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In diesem Kurs gibt es 2 Module
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.
This module introduces learners to a real-world regression project using Minitab, focusing on clearly defining the business problem, identifying response and predictor variables, and building an initial regression model. Through the Tech Mahindra case study, learners explore how statistical analysis connects to business decision-making using exploratory data analysis, regression output interpretation, and visualization techniques.
Das ist alles enthalten
5 Videos3 Aufgaben
Infos zu Modulinhalt anzeigen
5 Videos•Insgesamt 44 Minuten
Introduction to Project•8 Minuten
Case Study - Tech Mahindra•6 Minuten
Regression Model and Output - Tech Mahindra•10 Minuten
Scatter Plot - Tech Mahindra•11 Minuten
Case Study - Tech Mahindra 1•8 Minuten
3 Aufgaben•Insgesamt 50 Minuten
Framing the Business Problem with Regression•30 Minuten
Project Context & Business Case•10 Minuten
Building and Visualizing the Initial Regression Model•10 Minuten
Model Refinement and Comparative Analysis
Modul 2•2 Stunden abzuschließen
Moduldetails
This module guides learners through refining regression models by reassessing predictors, validating assumptions, and comparing alternative model forms. Using advanced iterations of the Tech Mahindra case study, learners evaluate linear and quadratic regression models, apply visual and statistical comparison techniques, and select models that balance analytical accuracy with business interpretability.
Das ist alles enthalten
5 Videos3 Aufgaben
Infos zu Modulinhalt anzeigen
5 Videos•Insgesamt 39 Minuten
Case Study - Tech Mahindra 2•6 Minuten
Case Study - Tech Mahindra 3•7 Minuten
Case Study - Tech Mahindra 4•9 Minuten
Comparison of Linear and Quadratic Regression Models•8 Minuten
Comparison with Scatter Plots•9 Minuten
3 Aufgaben•Insgesamt 50 Minuten
Model Refinement and Comparative Analysis•30 Minuten
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