CQE Study Guide 2026

AIAG recommends 2–3 operators, 10 parts, and 2–3 trials, providing sufficient data to estimate both repeatability and reproducibility while remaining practical to conduct.

Risk-based thinking enables organizations to determine factors that could cause their processes and QMS to deviate from planned results, taking preventive action and exploiting opportunities.

FTA is a top-down, deductive analysis that uses Boolean logic to identify all possible combinations of hardware failures, human errors, and external events that could cause a specific undesired top event.

SIPOC stands for Supplier, Input, Process, Output, Customer. It is a visual tool used in process improvement and Six Sigma methodologies to map out the high-level view of a process.

Audit sampling involves examining a representative subset of records, transactions, or activities to draw conclusions about the overall conformance of the system being audited.

Dr. Deming is the quality authority who had a negative view on merit pay, individual bonuses, management by objectives, and performance evaluations for personnel. He was a prominent figure in the field of quality management and is known for his contributions to the development of Total Quality Management (TQM) principles. Dr. Deming emphasized the importance of focusing on system-level improvements, teamwork, and intrinsic motivation rather than relying on individual incentives or evaluations. He believed that the responsibility for quality improvement lies with management and that individual rewards and punishments can be counterproductive to achieving overall organizational success.