Thank you for all the feedback. I've already paid for 1 of the miners this week(ROI). So I am making my investment back slowly. PPNLS is the way to go for sure.
You need to understand how mining difficulty works before you invest more into mining gears. (And also that it doesn't matter if you are using PPLNS, PPS, or any other payout mechanism.)