Math-CS + Economics / UC San Diego / 2026

Mapping the
latent space
of markets and machines.

Building at the intersection of quantitative methods, machine learning, and financial systems.

ANANYA.SD Live
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Python SQL PySpark Quantitative Finance TensorFlow PyTorch Backtesting Systems AWS GCP Airflow Risk Modeling Docker Market Microstructure FastAPI Options Pricing React Trading Strategy Pandas NumPy Statistical Modeling
01 Signal
Career trajectory
Amplitude over time. Each node marks a discrete event in the career signal.
Quant / data AI / ML Research / academic
02 Frequency bands
Core competencies
The signal decomposed into three primary frequency bands.
01

Mathematics & Probability

Stochastic calculus, martingale theory, statistical learning, econometrics, linear algebra, convex optimization, real analysis, abstract algebra

02

Systems & ML

Python, PySpark, Airflow, SQL, AWS, GCP, TensorFlow, PyTorch, Docker, FastAPI, Scikit-learn, Pandas, NumPy

03

Quantitative Finance

Market microstructure, backtesting, risk modeling, trading strategy research, options pricing, financial modeling, market data pipelines, credit analysis

03 Research & teaching
Deep analysis
Ongoing: working paper

Information & Strategic Behavior in Markets

Investigating how information asymmetries and strategic interactions between market participants influence price discovery, trading patterns, and market efficiency. Building on Kyle (1985) and Glosten-Milgrom foundational models.

market microstructure game theory information economics price discovery
Working paper
Sep 2024 to present

Undergraduate Research Assistant

UC San Diego, San Diego, CA

Mar 2026 to present

Undergraduate Instructional Assistant

UC San Diego, San Diego, CA

04 Positions
Discrete events
Oct to Dec 2025
Artificial Intelligence Intern
Stealth AI Startup
San Francisco, CA
Jul to Aug 2025
Quant Trading Intern
Limex
New York, NY
Jan to Jun 2025
Algorithmic Problem Solving Intern
ICPC Foundation
Woodway, TX
Jun to Sep 2024
Data Science Intern
KopyKitab, Digibook Technologies
Bengaluru, India
05 Peak detections
Selected Projects
Notable outputs that crossed the detection threshold.
01

PRISM

Parallel LLM orchestration for asynchronous multi-model evaluation and reasoning synthesis.

PythonLLMBenchmarking
GitHub
02
2nd best overall, HackPrinceton

WattsUp

CV platform for rooftop solar potential using satellite imagery and NASA climate data across 10K+ sq miles.

MLComputer VisionClimate
Devpost
03

EcoSim360

Interactive economic policy impact simulation. Tested by UCSD Economics Department.

PythonStreamlitData Science
06 Awards
Selected Honors and Awards
01

Jane Street Estimathon

2nd Place UC San Diego, 2024

02

WattsUp

2nd best overall, HackPrinceton Fall 2025

03

Triton Research and Experiential Learning Scholar (TRELS)

Awarded with $1,000 scholarship per quarter for working on my research project.

04

Provost Honors

Awarded 6 times for outstanding academic performance.

07 Channel open
Get in touch
Email
27ananyasaxena@gmail.com
LinkedIn
Connect with me!
GitHub
anuyaya27