Lagrange Multiplier Tests are used in statistical hypothesis testing to determine if a simpler model is sufficient compared to a more complex one by examining if constraints can be imposed without significantly worsening the model fit. They are particularly useful in econometrics for testing restrictions in models without having to estimate the unrestricted model directly.