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Inferential and Predictive Statistics for Business · LearnSpace
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Inferential and Predictive Statistics for Business

Курс от University of Illinois Urbana-Champaign
Средний≈ 19.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course provides an analytical framework to help you evaluate key problems in a structured fashion and will equip you with tools to better manage the uncertainties that pervade and complicate business processes. To this end, the course aims to cover statistical ideas that apply to managers by discussing two basic themes: first, is recognizing and describing variations present in everything around us, and then modeling and making decisions in the presence of these variations. The fundamental concepts studied in this course will reappear in many other classes and business settings. Our focus will be on interpreting the meaning of the results in a business and managerial setting. While you will be introduced to some of the science of what is being taught, the focus will be on applying the methodologies. This will be accomplished through use of Excel and using data sets from many different disciplines, allowing you to see the use of statistics in very diverse settings. The course will focus not only on explaining these concepts but also understanding the meaning of the results obtained. You will be able to: • Test for beliefs about a population • Compare differences between populations • Use linear regression model for prediction • Use Excel for statistical analysis This course is part of Gies College of Business’ suite of online programs, including the iMBA and iMSM. Learn more about admission into these programs and explore how your Coursera work can be leveraged if accepted into a degree program at https://degrees.giesbusiness.illinois.edu/idegrees/.

Навыки, которые вы освоите

Statistical InferenceStatistical AnalysisStatistical Hypothesis TestingRegression AnalysisProbability & StatisticsPredictive ModelingSampling (Statistics)Statistical MethodsData-Driven Decision-MakingData LiteracyMicrosoft ExcelBusiness AnalyticsStatistical ModelingAnalyticsEstimationStatisticsStatistical ReportingStatistical SoftwarePredictive AnalyticsForecasting

Программа курса

4 модулей · 85 учебных материалов

01Course Orientation and Module 1: Hypothesis Testing32 материалов

About the Course

Welcome to Inferential and Predictive Statistics for Business!ВидеоSyllabusЧтениеePubЧтениеAbout the Discussion ForumsЧтение

Учитесь у экспертов

Fataneh Taghaboni-Dutta, Ph.D., PMP, CSM, CSPO

Clinical Professor of Business Administration

Inferential and Predictive Statistics for Business
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Обучение на Coursera

≈ 19.1 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
GlossaryЧтение
Orientation QuizЗадание
Online Education at Gies College of BusinessЧтение
Learn on Your TermsВидео
Demographic SurveyPLUGIN

About Excel

Using Excel for this CourseЧтениеExcel Data Analysis ToolpakВидео

About Your Classmates

Updating Your ProfileЧтениеGetting to Know Your ClassmatesОбсуждение

Module 1 Information

Module 1 OverviewЧтениеModule 1 ReadingsЧтение

Lesson 1-1: Formulating the Hypothesis

1-1.1. Formulating the HypothesisВидеоLesson 1-1 Practice QuizЗадание

Lesson 1-2: Analyzing the Result

1-2.1. Analyzing the ResultВидеоLesson 1-2 Practice QuizЗадание

Lesson 1-3: Two-Tail Test for Mean

1-3.1. Two-Tail Test for MeanВидео1-3.2. Two-Tail Test for Mean in ExcelВидеоLesson 1-3 Practice QuizЗадание

Lesson 1-4: One-Tail Test for Mean

1-4.1. One-Tail Test for MeanВидео1-4.2. Left-Tail Test for Mean in ExcelВидео1-4.3. Right-Tail Test for Mean in ExcelВидеоLesson 1-4 Practice QuizЗадание

Lesson 1-5: Testing the Proportion

1-5.1. Testing the ProportionВидео1-5.2. Left-Tail Test for Proportion in ExcelВидео1-5.3. Right-Tail Test for Proportion in ExcelВидео1-5.4. Two-Tail Test for Proportion in ExcelВидеоLesson 1-5 Practice QuizЗадание

Module 1 Graded Activities

Module 1 QuizЗадание
02Module 2: Statistical Inference Based on Two Samples20 материалов

Module 2 Information

Module 2 OverviewЧтениеModule 2 ReadingsЧтение

Lesson 2-1: Testing for No Difference in Means

2-1.1. Testing for No Difference in MeansВидео2-1.2. Testing for No Difference in Means in ExcelВидео2-1.3. Two-Tail Mean Test for Two Samples and Calculating the Confidence Interval in ExcelВидеоLesson 2-1 Practice QuizЗадание

Lesson 2-2: One-Tail Test of the Means

2-2.1. One-Tail Test of the MeansВидео2-2.2. One-Tail Test of the Means in ExcelВидеоLesson 2-2 Practice QuizЗадание

Lesson 2-3: Testing for a Specific Value in Means

2-3.1. Testing for a Specific Value in MeansВидеоLesson 2-3 Practice QuizЗадание

Lesson 2-4: Paired Tests

2-4.1. Paired TestsВидео2-4.2. Paired Test in ExcelВидеоLesson 2-4 Practice QuizЗадание

Lesson 2-5: Test of Proportions

2-5.1. Test of ProportionsВидео2-5.2. One-Tail Test of Proportions for Two Samples in ExcelВидео2-5.3. Two-Tail Test of Proportions for Two Samples in ExcelВидеоLesson 2-5 Practice QuizЗадание

Module 2 Graded Activities

Module 2 QuizЗаданиеInferential and Predictive Statistics Graded QuizЗадание
03Module 3: Simple Linear Regression17 материалов

Module 3 Information

Module 3 OverviewЧтениеModule 3 ReadingsЧтение

Lesson 3-1: An Introduction

3-1.1. An IntroductionВидеоLesson 3-1 Practice QuizЗадание

Lesson 3-2: Least Square Methods

3-2.1. Least Square MethodsВидео3-2.2. Least Square Method in ExcelВидеоLesson 3-2 Practice QuizЗадание

Lesson 3-3: Assessing the Regression Model

3-3.1. Assessing the Regression ModelВидео3-3.2. Testing the Significance in ExcelВидеоLesson 3-3 Practice QuizЗадание

Lesson 3-4: Using the Model

3-4.1. Using the ModelВидео3-4.2. Simple Linear Regression: Excel Output AnalysisВидеоLesson 3-4 Practice QuizЗадание

Lesson 3-5: Model Assumptions and Limitations

3-5.1. Model Assumptions and LimitationsВидео3-5.2. Residual Analysis in ExcelВидеоLesson 3-5 Practice QuizЗадание

Module 3 Graded Activities

Module 3 QuizЗадание
04Module 4: Multiple Linear Regression16 материалов

Module 4 Information

Module 4 OverviewЧтениеModule 4 ReadingsЧтение

Lesson 4-1: Model Introduction

4-1.1. Model IntroductionВидео4-1.2. Developing Multiple Regression Model in ExcelВидео4-1.3. Multiple Regression: Excel Output AnalysisВидеоLesson 4-1 Practice QuizЗадание

Lesson 4-2: Qualitative Data – Two Categories

4-2.1. Qualitative Data – Two CategoriesВидео4-2.2. Dummy Variable in Excel – Two CategoriesВидеоLesson 4-2 Practice QuizЗадание

Lesson 4-3: Qualitative Data – Many Categories

4-3.1. Qualitative Data – Many CategoriesВидео4-3.2. Dummy Variable in Excel – Many CategoriesВидеоLesson 4-3 Practice QuizЗадание

Module 4 Graded Activities

Module 4 QuizЗаданиеCongratulations on completing the course!ЧтениеGet Your Course CertificateЧтениеCourse-End SurveyPLUGIN