C++)

Platforms & Tools

Swift / SwiftUI Next.js / React PyTorch FastAPI Prisma / PostgreSQL Git / GitHub Claude API OpenAI / OpenRouter

Research & Open-Source Projects

A curated catalogue of 115+ public repositories, from academic papers and course packs to native macOS apps and LLM-powered research agents. Filter by category below.

Academic Research — LaTeX Source 9 repos
Teaching Materials — Open Courseware 8 repos
WorthDoing AI · Native macOS Applications 17 repos
WorthDoing AI · Web & Developer Tooling 12 repos
LLM CLI Agents 7 repos
LLM Training From Scratch 7 repos
LLM Notebooks & References 14 repos
Research Pipelines · Crawling, Extraction, Embedding 11 repos
Apps, SaaS & Developer Tools 26 repos
Curated "Awesome" Lists 8 repos
Datasets & Indices 1 repo

Contact

Interested in collaboration, a research visit, or technical partnership? Reach out — I respond to well-framed messages.

Location
Québec, QC · Canada
Languages
English · Français