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The t-test was developed by William Sealy Gosset, who worked at the Guinness brewery over a hundred years ago. He wanted to determine differences in barley yield and publish the test for other statisticians, but he had to use a pseudonym "Student" due to secrecy concerns. The video tutorial explains how to conceptually understand the t-test, calculate the T value, run a t-test, and perform a quick t-test using a spreadsheet. By sampling barley from two fields, comparisons can be made without cutting down the entire field.