In many Indian private-sector organizations today, Research & Development is evaluated using the same yardsticks as manufacturing, EPC execution, or software delivery. Metrics such as on-time delivery, first-time right, and schedule adherence dominate reviews, dashboards, and leadership discussions. At first glance, this seems reasonable. After all, discipline, predictability, and accountability are virtues. But when these metrics are applied unchanged to R&D, they quietly distort the very nature of research—often without anyone realizing it. The result is not faster innovation, but a slow erosion of genuine discovery. R&D Is Not Delayed Engineering True R&D exists to answer questions whose answers are not known in advance. If the outcome were predictable, it would not be research—it would be engineering execution. Research typically involves: Uncertain physics Incomplete models Scale-dependent effects Materials behaving differently under real conditions Eme...