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There are only three books I recommend on the topic of performance measurement. By far, the best title is Transforming Performance Measurement by Dean Spitzer.
While working for IBM, Dean realized that training was not the path to better and transformation performance. As he started learning the good and the bad of performance measurement, he learned what was needed for organizational transformation - something The Balanced Scorecard could never deliver.
The Big Ideas