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Strategy 8 -- A simple but effective momentum futures trading strategy

We are trading futures (micros) again. This one made $52K in the last 4 years with 1155 trades and a 78% win rate. PF 1.4, Sharpe 1.4, RoR 9.7%, MaxDD 6%

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Strategy 7 – A mean reversion futures strategy.

We have a equities futures strategy that trades micros. It made $66k since 2020 with 377 trades, PF of 2.13, Sharpe of 1.51, RoR of 12%, MaxDD of -8.5%, and has a 59% accuracy on trades.

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Strategy 6 — A lean mean-reverting machine.

I tweak a mean reversion strategy and test it against index constituents (current and delisted) from 2021 and got a ROR of 115%, MaxDD -20%, 59% win rate, PF 1.73, a Sharpe of 2.36 and 1,314 trades.

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Strategy 4c — Unf***ing some mistakes from the last one.

A reader pointed out two things wrong with the previous variation of strategy 4. I addressed those issues, and our performance is now ROR 39.5%, PF 2.25, Sharpe 1.8, NP $110k, and MaxDD -7%.

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Strategy 4b — Small tweaks that improve performance

With a few small adjustments and a switch in data providers, we get a strategy that has a profit factor of 2.9, Sharpe of 2.2, MaxDD of -11.4%, win rate of 52%, and made $110k in the last two years.

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Logarithmic Returns – Why are they used in algorithmic trading?

A brief research note on logarithmic returns. Should we be using them?

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Strategy 5 – We’re cooking with gas now.

Finding an edge after the popular “Gap and Go” strategy. This strategy made $170k in the past two years (750 trades) with a 66% ROR, 15% MaxDD, 1.3 profit factor, and a 2.1 Sharpe ratio.

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Strategy 4 – Beats the buy-and-hold SPY benchmark in profit and max drawdown.

This strategy uses RealTest for backtesting. It made $1.2 million on a universe of stocks (S&P 100) over the last 10 years, has a profit factor of 1.89, a Sharpe of 1.17.

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Strategy 3 – Is two better than one? It’s certainly more than one…

Let’s turn it up by one. We’ve got two indicators, a trailing ATR stop, some daily charts, profit factors between 2-5 one different asset types, and some ponderings.

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Strategy 2 – One indicator on a daily chart

Today’s strategy only uses 1 indicator and has a profit factor over 2.0 on multiple instruments tested.

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Strategy 1 -- A simple trading strategy for manual or automated trading

This strategy only uses two indicators, has no optimization, and has a profit factor of 5.9 with a profit of $13k on one ES contract in out-of-sample testing (2024).

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Researching the MACD Indicator in Python

The last indicator to research before trying to create a strategy. Spoiler, one of our visualizations shows us one of the trade entry criteria we are going to use in the near future.

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Researching the Average Directional Index in Python

Two indicators in one, or is it technically 4 indicators in one? Either way, there are indicators, graphs, math, and code! Still got the PDF too.

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Researching the Relative Strength Index in Python

We've got math, code, charts, and scatter plots in this one. It's open to all subscribers and it even comes with a PDF!

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Testing Indicator Soundness for Automated Trade Systems, Part 3

The final chapter of our series might mark the end of this quest, but I've got to wonder... was this all just the tutorial level?

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Research Notes: The Mann-Whitney U Test

Research notes and Python code for calculating a one-sided statistic. Lot's of technical jargon in this one but its good information. So, don't skip it.

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Testing Indicator Soundness for Automated Trade Systems, Part 2

We're gonna take a look at mutual information. There are words like "stationarity", "permutation", and "discretization". There is even some code, broh.

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Testing Indicator Soundness for Automated Trade Systems, Part 1

The first part in a series about testing our indicators' capacity to carry information.

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Getting familiar with the LEAN Engine and QuantConnect Research

What are we talking about? Practice? We talking about practice, man! - Allen Iverson

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Automated Trade Strategy 44X hits a roadblock--I think I broke the NinjaTrader backtest engine.

This could be the first non-user error I have encountered or a user-induced black swan event. I don’t know how to fix it yet, and I don’t know if I will spend much time trying.