Charge-discharge efficiency is a measure of how effectively an energy storage system can convert and retrieve energy during charging and discharging cycles. It is crucial for evaluating the performance and cost-effectiveness of batteries, as lower efficiency results in greater energy loss and reduced overall system efficiency.