Quantifying
market signals

B.S. Mathematics-CS & B.A. Economics, UC San Diego 2026.

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

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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 — present

Undergraduate Research Assistant

UC San Diego, San Diego, CA

Mar 2026 — present

Undergraduate Instructional Assistant

UC San Diego, San Diego, CA

04 — Positions
Discrete events
Oct — Dec 2025
Artificial Intelligence Intern
Stealth AI Startup
San Francisco, CA
Jul — Aug 2025
Quant Trading Intern
Limex
New York, NY
Jan — Jun 2025
Algorithmic Problem Solving Intern
ICPC Foundation
Woodway, TX
Jun — 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
GitHub
03

EcoSim360

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

PythonStreamlitData Science
06 — Channel open
Get in touch
Email
27ananyasaxena@gmail.com
LinkedIn
Connect with me!
GitHub
anuyaya27