Excel formulas begin with an equal sign and perform calculations on worksheet data using operands, operators, and cell references. Formulas use operators like addition, subtraction, multiplication, and division to calculate results. Operands can be values, cell references, names, or functions. Formulas are evaluated from left to right following operator precedence rules, which can be modified using parentheses.