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Analyze Predictor Impact Using Regression in Minitab · LearnSpace
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Analyze Predictor Impact Using Regression in Minitab

Курс от EDUCBA
Начальный≈ 4.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

By the end of this course, learners will be able to analyze how multiple predictors influence a response variable, interpret regression outputs using Minitab, compare alternative regression models, and translate statistical findings into actionable business insights. Learners will develop the ability to evaluate predictor significance, visualize relationships, and select appropriate regression models to support data-driven decision-making. This course provides a practical, hands-on approach to regression analysis through a real-world Tech Mahindra case study. Rather than focusing on theory alone, learners work step-by-step through an end-to-end analytics project—starting from problem framing and exploratory analysis to model refinement and comparison. Using Minitab, learners gain experience interpreting regression coefficients, p-values, and visual diagnostics such as scatter plots to understand predictor–response relationships. What makes this course unique is its strong business orientation and project-based structure. Learners not only build and compare linear and quadratic regression models but also learn how to justify model choices based on both statistical performance and business relevance. This course is ideal for professionals and students seeking to strengthen applied regression skills and confidently use Minitab for real-world analytical challenges.

Навыки, которые вы освоите

Statistical SoftwareStatistical ReportingCorrelation AnalysisPlot (Graphics)Statistical MethodsData VisualizationPredictive AnalyticsData ValidationStatistical ModelingCase StudiesData AnalysisBusiness Analysis

Программа курса

2 модулей · 19 учебных материалов

01Framing the Business Problem with Regression10 материалов

Project Context & Business Case

Introduction to ProjectВидеоCase Study - Tech MahindraВидеоProject Context & Business CaseЗадание

Building and Visualizing the Initial Regression Model

Regression Model and Output - Tech MahindraВидео

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EDUCBA

Преподаватель курса

Analyze Predictor Impact Using Regression in Minitab
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Обучение на Coursera

≈ 4.5 ч

2 модулей

Язык: Английский

Часть программы вашего университета
Scatter Plot - Tech MahindraВидео
Case Study - Tech Mahindra 1Видео
Building and Visualizing the Initial Regression ModelЗадание
Framing and Visualizing Business Problems Using Regression in MinitabDIALOGUE
Framing the Business Problem with RegressionЗадание
Framing a Business Regression Problem Using MinitabDIALOGUE
02Model Refinement and Comparative Analysis9 материалов

Exploring Predictor–Response Relationships

Case Study - Tech Mahindra 2ВидеоCase Study - Tech Mahindra 3ВидеоExploring Predictor–Response RelationshipsЗадание

Comparing Regression Models for Better Decisions

Case Study - Tech Mahindra 4ВидеоComparison of Linear and Quadratic Regression ModelsВидеоComparison with Scatter PlotsВидеоComparing Regression Models for Better DecisionsЗаданиеModel Refinement and Comparative AnalysisЗаданиеDriving Business Decisions Through Regression Analysis in MinitabDIALOGUE