What if every number could be traced back to its source?

Avaneendra portrait

Finance-native research instruments, built to survive their own falsification tests.

I am an independent quantitative researcher building finance-native measurement instruments. I have distributed 11 working papers, each on deterministic seeds and hash-chained audit trails, with failure cases surfaced before any favorable result.

The work spans finance-native primitives across market microstructure, constraint geometry, and scheduled-disclosure dynamics, instruments designed to prove where they break, not only where they hold.

Ibuildinstrumentsthatreadfinancialmarkets,andprovewheretheybreak.

Avaneendra Trivedi

Quantitative Research · Market Microstructure · Finance-Native Primitives

11 working papers · 2,300+ downloads · Top 2% of 2,761,646 SSRN authors

Author rank 53,143 of 2,761,646 · open to quant research & IB roles

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01

Auditability is non-negotiable.

If a number cannot be traced from source to output, it does not belong in the decision loop.

02

Speed matters only with control.

Fast systems are useful when assumptions, constraints, and outputs remain explicit under stress.

03

Products should reduce cognitive drag.

The best interface is the one that lets analysts focus on judgment instead of tool friction.

Leadership & Achievements

Built operator discipline through large-team execution, global program leadership, and measurable field outcomes.

Head Prefect & Red Cross Secretary

School / Community

  • Mobilized 5,560 volunteers; executed 7 drives/year across 12 villages.
  • Built school-to-village coordination: planning, permissions, and on-ground execution.

Global Academic Collaborations

International Programs

  • Led programs across U.S., Argentina, Korea, Turkey, United Kingdom, and Russia.
  • Delivered 4 sessions/year to 700+ students; owned scheduling, content, and reporting.

Climate Sustainability Film & Rural Workshops

Community Awareness

  • Scripted and enacted a zero-budget 2-part short film; managed a 6-person team.
  • Ran 7–8 rural workshops across 6 villages; organized clean-ups and awareness drives.

JSP Foundation CSR Evaluation (5-day)

Field Evaluation

  • Evaluated ASHA Hope Centres, Veterinary Van Service, and Hindi Medium School initiatives.
  • Documented +20% school attendance and +15% livestock health improvements post interventions.

Awards

  • Duke of Edinburgh’s Award (Gold)
  • Int’l English Olympiad (World Rank 56)
  • National Cyber/Science/Math Olympiad — merits
  • Yale Young Global Explorers (Cambridge)
  • RBI Financial Literacy (NFLAT)
  • National Mathematics Olympiad — 3× Gold Medal
  • Scholar Gown — highest honorary rank for exceptional service (2008–2022)

Certifications

McKinsey Forward ProgramColumbia University Financial Engineering & Risk ManagementHEC Paris & AXA IM Investment ManagementYale Financial MarketsForage: Quantium Data Analytics Job SimulationForage: Walmart Global Tech Advanced Software EngineeringForage: JP Morgan Investment Banking Job Simulation

Stack

Built around the overlap of investment-banking rigor and quantitative research: valuation, deal judgment, operator estimation, and production systems that stay traceable under review.

Financial Modeling
Valuation
M&A Analysis
Market Intelligence
Asset Pricing
Market Microstructure
Backtesting
Convex Optimization
Signal Engineering
Risk Diagnostics
Excel / Scenarios
Python
SQL / Pipelines
Experiment Lineage
TypeScript / Next.js
Git / GitHub

Signal

A live operator surface for collaboration, portfolio context, and model artifacts. Every link below routes directly to active systems, research, or proof outputs.

2026Crafted by Avaneendra