A Machine Shop Quality Engineer ensures product conformity by designing/implementing QC systems, inspecting parts (using CMMs, etc.), analyzing defects (SPC, FMEA, 5 Whys), driving continuous improvement (Lean/Six Sigma), maintaining documentation, and collaborating with production/design teams to resolve issues and meet standards like ISO 9001, focusing on GD&T and machining processes.