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BiteSize Stats: Hypothesis Testing for Single Samples · LearnSpace
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BiteSize Stats: Hypothesis Testing for Single Samples

Курс от University of Colorado Boulder
Уровень не указан≈ 77.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

BiteSize Statistics for Business: Hypothesis Testing for Single Samples is the first course in the BiteSize Stats for Business specialization. It moves from probability theory to inferential statistics: given one sample, how do you rigorously test a claim about the population it came from — and how confident should you be in the answer? Across five modules, learners progress from the logic of hypothesis testing (hypotheses, error types, p-values, decision rules), through one-sample Z-tests and t-tests for means and proportions with their matching confidence intervals, to the chi-square goodness-of-fit test for categorical data, and finally statistical power, effect size, and sample size planning. Every core lesson pairs a focused reading with a hands-on interactive notebook built around a realistic business scenario, and every module includes a fully worked demo case study and an ungraded practice project applying the module's tools to a new scenario.

Навыки, которые вы освоите

Statistical Hypothesis TestingStatistical InferenceProbability DistributionSample Size DeterminationStatistical AnalysisEstimationStatistical MethodsSampling (Statistics)Business AnalyticsStatisticsProbability & StatisticsDecision MakingCase StudiesQuantitative ResearchBenchmarking

Программа курса

5 модулей · 128 учебных материалов

01The Logic of Hypothesis Testing36 материалов

Intro to the Course

Course Design and Student GuideЧтение

What Is Hypothesis Testing?

What Is Hypothesis Testing?ЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтение

Учитесь у экспертов

Di Wu

Instructor

BiteSize Stats: Hypothesis Testing for Single Samples
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≈ 77.2 ч

5 модулей

Язык: Английский

Часть программы вашего университета
Practice: Interactive PlaygroundЛабораторная
AssessmentЧтение
Reflection and SummaryЧтение

Null and Alternative Hypotheses

Null and Alternative HypothesesЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Type I and Type II Errors

Type I and Type II ErrorsЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

The P-Value

The P-ValueЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

The Decision Rule and Significance

The Decision Rule and SignificanceЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Demo: Interpreting a Published Study

Demo: Interpreting a StudyЧтениеDemo: Interpreting a Published StudyЛабораторная

Case: Audit Three P-Values

Case: Audit Three P-ValuesЧтениеCase: Audit Three P-ValuesЛабораторная

Assessment

Assessment QuizЗадание
02One-Sample Z-Tests and Confidence Intervals23 материалов

One-Sample Z-Test for a Mean

One-Sample Z-Test for a MeanЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

One-Sample Z-Test for a Proportion

One-Sample Z-Test for a ProportionЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Confidence Intervals — The Dual of the Test

Confidence Intervals — The Dual of the TestЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Demo: Website Click-Through Rate Test

Demo: Website Click-Through Rate TestЧтениеDemo: Website Click-Through Rate TestЛабораторная

Case: Test a Business Claim

Case: Test a Business ClaimЧтениеCase: Test a Business ClaimЛабораторная

Assessment

Assessment QuizЗадание
03One-Sample t-Tests and Confidence Intervals23 материалов

The Student t-Distribution

The Student t-DistributionЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

One-Sample t-Test for a Mean

One-Sample t-Test for a MeanЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Confidence Intervals with the t-Distribution

Confidence Intervals with the t-DistributionЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Demo: Delivery Time Benchmarking

Demo: Delivery Time BenchmarkingЧтениеDemo: Delivery Time BenchmarkingЛабораторная

Case: Small-Sample t-Test and CI

Case: Small-Sample t-Test and CIЧтениеCase: Small-Sample t-Test and CIЛабораторная

Assessment

Assessment QuizЗадание
04The Chi-Square Goodness-of-Fit Test23 материалов

The Chi-Square Distribution

The Chi-Square DistributionЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

The Goodness-of-Fit Test

The Goodness-of-Fit TestЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Chi-Square GOF in Business

Chi-Square GOF in BusinessЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Demo: Market Share Conformance Test

Demo: Market Share Conformance TestЧтениеDemo: Market Share Conformance TestЛабораторная

Case: GOF Test on Provided Data

Case: GOF Test on Provided DataЧтениеCase: GOF Test on Provided DataЛабораторная

Assessment

Assessment QuizЗадание
05Power, Effect Size, and Sample Size23 материалов

Statistical Power and Effect Size

Statistical Power and Effect SizeЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Sample Size Determination for Means

Sample Size Determination for MeansЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Sample Size Determination for Proportions

Sample Size Determination for ProportionsЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Demo: Customer Satisfaction Survey Design

Demo: Customer Satisfaction Survey DesignЧтениеDemo: Customer Satisfaction Survey DesignЛабораторная

Case: Compare Two Studies on Power

Case: Compare Two Studies on PowerЧтениеCase: Compare Two Studies on PowerЛабораторная

Assessment

Assessment QuizЗадание