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  "documentTitle": "Bain Achieving operational Excellence at University of California Berkeley",
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      "text": "HR database pulled from HCM and includes Career Compass job categorizations; Excludes undergraduate student staff (~1.7K FTE), graduate student staff (~1.9K FTE), faculty (~1.9K FTE), postdoc employees/fellows (~0.9K FTE) and police (~0.1K FTE); Students were excluded from the data set to allow for an apples-to-apples comparison; Reporting relationships data is as of 11/30/2009; Adjusted based on staff interviews; ~5% of employees cannot be traced back to the chancellor; Functional roles data is as of 12/22/2009; Career Compass job field classifications have been supplemented by Central HR; ~3% of staff positions are not classified; Benefits load of 28% assumed for all personnel expenditures; Salary data is based on HR salary data not payroll data",
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      "text": "Goal was to develop a decisionable factbase; Assembling the factbase was challenging due to poor data systems; Very difficult to get total expenditure on functions; Analysis is based on best available data, but there are limitations",
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