Data Fabrication or Falsification: Misrepresenting data to support conclusions. Plagiarism: Using someone else's work without proper attribution. Errors: Unintentional mistakes in experimental procedures or data analysis. Ethical Issues: Violations of research ethics or conflicts of interest.