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Survey data analysis - Assignment Example

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Statistical Analysis of Employee Attitudes Name Instructor Executive Summary The current global business environment has become quite competitive and for any organizations to have the all important competitive advantage it has to invest in its talents…
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Survey data analysis
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"Survey data analysis"

This particular research shall look at a case scenario of about 400 employees of a firm and using statistical analysis to formulate a model that can be used to evaluate employee motivation. This model is important to the management since it would assist in the formulation of important decisions such as remuneration, working conditions, employment terms and others. A statistical modeling approach was adopted in which theoretical models of the factors that affect employee motivation are examined to find out their relationship. This is done by using statistical software Amos and SPSS. The software enables the researcher to find the coefficients of correlation matrix that would prove whether the various elements are correlated. The regression analysis enables the research to formulate and examine the hypothesis as to whether each of the examined factors is related or not related to each other. The factors being looked into were analyzed using a survey that was given to the employees that aimed to provide some quantitative feedback that would later be used in the analytical model that would be the final outcome. Before the analysis was done the data was first analyzed to find out its reliability using the statistical software SPSS. This process ensures that there variance between the data collected falls within the required acceptable range necessary to produce accurate results for modeling. Based on the data collected by the survey question, the data are then condensed into five basic elements that would be researched further in the modeling process. This involves merging various question and responses using the SPSS software. Once those figures establish a correlation matrix is then populated using the appropriate software. This then produces a table with correlation coefficient among the 5 variables that were highlighted in the research hypothesis and noted down. The next stage in the statistical analysis is to develop a structural equation model using the AMOS software. This is done with the help of coefficient figures got from the correlation matrix The Amos software was used to produce the structural equation model (SEM) that was utilized in coming up with the final model. Basically the software helps the research process by putting all the elements in perspective and analyzing how they relate to each other in the equation brought forward by the hypothesis. This software analysis therefore would assist in the prediction of the behavioral analysis of the elements in the model The research is arranged starting with an executive summary which briefly highlights the background and the problem that would be explored with the intention to solve it. The second part which is the technical report basically gives the basic procedure that was employed in data collection and analysis. It also gives a quantitative and a qualitative summary of the data analyzed and discusses their implications. The last part of the report discusses the report based on the statistical analysis and compares it with previous studies and research that have been conducted in the recent past. These comparisons are then put into perspective where several recommendations can be made to the management of the company. In Read More
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