Advanced Certificate in SPSS Regression for Business Intelligence and Analytics
-- ViewingNowThe Advanced Certificate in SPSS Regression for Business Intelligence and Analytics is a comprehensive course designed to equip learners with the essential skills required to analyze complex business data. This course emphasizes the importance of SPSS regression techniques in predicting future trends, identifying patterns, and making data-driven decisions.
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⢠Understanding Regression Analysis in SPSS – an overview of regression analysis and its importance in business intelligence and analytics, with a focus on how to conduct regression analysis using SPSS. ⢠Data Preparation for Regression Analysis in SPSS – a deep dive into data preparation techniques, including data cleaning, variable transformation, and outlier detection, to ensure the data is ready for regression analysis. ⢠Simple Linear Regression in SPSS – an exploration of simple linear regression, including how to interpret the output, assess the goodness-of-fit, and diagnose violations of assumptions. ⢠Multiple Linear Regression in SPSS – an introduction to multiple linear regression, including how to interpret the output, assess the multicollinearity, and diagnose violations of assumptions. ⢠Logistic Regression in SPSS – an examination of logistic regression, including how to interpret the output, assess the model fit, and diagnose violations of assumptions. ⢠Non-linear Regression in SPSS – an exploration of non-linear regression, including how to specify the non-linear model, interpret the output, and assess the goodness-of-fit. ⢠Model Selection and Validation in SPSS – an overview of model selection techniques, including stepwise regression, best subset regression, and cross-validation, to select the best regression model. ⢠Advanced Regression Techniques in SPSS – an exploration of advanced regression techniques, including hierarchical regression, interaction terms, and polynomial regression, to answer complex business questions. ⢠Communicating Regression Results in SPSS – a guide to communicating regression results, including how to create visualizations, write reports, and present findings to stakeholders.
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