About AZTMM

Author

Nikhil Kothari

Founder & Lead Researcher · AZTMM HLDGS LLC

Independent quant researcher and options trader publishing daily and weekly market structure reports. Builds the MPI composite, the regime classifier, and the Pulse Lab dashboards. Writes the Trading Academy. AZTMM is independent research — not affiliated with any broker, fund, or data vendor. Detailed background, credentials, and methodology are documented in the sections below.

Research philosophy: observation over prediction. The site publishes what’s measurable about current market state, not forecasts. Methodology is public. Limitations are documented. Wins and misses are both archived (Performance Archive).

Contact: nikhil.kothari17@gmail.com · Contact form

What this site is

  • Free quant research: Daily Pulse weekdays after close · Weekly Pulse Saturday morning
  • Market-pulse composite, refreshed at each market close (5 PM ET)
  • Regime classifier, refreshed daily
  • Daily Pulse + Weekly Pulse retrospective reports
  • Trading Academy: All 55 lessons live across 8 modules
  • Not investment advice, not a managed product

What this site is NOT

  • Not financial advice
  • Not a managed fund or signal service
  • Not audited live alpha (analytical framework, not validated returns)
  • Not affiliated with any broker or data vendor

NK

Founder · AZTMM HLDGS LLC

Nikhil Kothari

Independent quantitative research on US equity options flow, dark pool positioning, and market regime — the quant research shop I wanted to read but couldn’t find at the retail tier.

Who I am

I started trading at 16. Curiosity-driven at first — equities — reading everything I could find about how markets actually work beneath the price tape. By 2018 I was trading options actively and building my own instruments to read institutional positioning.

Over the next several years the practice evolved into something more systematic: flow analysis, dark pool pattern recognition, regime detection, composite index construction. The gap between what retail-tier research publishes and what actually moves markets became obvious. AZTMM is my answer to that gap.

Education
MS Finance · Hult Cambridge
Trading since
2017 · equities & options
Focus
Options flow & market structure
Based
Somerville, MA

Mission

The retail trading publication landscape is stratified: hot-take newsletters on one end pushing “top picks” with no statistical context; institutional research on the other end locked behind $50K Bloomberg terminals. Between them is a void — no publication writing serious quant research for sophisticated individual traders at a free tier.

AZTMM exists to fill that void. Every report is research-grade, retrospective, numeric, and regime-aware. The framework is disclosed at the category level — the inputs that go into the composite, the structure of the regime classifier, the factors behind Conviction Scores. No black boxes. No price targets. No top picks. No premium signals.

The three principles: show the math, situate in regime, never predict, never prescribe.

What AZTMM publishes

Four products, all free, all end-of-session retrospective research.

  • Daily Pulse — every trading day, 6pm ET. Top 15 options flow + Top 15 dark pool prints, concordance scoring, regime context.
  • Weekly Pulse — every Saturday, noon ET. Full retrospective with sector heatmap, Conviction Scores 1–10, confluence markers, and conditional signals to monitor.
  • Pulse Lab — live MPI (multi-factor composite, 0–100) and probabilistic Regime Classifier, updated each market close.
  • Trading Academy — all 55 lessons live across 8 modules, free, no gating.

Methodology brief

  • Flow data: consolidated end-of-session feed for OPRA-routed unusual options activity and institutional dark-pool prints from major venues.
  • Macro data: consolidated exchange feeds for index levels, Treasury rates and credit spreads, and volatility term structure indicators.
  • Market Pulse Index (MPI): a multi-factor composite scaled 0–100, weighted across breadth, volatility, credit, term structure, and flow concordance, scored against a rolling historical baseline.
  • Regime Classifier: a probabilistic regime framework (Bull / Chop / Crisis) trained on a long historical window of broad-market pricing data using standard regime-fitting techniques, with a published regime-persistence framework.
  • Conviction Scores: retrospective 1–10 score per name, computed from five factors: notional rank, repeat flow, sector confluence, regime alignment, and dark pool concordance.

Legal posture

Who I’m writing for

Sophisticated individual traders who read. The Weekly Pulse is written for someone who understands what C/P ratio means, why a +2.9σ print matters, and what a regime classifier does. The Academy exists for readers who want to become that person.

If you’re looking for “buy this, target $X” content, AZTMM isn’t for you. If you’re looking for research that treats you like a thinking reader, welcome.

Contact

Questions, corrections, collaborations — contact form here or email hello@aztmm.com. I read everything and reply when I can. If you find a methodological error or data inconsistency in any published report, please flag it; I update the report with a visible change-log note.

Built in public

Honest engineering signal — what shipped on the site in the last 7 days. These numbers are hand-tallied for the inaugural cut; the long-term goal is to wire them to live counts from GitHub + the WP REST API + the worker freshness endpoint.

Commits / 7d
~50
Posts / 7d
5
Tracker refreshes / 7d
35

Source: aztmm1/aztmm-mpi-data · Daily/Weekly Pulse posts · tracker worker schedule. (Counts are approximate — live hydration TODO.)

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