Quote from TraderZones:
stops are more about avoiding catastrophic losses. It is more critical to protect trading capital than it is to pursue profits.
Testing stop loss sizes should:
1) Try and make all trades in your sample about the same size.
2) Consider a volatility component (ATR, whatever) - reducing leverage admidst higher volatility is another protective device as a stoploss is.
3) For testing a fixed dollar amount, see what happens to all trades when you use different $ intervals. For examplle, use $100, $200, ... $1,000 (whatever). See what your statistics are for each (total profit, profit factor, drawdown analysis, etc.)
4) Testing % stops is another valid way to do it.
Keep in mind, stops usually cause negative slippage. But they also reduce your risk exposure