Research
What we tested, and what we found
MoneyHQ only builds on trading ideas that hold up on real NSE data, after costs, against random stocks. Here is everything we tested: the few that passed, the many that didn’t, and how we measured it. Results describe the past; they don’t promise the future.
What passed
Passed · the desk’s and Plans’ main rule
New-high breakout with a trailing stop
The rule. A close at the stock’s highest close of the last 252 sessions and of all its history. Buy at the next open. Hold with a trailing stop: the highest close since entry minus 10 × ATR(20), which only rises; sell at the next open after a close below it. No target.
The test. Every evening from 14 Nov 2019 to 16 Oct 2026 among that evening’s 500 most traded NSE stocks (the delisted included), each entry against three random stocks with no breakout, after 0.35% costs. Entries count both on the signal and on joining a trend already running.
| Group | Entries | Trends | Won | Over random stocks | 90% range | Recent half |
|---|
| Momentum top 20 (group A) | 26,766 | 649 | 48% | +0.63R | +0.35R to +0.92R | +0.44R |
| Every other trend (group B) | 242,659 | 2,036 | 42% | +0.30R | +0.17R to +0.42R | +0.17R |
Read it honestly. R is the return over what the stop risked at entry. The top 20 earned +18.6% a trade over random stocks on average, but its median entry trailed them by 4.2%: the edge comes from a minority of large winners held for months (the median hold was 117 sessions). A new signal on its own beat random stocks by +0.26R (range +0.14R to +0.38R). Ranking by the week’s momentum is what separates the groups, which is why the desk ranks picks that way.
Passed · long-term
Momentum basket
Each week, the 20 strongest NSE 500 stocks by momentum (6- and 12-month returns against their volatility), equal weight, kept while they stay in the top 40, traded at the next open.
About 8 points a year over an equal-weight basket of the same stocks
NSE 500, 2019 to 2026, after costs. Run on today’s index members, so it is optimistic. Try it on paper from today or replay it from a past date.
Passed · in the forward test
Results-day drift
A stock that beats the NIFTY 500 by 5 points or more over the two days around its results, bought at the open two sessions later and held 20 sessions.
+1.19% a trade over random stocks
1,757 trades from 2019, range +0.57% to +1.82%; +2.40% after reactions of 10 points or more. A reaction 5 points or more below the index was followed by a lag of 2.35%: a warning, not a trade. Today’s index members; the effect fades after about a month.
What failed
These are popular ideas, and the app still shows some of them as context. Where it does, it labels them with this record, so you don’t lean on them.
✕Intraday order-block zones
The zone plans the app draws, tested on a year of 5-minute candles across the NSE 500 in 482 versions: none made money after costs. As drawn, they lost 0.34R a trade over 64,704 trades, and 0 of 480 variants were positive. The app still draws the zones as a map of levels, labelled “no tested edge”.
✕Intraday candle setups, six years
Every 5-minute bar from Oct 2020 to Oct 2026, with the rules written down before the data was opened. Nothing passed after 0.18% costs: an opening-range breakout lost 0.09% a trade, a gap fill 0.14%. MoneyHQ’s candle engine is well calibrated, but the odds it measures are coin tosses once costs are paid. The desk’s candle check shows this record for any setup you ask about.
✕Twelve classic chart patterns
Double bottoms, flags, wedges, head and shoulders and more, on 2,921 NSE stocks (the delisted included), Nov 2018 to Oct 2026: none has a solid edge; the bull flag and head and shoulders are a weak hint. The chart shows each pattern with this record.
✕Insider buying
Promoters and directors buying their own company’s shares in the market. In the 500 most traded stocks it passed the first half of the data but not the second: +0.43% over 60 sessions, range −1.47% to +2.14%. In smaller liquid stocks it held (+1.86%), but they are outside what MoneyHQ covers.
✕Bulk and block deals
Stocks a big client bought ₹25 crore or more of in a day went on to lag random stocks by 1.38% over the next 20 sessions (range −2.74% to +0.09%). Block deals showed no direction either way.
✕Option signals
Straddles around results priced the move about right (6.9% priced, 6.4% moved); the put/call ratio stopped working; futures build-up labels and implied-volatility rank gave no usable filter; selling the weekly NIFTY straddle made about nothing.
The market as context, not a forecast
NIFTY 50’s P/E and the next 12 months
2016 to 2025, by fifth of NIFTY’s own P/E history (about 34 quarters).
| P/E fifth | NIFTY 50 a year later | Rose |
|---|
| Cheapest | +26% (+16% without 2020) | 97% |
| Second | +15% | 87% |
| Middle | +15% | 79% |
| Fourth | +10% | 86% |
| Dearest | +12% (+5% without 2020) | 81% |
| All sessions | +14.1% | |
India VIX and the breakout rule
The breakout rule’s edge didn’t change reliably with VIX from 2019 to 2026, so the rule is followed whatever VIX is doing. The desk shows VIX, valuations and breadth as a description of the market, with these records, and never as a call to buy or wait.
How we test
Every company, not just the survivors
Tests run on NSE’s own daily files for every listed company since Nov 2018: 2,850 companies, the delisted included, adjusted for splits, bonuses and demergers. Testing only today’s index members makes almost anything look good, because it leaves out the stocks that failed.
Against random stocks
Each trade is compared with random stocks from the same universe bought and sold on the same days. That separates the setup from the market simply rising.
After costs
0.35% a round trip for delivery trades and 0.18% for intraday, taken off every trade.
Rules fixed first
The newer tests write their rules down and commit them before the data is opened, choose any setting on the first half of the data only, and run the second half once for the verdict.
Ranges, not just averages
Results come with a 90% range from resampling by month. A result whose range includes zero doesn’t pass.
Checked after launch
What the app shows each day is logged and checked again each evening, so the rules keep a live record beside their tested one.
Figures as of October 2026. The research is MoneyHQ’s own, on data it believes to be accurate, and isn’t independently audited. A tested record is how a rule did in the past, on average and over many trades; any single trade can lose, and the future can differ. Nothing here is personal investment advice.
See today’s stocks in the rules that passed
Ask the desk, or open Plans, and practise any of them on paper. Free during early access.
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