Professional-grade trading strategies from research to your portfolio.

We help traders and funds build robust, trading strategies/portfolios. Our strategies are crafted from academic research, live-tested, and ready to run without wasting years coding and research.

For the past three years, we've fully automated our trading strategies, managing a portfolio of over 20 diverse strategies. Before that, we operated semi-automated systems.

Save thousands of hours ⌛ we do the research, testing, and debugging so you can simply download and run.

Our RealTest trading strategies - setupalpha.com/


We’re not financial advisors and this is not financial advice.


SetupAlpha

This free systematic strategy I published a year ago is currently delivering record-breaking returns and reaching new all-time highs.

S&P 500 only.
Simple rules. 
Commissions and limit buffer in.
This sideways tape is the regime mean reversion is built for.

Rules + RealTest and Python: setupalpha.com/products/free-realtest-strategy?var…

1 week ago |[YT] | 9

SetupAlpha

A good validation process should not make a trader overconfident.

It should make the trader better informed.

1 week ago |[YT] | 9

SetupAlpha

missing the 20 worst days is 4× more valuable than catching the 20 best.

33y SPY: $100k start
> skip worst 20 → $13.7M
> skip best 20 → $828k
> skip both still beats B&H ($3.60M vs $3.19M)

For systematic traders building regime filters, not day-pickers.

2 weeks ago |[YT] | 11

SetupAlpha

Can math predict the future of financial markets?

Not every price.

But S&P data shows the edge is horizon-dependent:

New Substack article: setup4alpha.substack.com/p/can-math-predict-the-fu…

2 weeks ago |[YT] | 9

SetupAlpha

Systematic trading is like rolling a snowball uphill.

At first you don't see the process, but over time you find momentum taking over and doing the heavy lifting for you.

All-Weather Low-Drawdown Portfolio: setupalpha.com/products/all-weather-low-drawdown-p…

2 weeks ago |[YT] | 8

SetupAlpha

I put together a practical RealTest guide to the metrics I use when evaluating a strategy:

Check all the metrics & RealTest scritps here: setup4alpha.substack.com/p/realtest-backtest-metri…

3 weeks ago |[YT] | 10

SetupAlpha

I do not want an AI tool to tell me that a trading strategy is “promising.”

I want to know:
- What is the measured effect?
- How strong is the evidence?
- Does it survive out-of-sample testing?
- What could explain the result?
- Can I implement it in my own workflow?

This new Substack article explains how I search for those answers: setup4alpha.substack.com/p/ai-research-workflow-fo…

1 month ago |[YT] | 8

SetupAlpha

Your alpha is more likely in cross-sectional ranking and portfolio construction than in trying to predict whether one candle “means up tomorrow.”

And that’s why RealTest is useful here,it gives us a way to actually rank assets against each other and turn those rankings into a portfolio.

1 month ago |[YT] | 5

SetupAlpha

In today's (Substack) article I measured which indicator tells you what bitcoin does next month.

I took 17 of them and ran each one over the same 132 months.

Only 5 of the 17 beat holding bitcoin.

Read the full article here + RealTest script + rules:
setup4alpha.substack.com/p/bitcoin-indicators-rank…

1 month ago |[YT] | 2

SetupAlpha

September has averaged -0.76% for large US stocks over 1926 to 2013, the only month that sits significantly below the other eleven.

1 month ago |[YT] | 4