The Winners


Alphathon 2025 Winners

Question 1

A Real-Time Streaming Application Using CSP
by Point72 / Cubist Systematic Strategies

🥇 Winner
Team 63: OffTheTape
Streaming Insights from the 2024 Election
Gregory Sharma, NYU Courant
David Lupea, Stanford University
Anush Musthyala, AQR Capital Management

Question 2

Edgar + LLMs = Alpha
by AllianceBernstein (AB)

🥇 Winner
Team 27: S.A.B.
Diagnostic Signal Fusion: An LLM-Based Framework for Equity Research Analysis
Benjamin Loller, Brown University
August Gilmartin, Brown University
Sayid Achilov, Brown University

Question 3

Moving Targets: Detecting Shifts in Corporate Performance Narratives via LLMs
by Principal Financial Group

🥇 Winner
Team 9: LinqAlpha
Can LLMs Hit Moving Targets?
Tracking Evolving Signals in Corporate Disclosures
Jacob Chanyeol Choi, LinqAlpha
Minjae Kim, LinqAlpha
Jihoon Kwon, LinqAlpha

Question 4

Microstucture, Market Impact and Scaling Active Equity Strategies:
From Millions to Billions

by Northfield Information Services

🥇 Joint Winners 🥇

🥇 Winner
Team 24: Mathew Thiel
Scaling from $20 Million to $20 Billion;
Path-dependent Constraints, Burn-in and Inertia
Mathew Thiel, Stony Brook University

🥇 Winner
Team 52: DST Squad
Microstructure, Market Impact and Scaling Active Equity Strategies:
From Millions to Billions
Shunwei (David) Du, NYU Courant
Luchen (Tom) Shi, NYU Courant
Fengrui (Sam) Tian, NYU Courant

These projects all created innovative, robust research and applications, used large data, statistical techniques, machine learning methodologies and great insight, and addressed real issues for the world of investment!

See the SQA LinkedIn Alphathon 2025 Winners Announcement!

Congratulations to all the Winners!


The Finalists

Here are the Alphathon 2025 Finalists per Question!

Question 1 Finalists

A Real-Time Streaming Application Using CSP
by Point72 / Cubist

Alphathon 2025 Finalists Q1

Congratulations to the Q1 Finalists:

Team 59: Vege
Real-Time Multi-Ticker Cryptocurrency Market Monitoring and Risk Analytics Platform
Ziyu Lu, Rockefeller University

Team 63: OffTheTape
Streaming Insights from the 2024 Election
Gregory Sharma, NYU Courant
David Lupea, Stanford University
Anush Musthyala, AQR Capital Management

See the SQA LinkedIn Alphathon 2025 Q1 Finalists Announcement!

Question 2 Finalists

Edgar + LLMs = Alpha
by AllianceBernstein (AB)

Alphathon 2025 Finalists Q2

Congratulations to the Q2 Finalists:

Team 27: S.A.B.
Diagnostic Signal Fusion:
An LLM-Based Framework for Equity Research Analysis
Benjamin Loller, Brown University
August Gilmartin, Brown University
Sayid Achilov, Brown University

Team 59: Vege
Edgar + LLMs = Alpha:
Evaluating Large Language Models for Enhanced Stock Return Prediction
Ziyu Lu, Rockefeller University

Team 60: juniorquant!
Extracting Predictive Signals from 10-K Disclosures Using LLM Sentiment
Alexandra Pinedo, BlackRock

See the SQA LinkedIn Alphathon 2025 Q2 Finalists Announcement!

Question 3 Finalists

Moving Targets: Detecting Shifts in Corporate Performance Narratives via LLMs
by Principal Financial Group

Alphathon 2025 Finalists Q3

Congratulations to the Q3 Finalists:

Team 9: LinqAlpha
Can LLMs Hit Moving Targets?
Tracking Evolving Signals in Corporate Disclosures
Jacob Chanyeol Choi, LinqAlpha
Minjae Kim, LinqAlpha
Jihoon Kwon, LinqAlpha

Team 41: Neverender
Moving Targets with LLMs
Sarvesh Sakhare, Cornell University
Atharwa Pandey, Cornell University
Qi Wang, Cornell University

Team 46: Eigenvector
Shifting Stories, Shifting Returns
Komal Niraula, NYU Tandon

See the SQA LinkedIn Alphathon 2025 Q3 Finalists Announcement!

Question 4 Finalists

Microstucture, Market Impact and Scaling Active Equity Strategies:
From Millions to Billions

by Northfield Information Services

Alphathon 2025 Finalists Q4

Congratulations to the Q4 Finalists:

Team 24: Mathew Thiel
Scaling from $20 Million to $20 Billion;
Path-dependent Constraints, Burn-in and Inertia
Mathew Thiel, Stony Brook University

Team 52: DST Squad
Microstructure, Market Impact and Scaling Active Equity Strategies:
From Millions to Billions
Shunwei (David) Du, NYU Courant
Luchen (Tom) Shi, NYU Courant
Fengrui (Sam) Tian, NYU Courant

See the SQA LinkedIn Alphathon 2025 Q4 Finalists Announcement!

Congratulations to all the Finalists!


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