Sloane Stevenson Holtby,

McGill senior double-majoring in Mathematical Statistics and Software Engineering with a minor in Economics. Recently modeled how NHL roster structure under the salary cap relates to regular season wins, built on a 2015–2024 dataset and delivered as an interactive dashboard. On the engineering side, ships end-to-end systems and improves Developer Experience. USPORTS volleyball alumni, President of McGill Engineering's largest hackathon, and past VP of McGill Women in Computer Science.

Calgary, Canada
Open to relocation
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Sloane portrait
About me
Volleyball action

A little bit about me:

My interest in sports analytics came naturally; affinity for sports and excellence in math. It started first as a multisport athlete, then through participating in fantasy leagues and bracket challenges. That curiosity for sports evolved into a technical focus: building tools that turn messy data into actionable insights.

Recently, I built a 2015–2024 NHL roster-economics dataset by joining Spotrac contract data with team results, quantified inequality using the Gini coefficient, and modeled wins (ROW) with Poisson GLM/GMM. The project is available as an interactive dashboard with takeaways for roster design, and I’m currently refining the research for publishing review later this year.

On the engineering side, I’ve worked across the full software development lifecycle: scoping, design, TypeScript/Python implementation, testing, CI/CD on Azure DevOps with SonarCloud gates, and post-release monitoring. I’ve standardized TypeScript-first repos, automated developer tasks with Bash, instrumented apps with structured metrics, and written runbooks that cut new-dev setup from ~8 hours to ~25 minutes. I also evaluated and rolled out GitHub Copilot with team guidelines to speed up safe, repeatable environments.

I also serve as the President of CodeJam, McGill Engineering’s largest hackathon. I lead a large team to plan and execute every aspect of a weekend-long event that hosts hundreds of participants, mentors, and industry sponsors. From logistics and sponsorships to technical infrastructure and team coordination, this role has sharpened my leadership, communication, and execution skills. It sets me apart as someone who not only builds real-world applicable systems, but also builds teams, drives initiatives, and delivers under pressure.

Where I excel:

  • Bridging technical and non-technical teams with clear, audience-appropriate communication.
  • Pairing econometrics with production software to turn models into products with clean interfaces and reliable pipelines.
  • Building reproducible analytics and documentation across the full data science lifecycle so work can be trusted, reused, and shipped.

I am seeking roles in data science, analytics or software engineering, especially where rigorous analysis meets product constraints and real-world decisions.

Education

Academic background with selected, job-relevant coursework:

Major in Mathematical Statistics

McGill University — B.A.

September 2021 – May 2026

Applied RegressionGeneralized Linear ModelsProbabilityStatistical ComputingStatistical Inference & MethodsApplied Multivariate StatisticsLinear AlgebraMulti-variable CalculusMathematical AnalysisData Science Practicum

Major in Software Engineering

McGill University — B.A

September 2021 – May 2026

CalculusDiscrete MathData Structures & AlgorithmsProgramming MethodologySoftware DesignDatabase SystemsComputer Systems & HardwareProgramming Languages & ParadigmsSoftware Construction & OOPNatural Language Processing & Text Mining

Minor in Economics

McGill University — B.A

September 2021 – May 2026

Macroeconomic AnalysisMicroeconomic AnalysisEconometricsUnderground EconomiesFinancial Instruments & InstitutionsEconomic CrisesEconomic Development

Skills

I have hands-on experience with the following technologies, frameworks, and tools:

PythonPython
RR
JavaJava
JavaScriptJavaScript
TypeScriptTypeScript
HTMLHTML
CSSCSS
PostgreSQLPostgreSQL
MongoDBMongoDB
AWSAWS
AzureAzure
FigmaFigma
GitLabGitLab
GitGit
Experience

Here is a quick summary of my most recent experiences:

McGill University

Summer Research Student

May 2025 - Present
  • Summer Researcher, McGill University — Dept. of Mathematics & Statistics (Supervisor: Prof. Steele).
  • Modeled the non-linear link between salary dispersion and NHL performance using Poisson GLM and dynamic-panel GMM.
  • Built a companion interactive web dashboard and a reproducible pipeline to explore team-year salary structures under the cap.
  • Click to view my dashboard and my paper! I am currently preparing this research for publication.
LodgeLink

Full-Stack Developer

May–August 2024
  • Specialized in Developer Experience (DevEx): productivity, workflow streamlining, outcome measurement.
  • Researched/implemented tools like GitHub Copilot and SonarCloud to optimize workflow and code quality.
  • Ran data-driven analysis to remove bottlenecks and improve system performance.
  • Built/maintained front- and back-end systems using cloud platforms and DevOps tooling.
  • Supported Senior Management; served as liaison between management and developer teams.
Edgerystep Resort

Suite Attendant

June–August 2023
  • Delivered executive-level guest service and coordinated suite setup and inventory.
  • Handled client requests, ensured timely resolutions, and documented processes for hand-offs.
  • Demonstrated strong organization and communication to support seamless event execution.

Extracurriculars

Selected extracurricular leadership roles and volunteering:

CodeJam McGill University

CodeJam McGill University

President

  • Spearheaded the annual CodeJam Hackathon, demonstrating leadership in organizing a premier coding event hosting over 400 participants and sponsors.
  • Led a 20-person team to manage all event aspects, including Sponsorship, Finance, Web Dev, Logistics, Marketing, and Participant selection.
  • Built and maintained strong partnerships with students, sponsors and industry leaders to support and create a valuable networking experience.
McGill Women in Computer Science

McGill Women in Computer Science

VP External

  • Serving as the liaison between McWICS and other McGill clubs, representing McWICS at Industry events, and coordinating joint events to foster inter-club collaborations and industry partnerships.
  • McGill Representative for the Pan-Canada WICS events and initiatives.
Gordie Howe Cares Pro-Am

Gordie Howe Cares Pro-Am

Volunteer

  • Supported the Event Coordinator in the lead-up to the NHL Alumni Pro-Am tournament weekend—staging materials, moving equipment, and preparing spaces for teams and guests.
  • Optimized Draft Night flow by assisting check-in and jersey distribution and maintaining the live draft order.
Get in touch

References available upon request

Phone+14037001486

You may also find me on these platforms!

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