Measurement bias or information bias refers to the distorted measurement of key study variables. Because there is a systematic (i.e., nonrandom) difference from the truth, measurement bias leads to erroneous results.
Measurement bias can occur, for example, because researchers and/or participants are aware of the research objectives and  hypothesis (called observer bias). This awareness can influence how they respond and behave in the study.