The fundamental tenet of all system trading is that the strategy should work across a broad range of time ranges and a wide swath of products.
Otherwise, you are just cherry-picking and curve-fitting your data and all the serious data scientists will go tsk tsk in disapproval.
Yes, I may be committing my greatest trading apostasy to date, but I am here to tell you that the ONLY way to make money from algo trading is to cherry-pick away.
The laws of data science, of course, do NOT apply at all which is why the whole philosophical foundation for determining what is or is not a “valid” trading system is incorrect.
Statisticians in social sciences found out just how much we lie the hard way in the 2016 election.