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Regression Analysis Fundamentals · LearnSpace
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Regression Analysis Fundamentals

Курс от Madecraft
Уровень не указан≈ 5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

By the end of this course, you'll be able to run a regression analysis in Excel, SPSS, and R, interpret the results with confidence, and turn them into a story that drives real decisions. You'll uncover the relationships hidden in your data, choose the right type of regression for any question, check whether your model can be trusted, and separate genuine cause from mere coincidence. Data can feel overwhelming: the patterns hide, and it's hard to tell what's real from what's just chance. This course changes that. Guided by a senior data scientist who specializes in turning numbers into stories anyone can understand, you'll move step by step from the fundamentals of ordinary least squares to diagnosing model assumptions, handling outliers, and avoiding the most common analytical mistakes. What makes this course different is its focus on communication as much as calculation. Running the model is only half the job; the real skill is explaining what it means. You'll build clean charts, translate coefficients into dollars and decisions, and present findings that stakeholders actually remember. Whether you're a beginner or brushing up, you'll leave able to make your data talk.

Навыки, которые вы освоите

Regression AnalysisData StorytellingData Analysis SoftwareModel EvaluationMicrosoft ExcelStatistical AnalysisR ProgrammingSPSSStatistical MethodsStatistical ModelingStatistical ReportingData AnalysisAnalytical SkillsData VisualizationScatter PlotsEstimationPredictive AnalyticsData PresentationCorrelation Analysis

Программа курса

4 модулей · 31 учебных материалов

01Laying the Groundwork5 материалов

Identify What Regression Helps You See

Identify What Regression Helps You SeeВидео

Understand the Basics of Ordinary Least Squares

Understand the Basics of Ordinary Least SquaresВидео

Know When to Use Different Regression Types

Know When to Use Different Regression TypesВидеоRight Tool, Right Question: A Field Guide to Regression Types

Учитесь у экспертов

Madecraft

Преподаватель курса

Regression Analysis Fundamentals
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 5 ч

4 модулей

Язык: Английский

Часть программы вашего университета
Чтение
Building Blocks of RegressionЗадание
02Run Your First Regression7 материалов

Choose the Best Regression Tool For Your Project

Choose the Best Regression Tool For Your ProjectВидеоWhich Tool Fits Your Analysis?DIALOGUE

Run a Simple Regression in Excel

Run a Simple Regression in ExcelВидеоYour First Excel Regression: Find the Four NumbersЗадание

Use SPSS to Analyze Data with Regression

Use SPSS to Analyze Data with RegressionВидео

Run a Linear Model in R Using Code

Run a Linear Model in R Using CodeВидеоYour First Regression Three WaysЗадание
03Interpret and Visualize Your Results10 материалов

Understand What Regression Output Means

Understand What Regression Output MeansВидеоReading the Output Like a StoryЗадание

Check Model Assumptions Before Trusting Results

Check Model Assumptions Before Trusting ResultsВидеоBefore You Trust the Line: The Assumptions ChecklistЧтение

Evaluate Correlation vs. Causation

Evaluate Correlation vs. CausationВидеоCorrelation, Causation, and the Coffee TrapDIALOGUE

Goodness-Of-Fit And R²: How Well Does Your Model Work?

Goodness-Of-Fit And R²: How Well Does Your Model Work?Видео

Handling Complex Outliers and Influential Points

Handling Complex Outliers and Influential PointsВидеоThe Outlier DecisionDIALOGUETrust But VerifyЗадание
04Share Your Findings with Confidence9 материалов

Create Clear Charts to Show Relationships

Create Clear Charts to Show RelationshipsВидеоOne Chart, One MessageЗадание

Translate Your Results Into Business Insights

Translate Your Results Into Business InsightsВидеоSo What Does This Mean for Us?DIALOGUE

Visual Storytelling with Regression

Visual Storytelling with RegressionВидео

Tell the Story Behind Your Data Model

Tell the Story Behind Your Data ModelВидеоTurning Your Model into a Story Stakeholders RememberDIALOGUE

Apply Your Regression Skills in Real Projects

Apply Your Regression Skills in Real ProjectsВидеоFrom Numbers to NarrativeЗадание