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Data analysis and interpretation form the backbone of research in management, serving as the bridge between raw data and meaningful insights that support decision-making. In any research process, data collection alone is insufficient; what matters is how the collected data is processed, examined, and interpreted to draw valid conclusions. The primary role of data analysis is to systematically organize, summarize, and transform data into a format that can reveal patterns, relationships, and trends relevant to the research problem. For managers, this process is critical as it ensures that decisions are evidence-based rather than intuition-driven, reducing risks and enhancing the efficiency of business strategies. The process of data analysis begins with organizing the raw data, which may come from primary sources such as surveys, interviews, and experiments, or secondary sources such as company records, databases, and published reports. Organization involves coding qualitative responses, categorizing data, and structuring it into tables, charts, or matrices, which facilitates easier understanding. Once organized, descriptive statistical techniques such as measures of central tendency (mean, median, mode), measures of dispersion (range, variance, standard deviation), and graphical representations (bar charts, histograms, pie charts) are employed. These techniques provide a clear snapshot of the data, highlighting key features and trends. For instance, if a company conducts a survey on employee satisfaction, calculating the average satisfaction score and its standard deviation _________ ________ _________ _______ _______.
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