Experiments fail for reasons statistics can only partly rescue, so the planning numbers are worth getting right first. This category covers sample size and replicate counts, statistical power, and the design arithmetic behind two-group comparisons and beyond. Use these calculators when you are still deciding how many biological replicates to run, and again when you need to justify that number in a protocol or a grant.