Why this tool is useful
Estimate how the sampling variability of a mean changes with sample size under the stated assumptions.

Calculate the standard error of a sample mean from standard deviation and sample size.
Ready. Your working data stays in this browser.
Estimate how the sampling variability of a mean changes with sample size under the stated assumptions.
It divides the standard deviation by the square root of sample size.
A standard deviation of 12 across 36 observations gives a standard error of 2.
The calculation is deterministic and explains validation errors instead of silently changing invalid input.
Input and output remain in this tab. Copy and download happen through browser APIs without a server upload.
Every run reports its tool mode, timestamp and input/output size so transformed data can be audited.