General:
Process is unstable during the DOE.
The study is not orthogonal.
The study is not properly randomized.
The study is not balanced.
From www.stat-ease.com newsletter dated January 2012:
Studying the wrong problem.
Measuring the wrong response.
Not having adequate precision.
Studying the wrong factors.
Having too many runs outside the region of operability.