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BiteSize Stats: Data and Descriptive Statistics  · LearnSpace
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BiteSize Stats: Data and Descriptive Statistics 

Курс от University of Colorado Boulder
Начальный≈ 74.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

BiteSize Statistics for Absolute Beginners: Data and Descriptive Statistics is the first course in the BiteSize Stats for Absolute Beginners specialization. It builds the foundational statistical literacy that every later course depends on: how to think like a statistician, how to classify and measure data correctly, and how to summarize a dataset's center, spread, and shape. Across five modules, learners progress from the Prepare-Analyze-Conclude workflow and the DIKW framework, through population/sample vocabulary and the four probability sampling methods, to the three measures of center (mean, median, mode), the four measures of spread (range, IQR, variance/SD, CV), and finally frequency tables, histograms, distribution shape, the Empirical Rule, and box plots. Every core lesson pairs a short video walkthrough and reading with a hands-on interactive notebook built around a realistic business scenario, and each module closes with a graded applied lab using a real dataset.

Навыки, которые вы освоите

Descriptive StatisticsProbability & StatisticsBox PlotsVariance AnalysisExploratory Data AnalysisSampling (Statistics)HistogramData CollectionData AnalysisStatistical AnalysisStatistical InferenceData LiteracyDescriptive AnalyticsStatisticsStatistical Methods

Программа курса

5 модулей · 136 учебных материалов

01Statistical Thinking and Data Types28 материалов

Intro to the Course

Course Design and Student GuideЧтение

Why Study Statistics?

Why Study Statistics?ЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтение

Учитесь у экспертов

Di Wu

Instructor

BiteSize Stats: Data and Descriptive Statistics 
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≈ 74.5 ч

5 модулей

Язык: Английский

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

The DIKW Framework

The DIKW FrameworkЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Types of Variables

Types of VariablesЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Levels of Measurement

Levels of MeasurementЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Lab: Classifying a Real Business Dataset (Optional)

Lab: Classifying a Real Business DatasetЧтениеClassifying a Real Business DatasetЛабораторная

Assessment

Assessment QuizЗадание
02Populations, Samples, and Sampling Methods27 материалов

Populations and Samples

Populations and SamplesЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Parameters and Statistics

Parameters and StatisticsЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Sampling Methods

Sampling MethodsЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Sampling Bias and Error

Sampling Bias and ErrorЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Lab: Sampling in Practice (Optional)

Lab: Sampling in PracticeЧтениеSampling in PracticeЛабораторная

Assessment

Assessment QuizЗадание
03Measures of Central Tendency27 материалов

What Do We Mean by "Center"?

What Do We Mean by "Center"?ЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

The Arithmetic Mean

The Arithmetic MeanЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

The Median and the Mode

The Median and the ModeЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Choosing the Right Measure of Center

Choosing the Right Measure of CenterЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Lab: Choosing Measures of Center for Real Data (Optional)

Lab: Choosing Measures of Center for Real DataЧтениеChoosing Measures of Center for Real DataЛабораторная

Assessment

Assessment QuizЗадание
04Measures of Variability27 материалов

Why Spread Matters

Why Spread MattersЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Range, IQR, and the Five-Number Summary

Range, IQR, and the Five-Number SummaryЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Variance and Standard Deviation

Variance and Standard DeviationЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

The Coefficient of Variation

The Coefficient of VariationЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Lab: Comparing Spread Across Business Portfolios (Optional)

Lab: Comparing Spread Across Business PortfoliosЧтениеComparing Spread Across Business PortfoliosЛабораторная

Assessment

Assessment QuizЗадание
05Distributions and Data Visualization27 материалов

Frequency Tables and Histograms

Frequency Tables and HistogramsЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Shape of a Distribution

Shape of a DistributionЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

The Empirical Rule

The Empirical RuleЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Box Plots and Comparing Distributions

Box Plots and Comparing DistributionsЧтениеBusiness ScenarioЧтениеPractice: Interactive PlaygroundЧтениеPractice: Interactive PlaygroundЛабораторнаяAssessmentЧтениеReflection and SummaryЧтение

Lab: Full Exploratory Data Analysis (Optional)

Lab: Full Exploratory Data AnalysisЧтениеFull Exploratory Data AnalysisЛабораторная

Assessment

Assessment QuizЗадание