It is developed to follow the steps typically encountered in a cell migration experiment (Fig. 1 and Table 1) and is composed of three modules: the experiment manager, the data loader and the data analyzer.
The major benefit was a reduction in time from data collection to researchers and managers accessing the data, shortening the time required for aggregating, analyzing and reporting.
It will allow participants in each study to decide if they would like their data to be used, and managers of the data have no access to it.
Telephone contact and email communication occurs between the project manager and the data collector and/or supervisor to facilitate open communication and fidelity to the protocol.
It was suggested variously that data ownership could be attributed to the clients, the case managers, the clinical quality managers, the data warehouse and analysts and the health bureaucracies purchasing the programs under contract.
The pre-publication history for this paper can be accessed here: http://www.biomedcentral.com/1471-2369/14/200/prepub We thank the trial nurses, participating dialysis centers and data managers of the NECOSAD study for collection and management of the data.
Although a standard data form and registration guide for site investigators were used, and also a site investigator at each hospital and a data manager monitoring the data completeness and quality, a self-reporting bias might inevitably be present in a registry-based study.
Using Case-Mix as the tool for risk adjustment, choosing the indicators that are close to consumers and managers, and utilizing the data from routine report forms as the basic information, it is possible to develop an accurate and direct-viewing performance evaluation system which is easy to run continuously.
Conservationists, academic researchers, and wildlife and water managers use the data to assess long-term trends that guide water conservation efforts in Cochise County, the city of Sierra Vista, and nearby Fort Huachuca, home of the Army Intelligence Center and the Army Network Enterprise Technology Command.
Typically, data management begins, at best, when a data manager obtains the data and needs to describe it sufficiently to data consumers.
