With all eyes on the forthcoming first half earnings season, the seasoned investor could do worse than ignore all abolute numbers of profitability and revenue generation, and focus instead on where analysts missed their guesses.

New research comparing analysts' forecasts to actual earnings found that European banks were generally disappointing in the first quarter, while US firms were more likely to beat expectations.