According to the Companion Guide, Clay is more rare on your island (15% compared to Stone's 50% and Iron's 24%).
However, it's much more common on Mystery Tour islands with Clay at 41%. Stone is a mere 8% and Iron is also raised to 50%.
So I'd recommend giving the Mystery Tours if you want more Clay, but you'll still find Iron about half the time.