As an individual it extremely difficult to really assess earnings, regardless how much time you review the statements. Dividends & dividend growth tell us that what the company said or presented in the past was probably valid, as they could afford the dividend and growth.
It doesn't project into the future, but it's the best measurement we have.
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I guess it is another reason to only buy when you are sure you're getting a good value price. Like you're discussing in your "margin of safety" thread, if you are getting a stock undervalued, you've got a lot more leeway with the unknowables.
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Great find, Eric -- that article has some really great examples of earnings manipulation. So is the safest practice to only look at GAAP numbers? I know those can have shortcomings as well, but it seems like they are more likely to be accurate, and certainly more likely to be on the conservative side, than non-GAAP.