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Business Statistics and Analytics

Business analytics

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A Comprehensive Foundation for Modern Decision-Making

Business Statistics and Analytics

A Comprehensive Foundation for Modern Decision-Making

Ronald M. Miller, PhD Bonnie C. Allred Dalley Megan Costantino

A statistically polished answer is not yet a defensible decision. This resource teaches business students to tell the difference. Using the CARE framework, students learn to ask whether data is credible, the analysis appropriate, the interpretation responsible, and the action ethical and effective, then report findings in a decision-focused business write-up. The resource builds from descriptive statistics, probability, and inference through ANOVA, regression, forecasting, clustering, and machine learning, including decision trees, neural networks, and large language models. Students run analyses in both R and Python, finishing able to interpret data, challenge weak conclusions, and drive results in any organization.

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Table of Contents

Chapter 1: Introduction: The Strategic Imperative of Statistical Literacy Chapter 2: Probability Foundations for Business Analytics Chapter 3: The T-Test: The Engine of Business Inference Chapter 4: One-Way ANOVA–The Engine of Business Experimentation Chapter 5: Two-Way ANOVA: Understanding How Multiple Factors Work Together Chapter 6: Repeated-Measures ANOVA: Tracking Change Within Subjects Chapter 7: Mixed-Factorial ANOVA: Combining Between- and Within-Subjects Designs Chapter 8: Correlation and Simple Linear Regression: Measuring and Predicting Relationships in Business Data Chapter 9: TBD Chapter 10: TBD Appendix A: R and RStudio Appendix B: Python Appendix C: Power Analysis and Sample Size Planning

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