Data inaccuracy refers to errors or discrepancies in the data collected for epidemiological studies. These inaccuracies can significantly impact the conclusions drawn from research, leading to potentially incorrect public health decisions. Accurate data is crucial in understanding disease patterns, identifying risk factors, and formulating effective interventions.