IT Department Performance Measures

I would like to hear what other IT Managers use for establishing performance measures within their IT departments. Often times we are asked by our executive management for quantitative measurements to show we are exffectively managing our departments. How do you set measurements and monitor those mesaurements in a fluctuating IT environment?