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The previous KDnuggets Poll asked:

What % of time in your data mining project(s) is spent on data cleaning and preparation?. Of 187 respondents, over half said that data preparation takes over 60% of the effort, with median being around 65-70%.

See full poll results and comments at www.kdnuggets.com/polls/2003/data_preparation.htm