Historical perceptions of reliability “gray areas” based on inconsistent or variable interpretation of the accuracy and availability of reliability data need to be refreshed. This can be accomplished by studying the advances in scientific methods and standards, that have been developed in demanding industries such as Oil & Gas Exploration, Oil & Gas Production, and Aerospace. These processes and methods and the resulting data reporting and measurement are the responsibility of all of the stakeholders and will require consistent participation in order to continually improve. The processes available today are significantly more valuable than those available several years ago. The improvements and the value of the reliability programs will continue to increase.