Compound interest is a powerful financial concept where the interest earned on an initial principal amount also earns interest over time, leading to exponential growth. The formula for compound interest is A = P(1 + r/n)^(nt), where A is the future value, P is the principal, r is the annual interest rate, n is the number of times interest is compounded per year, and t is the time in years.