What is minimum number of hands required to establish a conclusion about win-rate at particular level (10NLHE, 30NLHE, etc)?
e.g. You can play 1000 hands and have a win-rate of 53bb/100 but that is of course a very small sample.
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Sign up to join this communityYou can´t be certain just from bb/hand value, if you are winning because of skill or long upswing. There surely isn´t any magic number of hands, which makes you certain about your actual winrate, the only thing we can measure is, how propable is your winrate in certain range.
This calculation depends HEAVILY on the game you play, and also on your playstyle. Some rock with <10% vpip doesnt have to face variance as 60%/50% VPIP/PFR LAG. This tool should help you get some insight: http://www.evplusplus.com/poker_tools/variance_simulator/
That depends on what sort of confidence level you would like to have. You can never be 100% sure. What you can calculate is the probability that your true win rate is within a given range, based on your measured win rate, sample size, and standard deviation.
To do this, you would take several 100 hand samples, measure average win rate, and standard deviation. From there, it is basic statistics to calculate confidence intervals, etc. The tough part will be collecting the required data.