Chart auditors entered data onto a standard data collection form and referred to the chart audit manual concerning specific comorbidity data fields.
The remainder of the charts was divided between the two auditors and data were entered electronically into the database using the data collection guide.
We have been successful in creating and ratifying an outlier detection process that works in the alphanumeric fields of the audit logs from an information system, thus constituting a useful tool for system auditors performing data analysis tasks.
Meanwhile, Mr. Hart said, the school's outside auditors, using data from the new system, were unable to find as much as $4 million in assets for the 2003 fiscal year.
But as more states catch on and start investing in more payroll auditors and data mining tools to get money back, the end result may be an arms race until every state comes out more or less evenly.
Auditors entered data directly into the electronic questionnaire.
Trained auditors collected data on both sides of each street segment (1536 in total) within a 400 m road-network distance from the participants' residential blocks (n=32).
Percoco, who works as a security auditor and data breach investigator for the security firm Trustwave, plans to outline the results of around 1,900 audits and 200 breach investigations that his company performed over the last year.
But who are the data auditors?
