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The role of manager for data processing was not elevated to that of senior management prior to the 1980s. As organizations have recognized the importance of information technology as well as business intelligence, data integration, master data management and data processing to the fundamental functioning of everyday business, this role has become more visible and crucial.
Data science is multifaceted and can be described as a science, a research paradigm, a research method, a discipline, a workflow, and a profession. [4] Data science is "a concept to unify statistics, data analysis, informatics, and their related methods" to "understand and analyze actual phenomena" with data. [5]
A data architect is a practitioner of data architecture, a data management discipline concerned with designing, creating, deploying and managing an organization's data architecture. Data architects define how the data will be stored, consumed, integrated and managed by different data entities and IT systems, as well as any applications using or ...
In data governance groups, responsibilities for data management are increasingly divided between the business process owners and information technology (IT) departments. Two functional titles commonly used for these roles are data steward and data custodian .
The typical category of research and development that exists in many science and technology companies can be led by either post, depending upon which area is the organization's primary focus. A CSO almost always has a pure science background and an advanced degree, whereas a CTO often has a background in engineering or business development.
Data science process flowchart from Doing Data Science, by Schutt & O'Neil (2013) Analysis refers to dividing a whole into its separate components for individual examination. [ 10 ] Data analysis is a process for obtaining raw data , and subsequently converting it into information useful for decision-making by users. [ 1 ]
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