Where does Will McGinnis work?

Will McGinnis is Chief Data Scientist at Scale Venture Partners.

What does Will McGinnis invest in?

Will McGinnis invests in AI & Machine Learning, Data & Infrastructure.

Where did Will McGinnis go to school?

Will McGinnis studied at Auburn University (B.S and M.S., Mechanical Engineering); Georgia Institute of Technology.

What awards has Will McGinnis received?

Completed an Eagle Scout project building a pavilion and sandbox at Simpsonville UMC.

What has Will McGinnis written?

Will McGinnis has 1 tracked post on mcginniscommawill.com, including "Running GitHub Actions Efficiently".

Will McGinnis

Investor

Chief Data Scientist at Scale Venture Partners

Atlanta

About

Will McGinnis is an entrepreneur and data science executive with over a decade of experience spanning AI/ML, technology, and business strategy. He trained as a mechanical engineer at Auburn University, then co-founded Predikto, a predictive maintenance startup for heavy industry that was acquired by United Technologies in 2018. He went on to lead Applied Data at Raytheon Technologies/UTC, built the data science function at Aumni (acquired by JPMorgan Chase in 2023), and led Data Science for Aumni within JPMorgan through 2025. He is now Chief Data Scientist at Scale Venture Partners, where he builds AI infrastructure to augment investment decision-making. He is also an active open-source contributor in the Python data science ecosystem.

Contact· published on Will's own website

w•••@scalevp.comreveal

Likely email· guessed from name + firm domain, not firm-published

w•••@scalevp.comreveal100% confident

Invests in

AI & Machine LearningData & Infrastructure

Beyond investing

Founded: Co-founded Predikto, an AI/ML predictive maintenance startup for distributed assets, which was acquired by United Technologies in 2018.
Education: Earned a B.S. and M.S. in Mechanical Engineering from Auburn University.
Communities: Organizes an Atlanta AI dinner event. Based in Atlanta and offers to grab coffee with people in the area.
Awards: Completed an Eagle Scout project building a pavilion and sandbox at Simpsonville UMC.
Hobbies: Enjoys cycling, skiing, and woodworking/DIY building projects. Built a variety of backyard structures including a retaining wall, a shed used as his home office, an outdoor kitchen, and a deck.
Family: Is married and has a daughter. Maintains and continues his family's genealogy, a McGinnis history project begun by his grandfather Richard W. McGinnis.
More: His graduate research focused on multi-body dynamics and system wear in complex aerospace systems, including missile launcher wear modeling. Holds U.S. patents including one for dynamically updated predictive modeling and one for a control system stabilizing a single-line suspended mass in yaw.

From Will's own website — common ground for a warm intro.

Experience

Scale Venture PartnersChief Data Scientistcurrent2025 — presentAtlanta, Georgia, United States
J.P. MorganExecutive Director, Head of Data Science, Aumni2023 — 2025Atlanta Metropolitan Area
AumniVP Data Science2022 — 2023Atlanta, Georgia, United States
Raytheon TechnologiesSenior Director, Head of Applied Data2021 — 2022Atlanta, Georgia, United States
Raytheon TechnologiesDirector, Head of Data Science2018 — 2021Atlanta, Georgia
Predikto (Acquired by UTC in 2018)Chief Scientist, Senior Architect, Co-Founder2014 — 2018Greater Atlanta Area
Auburn UniversityGraduate Research Assistant2013 — 2014Auburn, Alabama Area
Auburn UniversityResearcher2012 — 2014Auburn, Alabama Area
Naval Surface Warfare CenterNREIP Intern2012Panama City, Florida Area

Skills & more

Business Intelligence (BI)Venture CapitalPrivate EquityMechanical Engineering18Engineering8Control Systems Design6Control Theory4Optimization4Eagle PCB3Heat Transfer2Modeling3Eaglesoft3

+12 more

ManufacturingPredictive MaintenanceFinite Element AnalysisData AnalysisMachine LearningData ScienceApache SparkStart-upsSearchStrategyManagementLeadership

Languages English

From Will's professional profile.

Writing

All posts ↗

Running GitHub Actions Efficiently2026-08-12

A checklist for reducing GitHub Actions costs, covering runner OS multipliers, avoiding double-firing triggers, cancelling superseded runs, caching, matrix discipline, cron scheduling, timeouts, and measuring billable minutes.»

Colleagues at Scale Venture Partners

A.J. Aldana

Head of Ecosystem at Scale Venture Partners

Abby Strong

Marketing & Operations Manager at Scale Venture Partners

Alex Niehenke

Partner at Scale Venture Partners

Andy Vitus

Partner at Scale Venture Partners

Anna Shults Held

Editorial Director at Scale Venture Partners

Ariel Tseitlin

Partner at Scale Venture Partners

Aurelia Han

Associate at Scale Venture Partners

Becca Chambers

Chief Marketing Officer at Scale Venture Partners

Frequently asked questions

Who is Will McGinnis?: Will McGinnis is an entrepreneur and data science executive with over a decade of experience spanning AI/ML, technology, and business strategy. He trained as a mechanical engineer at Auburn University, then co-founded Predikto, a predictive maintenance startup for heavy industry that was acquired by United Technologies in 2018. He went on to lead Applied Data at Raytheon Technologies/UTC, built the data science function at Aumni (acquired by JPMorgan Chase in 2023), and led Data Science for Aumni within JPMorgan through 2025. He is now Chief Data Scientist at Scale Venture Partners, where he builds AI infrastructure to augment investment decision-making. He is also an active open-source contributor in the Python data science ecosystem.
Where does Will McGinnis work?: Will McGinnis is Chief Data Scientist at Scale Venture Partners.
What does Will McGinnis invest in?: Will McGinnis invests in AI & Machine Learning, Data & Infrastructure.
Where did Will McGinnis go to school?: Will McGinnis studied at Auburn University (B.S and M.S., Mechanical Engineering); Georgia Institute of Technology.
What awards has Will McGinnis received?: Completed an Eagle Scout project building a pavilion and sandbox at Simpsonville UMC.
What has Will McGinnis written?: Will McGinnis has 1 tracked post on mcginniscommawill.com, including "Running GitHub Actions Efficiently".