Sources of measurement errors in financial analysis

Show some of the sources of measurement errors in financial analysis, to introduce the diverse sources of publicly available financial information and to develop skill in analysis in situations where there are too much or too little data.
Keep the following in mind when choosing a company:
•Publicly traded
•No utilities
•No financial firms
•No all equity firms
•No firms with large amounts of convertible securities or warrants