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Data Analysis Tools · LearnSpace
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Data Analysis Tools

Курс от Wesleyan University
Уровень не указан≈ 10.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, you will develop and test hypotheses about your data. You will learn a variety of statistical tests, as well as strategies to know how to apply the appropriate one to your specific data and question. Using your choice of two powerful statistical software packages (SAS or Python), you will explore ANOVA, Chi-Square, and Pearson correlation analysis. This course will guide you through basic statistical principles to give you the tools to answer questions you have developed. Throughout the course, you will share your progress with others to gain valuable feedback and provide insight to other learners about their work.

Навыки, которые вы освоите

Data Analysis SoftwareQuantitative ResearchStatistical ProgrammingCorrelation AnalysisStatistical MethodsStatistical InferenceAnalytical SkillsProbability & StatisticsData ManagementData AnalysisStatistical SoftwareSAS (Software)Statistical Hypothesis TestingStatistical Analysis

Программа курса

4 модулей · 56 учебных материалов

01Hypothesis Testing and ANOVA26 материалов

The role of probability in inference

Lesson 1 - The role of probability in inferenceВидео

From sample to population?

Lesson 2 - From sample to populationВидео

Steps in hypothesis testing

Lesson 3 - Steps in hypothesis testingВидео

What is a p value?

Lesson 4 - What is a p value?Видео

How to choose a statistical test

Учитесь у экспертов

Jen Rose

Research Professor

Lisa Dierker

Professor

Data Analysis Tools
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Обучение на Coursera

≈ 10.2 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Малайский, Венгерский, Польский

Часть программы вашего университета
Lesson 5 - How to choose a statistical testВидео

Ideas behind ANOVA

Lesson 6 - Ideas behind ANOVAВидео

Software Setup and Course Supporting Materials

Choosing SAS or PythonЧтениеGetting Started with SASЧтениеGetting Started with PythonЧтениеCourse CodebooksЧтениеCourse Data SetsЧтениеUploading Your Own Data to SASЧтение

SAS Lessons

SAS Program Code for Video ExamplesЧтениеSAS Lesson 7 - ANOVA: Explanatory variable with 2 levelsВидеоSAS Lesson 8 - ANOVA: Explanatory variables with more than 2 levelsВидеоSAS Lesson 9 - Post hoc tests for ANOVAВидеоSAS Lesson 10 - ANOVA summaryВидео

Python Lessons

Python Program Code for Video ExamplesЧтениеPython Lesson 7 - ANOVA: Explanatory variables with two levelsВидеоPython Lesson 8 - ANOVA: Explanatory variables with more than 2 levelsВидеоPython Lesson 9 - Post hoc tests for ANOVAВидеоPython Lesson 10 - ANOVA SummaryВидео

Assignment

Getting set up for the assignmentsЧтениеTumblr InstructionsЧтениеExample: Running an analysis of varianceЧтениеRunning an analysis of varianceВзаимная проверка
02Chi Square Test of Independence11 материалов

Ideas behind the Chi Square test of independence

Lesson 1 - Ideas behind the Chi Square test of independenceВидео

SAS Lectures

SAS Program Code for Video ExamplesЧтениеSAS Lesson 2 - Chi Square Test of independence in practiceВидеоSAS Lesson 3 - Post hoc tests for Chi Square tests of independenceВидеоSAS Lesson 4 - Chi Square summaryВидео

Python Lectures

Python Program Code for Video ExamplesЧтениеPython Lesson 2 - Chi Square test of independence in practiceВидеоPython Lesson 3 - Post hoc tests for Chi Square tests of independenceВидеоPython Lesson 4 - Chi Square summaryВидео

Assignment

Example: Running a Chi-Square Test of IndependenceЧтениеRunning a Chi-Square Test of Independence Взаимная проверка
03Pearson Correlation7 материалов

Pearson Correlation

Lesson 1 - Pearson CorrelationВидео

Correlation Example

Lesson 2 - Correlation ExampleВидео

Calculating Correlation

SAS Program Code for Video ExamplesЧтениеSAS Lesson 3 - Calculating CorrelationВидеоPython Program Code for Video ExamplesЧтениеPython Lesson 3 - Calculating CorrelationВидеоGenerating a Correlation CoefficientВзаимная проверка
04Exploring Statistical Interactions12 материалов

SAS Lessons

SAS Program Code for Video ExamplesЧтениеSAS Lesson 1 - Defining moderation, a.k.a. statistical interactionВидеоSAS Lesson 2 - Testing moderation in the context of ANOVAВидеоSAS Lesson 3 - Testing moderation in the context of chi squareВидеоSAS Lesson 4 - Testing moderation in the context of correlationВидео

Python Lessons

Python Lesson 1 - Defining moderation, a.k.a. statistical interactionВидеоPython Lesson 2 - Testing moderation in the context of ANOVAВидеоPython Lesson 3 - Testing moderation in the context of Chi-SquareВидеоPython Lesson 4 - Testing moderation in the context of correlationВидеоPython Program Code for Video ExamplesЧтение

But do my findings tell me anything about Causation?

A Question of Causation (Used with Permission from Annenberg Learner)ВидеоTesting a Potential ModeratorВзаимная проверка