Hello Dima -
There are differences between what the Quantopian backtester can model, and real-money trading:
- Slippage & commissions. For example, see How Accurate is Our Slippage Model: Comparing Real and Simulated Transaction Costs (commissions are discussed, despite the title of the blog post).
- Borrowing costs. I'm not familiar with the mechanics here, but any time you go short or the leverage is greater than 1.0, there are costs that are not captured, as I understand.
- Margin calls.
- Lack of availability of stocks for shorting.
- Taxes.
- "Day trading" and other regulatory restrictions.
Anthony and others may be able to list more.
For the algo you reference, it is not particularly attractive in my opinion, since SR ~ 1.0 with a max drawdown of 38%! There are also long periods where it does nothing. So, you'd have to have a real faith in the long-term viability of the strategy to stick with it. That said, in the end, you'd just be holding VTI and TLT, which are ETFs and not so crazy (I'd worry about TLT, though, since it is a long-duration bond ETF, which probably has more risk than one would think). Go for it, and post back here in 20 years to let us know how it worked out!