In this Morningstar study, five and four star stocks outperformed three and two stars stocks. But, interestingly enough, one star stocks also outperformed three and two star stocks.
Looking further, wide moat stocks actually underperformed no moat stocks.
Five star wide moat stocks did the best, but only barely better five star stocks with no moat. And doing almost as well were one star stocks with no moat!