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Data science expands on statistics to encompass the entire life cycle of data, from its specification, gathering, and cleaning through its management and analysis, to its use in making decisions and setting policy.
The composite data architecture recognizes the life cycle of data within the corporation.
I have gained solid experience through entire life cycle of data management, and I'm passionate of enabling data as a key element of strategic decision making process and driving a successful business.
There are many important aspects to the DW 2.0 architecture for the next-generation data warehouse the recognition of the life cycle of data, the inclusion of unstructured data, and the inclusion of metadata as essential components.
The problems of processing of informational data on linear objects of engineering communications networks at all stages of the life cycle of data objects (design, installation, operation) are considered.
The four most significant differences are recognition of the life cycle of data as it passes into and then resides in a data warehouse, inclusion of unstructured data in the data warehouse, inclusion of metadata in the DW 2.0 environment, and placement of DW 2.0 on a technology foundation that can change over time.
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Standardized, questionnaire-based face-to-face interviews and self-administered questionnaires, completed by the children's mothers and fathers, were used at each cycle of data-collection.
Exploratory data analysis (EDA) is a fundamental step in the data analysis cycle (the cycle consists of data acquisition, data preprocessing, exploratory data analysis, and classification).
You gather a baseline of personal data and then run cycles of data collection and analysis.
This is a 5+ year project that involves feedback cycles of data collection (through interviews, open-response written questions, expert feedback, and eventually closed responses), statistical validation and reliability measures, and improvements.
After the buffering phase, the steady state phase is initiated in which there are ON-OFF cycles of data transfer.
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