Nikhil Adithyan

@NikhilAdithyan

Building BacktestZone & Scriptonomy

IndiaJoined August 2020

About

A hustler striving towards making accessible financial analytics tools and a marketer helping fintech companies expand their reach and visibility.

Currently working on building two companies:

BacktestZone, a no-code platform to backtest technical trading strategies
Scriptonomy, a content marketing agency focusing on FinTech companies

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Nikhil Adithyan's blogs

freeCodeCamp Englishfreecodecamp.org/news12 posts

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Recently published

NANikhil Adithyanfreecodecamp.org1d ago · 20 min read

How to Find Stock-Specific Moves in the S&P 500 with Python

On June 12, 2026, SPY closed up 0.54%. EchoStar (SATS) dropped 11%. Lennar (LEN) dropped 4.9%. Most of the other 500 stocks in the index barely moved beyond what SPY’s own gain would predict. That gap

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NANikhil Adithyanfreecodecamp.orgJun 18 · 16 min read

How to Analyze Analyst Estimate Ranges with Python

Most financial models use analyst consensus as a single forward-looking input: revenue estimate, EPS estimate, EBITDA estimate, or some version of a forward margin assumption. That works, but it flatt

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NANikhil Adithyanfreecodecamp.orgJun 13 · 24 min read

Geopolitical Risk Isn't One Thing. I Built a Python Framework to Prove It

On April 3, 2025, the US announced sweeping tariffs on Chinese imports. SPY dropped 4.8% that day. The next day, it dropped another 6%. Financial news ran the usual headline: markets rattled by geopol

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NANikhil Adithyanfreecodecamp.orgJun 7 · 18 min read

How to Choose the Best Stock Market API for FinTech Projects and AI Agents

Choosing a stock API looks simple until the project becomes real. At first, you only need a few prices. You send a request, get JSON back, load it into pandas, and move on. But the moment that API sta

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NANikhil Adithyanfreecodecamp.orgMay 29 · 19 min read

Beyond NVIDIA: Where the AI Infra Trade Actually Shows Up

The AI capex trade is usually discussed like one clean idea. Capex simply means capital expenditure, or the money companies spend on long-term assets like data centers, chips, servers, power systems,

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Nikhil Adithyan

About

Available for

Nikhil Adithyan's blogs

Recently published

How to Find Stock-Specific Moves in the S&P 500 with Python

How to Analyze Analyst Estimate Ranges with Python

Geopolitical Risk Isn't One Thing. I Built a Python Framework to Prove It

How to Choose the Best Stock Market API for FinTech Projects and AI Agents

Beyond NVIDIA: Where the AI Infra Trade Actually Shows Up

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Nikhil Adithyan

About

Available for

Nikhil Adithyan's blogs

Recently published

How to Find Stock-Specific Moves in the S&P 500 with Python

How to Analyze Analyst Estimate Ranges with Python

Geopolitical Risk Isn't One Thing. I Built a Python Framework to Prove It

How to Choose the Best Stock Market API for FinTech Projects and AI Agents

Beyond NVIDIA: Where the AI Infra Trade Actually Shows Up