Introduction Every organization faces unexpected issues—but how you respond defines your success. When deviations from standard procedures are mismanaged or ignored, the result can be catastrophic: product recalls, regulatory fines, and irreparable brand damage. A deviation in manufacturing refers to a temporary or unplanned departure from approved procedures, specifications, or standards during the production process. […]

  My thoughts on this LinkedIn post Judging a process by its outcomes in organizations, teams, and even personal projects is common. When things go awry, the immediate instinct is often to blame the process itself. However, this overlooks a crucial distinction: a well-designed process can still yield poor results if executed improperly. Consider a […]

Qualitative Testing Qualitative tests look for a change in a quality; for example, a color might change. Qualitative tests always involve the use of attributes rather than variables values (e.g., temperature). Consider the Kastle-Meyer test for the presence of blood–an archetype for qualitative forensic testing. The test is impressively quick and functions as a decision […]