Is private label or wholesale more profitable?

I want to get started on amazon. I currently have 2k in my account right now and expecting 12k to come in the next month. I have been looking into amazon to grow my money but I am really confused between wholesale/retail arbritage/online arbritage or private label? I would appreciate some advice