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Articles

Notes from the research desk

Working notes on Indian market structure, options, and the methodology of testing strategies honestly.

6 Sept 2026
11 min read

How to read the Pre-Market Dashboard

A plain-English guide to every card on the daily pre-market read — what each number means, how to weigh it, and where each one will mislead you. No prior knowledge assumed.

#pre-market-dashboard#indian-markets#market-structure
5 Sept 2026
5 min read

Reading FII and DII flows without fooling yourself

Daily provisional flow numbers are the most over-interpreted data in the Indian market. Here is what they measure, what they leave out, and the handful of things they can honestly tell you.

#market-structure#FII-DII#indian-markets
2 Sept 2026
6 min read

What the Put-Call Ratio actually tells you (and what it doesn't)

PCR is treated as a sentiment gauge with a fixed rulebook. It is really a context-dependent reading that means different things at different strikes, at different points in the expiry cycle, and for different instruments.

#options#PCR#sentiment
1 Sept 2026
7 min read

Why most backtests lie — and what in-sample vs out-of-sample actually fixes

A strategy that looks brilliant on history has usually been fitted to it. The split between in-sample and out-of-sample data is the cheapest honesty test you can run — and it only catches some of the ways a backtest can flatter you.

#backtesting#validation#methodology

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Markets carry substantial risk of loss. Past and backtested performance is no guarantee of future results. Trading-Sparks provides research, education and tools only — not financial advice, personal recommendations, or any guarantee of profit.