Erroneous data refers to incorrect or misleading information that may arise during the collection, processing, or analysis of data. In the context of nanotechnology, erroneous data can significantly impact the reliability and validity of experimental results, potentially leading to flawed conclusions and misguiding subsequent research and applications.