Inverse data envelopment analysis is a helpful tool for operational planning, especially when combined with accurate frontier changes. A new model was developed to consider these changes and environmental factors, aiming to set realistic goals for planning. By applying this model to the Korean natural gas industry, it was shown how past frontier changes can provide insights for estimating future production capabilities.