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The coordinator then trained each data auditor, and reviewed at least ten charts for each service.
Hence, a random sample of nursing homes will be visited and an external data auditor will personally check the data.
Interviewers were supported by nine field coordinators, a senior officer and a data auditor, who checked questionnaires at source, at field centres and at the central office.
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But who are the data auditors?
He offers the example of Cloud SQL data auditors, who need access to the database to understand the data being collected without having the ability to read the data or perform any actions on it.
Clinics were visited by one of two independent teams, each with two data auditors.
These errors were either due to an error of data entry by the clinic staff or an error of transcription by the data auditors.
Five data auditors abstracted data.
The audit is performed in all countries by a trained external data monitoring auditor, who has a minimum qualification level of a Bachelor's degree in nursing science or a related field of study, is not involved in the study and has good English language skills.
Using 2009 corrections data, state auditors calculated the difference at up to $2,834 per inmate.
Nevertheless, the watchdog said its research - based on council data and auditors' reports - suggested most councils were dealing with the tough financial settlement and expected still to stay in the black.
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CEO of Professional Science Editing for Scientists @ prosciediting.com