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Customer Data Analytics for Marketers · LearnSpace
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Customer Data Analytics for Marketers

Курс от University of Colorado System
Средний≈ 23.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course introduces marketing data analytics, focusing on the crucial concepts of correlation and causality. Learners will explore statistical concepts and tools to analyze and interpret marketing data, leading to more informed and impactful marketing strategies. The course begins with core statistical concepts, such as standard deviation, variance, and normal distributions, in the context of marketing decisions. It shows how to visualize correlations and causal networks using techniques such as Structural Equation Modeling (SEM) and Path Analysis. The course discussions of analytics ethics, guiding participants to identify and avoid common pitfalls in data interpretation. This course is an invaluable resource for anyone looking to enhance their marketing strategies through trustworthy data-driven insights.

Навыки, которые вы освоите

Correlation AnalysisRegression AnalysisData-Driven Decision-MakingStatistical AnalysisDescriptive StatisticsAnalyticsDescriptive AnalyticsCustomer RetentionCustomer InsightsMarketing AnalyticsCustomer AnalysisData AnalysisStatistical ModelingProbability & StatisticsAnalytical SkillsData-Driven MarketingData EthicsStatistical Hypothesis TestingPredictive AnalyticsStatistical Visualization

Программа курса

4 модулей · 89 учебных материалов

01Introduction to Data Analytics for Marketing Decisions21 материалов

Welcome

A Note About Readings & R-ScriptsЧтениеCourse OverviewВидеоA Note About Readings and R-ScriptsЧтениеCustomer Lifetime Value (LTV or CLV)Чтение

Учитесь у экспертов

Tony Cox, Jr.

Преподаватель курса

Customer Data Analytics for Marketers
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Обучение на Coursera

≈ 23.8 ч

4 модулей

Язык: Английский

Субтитры: Венгерский, Казахский, Испанский

Часть программы вашего университета
Course Overview QuizЗадание

Augmenting Scatter Plots

Types of AnalyticsВидеоTypes of Analytics QuizЗаданиеDescriptive Analytics with Scatter PlotsВидеоR-Scripts - Getting Started in R: Scatter PlotsЧтениеDescriptive Analytics with Scatter Plots QuizЗаданиеAugmenting Scatter Plots IВидеоLOESSЧтениеAugmenting Scatter Plots I QuizЗаданиеAugmenting Scatter Plots IIВидеоR-Scripts - Create and display k-means and PAM clustersЧтение

Data-Informed Decisions

Data-Informed Decisions IВидеоR-Scripts - Acquisition-Retention exampleЧтениеData Informed Decisions I QuizЗаданиеData-Informed Decisions IIВидеоData Informed Decisions II QuizЗадание

Module 1 Graded Quiz

Module 1 Graded QuizЗадание
02Data Analytics & Critical Thinking20 материалов

Improving Target

Improving Target MarketingВидеоImproving Target Marketing QuizЗадание

Simpson’s Paradox & Critical Thinking Questions

Comparing Treatments & Simpson's ParadoxВидеоSimpson’s Paradox and Critical Thinking About Data-driven DecisionsЧтениеCritical Thinking Questions IВидеоComparing Treatments & Simpsons Paradox/Critical Thinking Questions I QuizЗаданиеCritical Thinking Questions IIВидеоCritical Thinking Questions II QuizЗадание

Mean & Variance

Mean & Variance IВидеоBackground: Variance, normal distributions, probability modelsЧтениеMean & Variance I QuizЗаданиеMean & Variance IIВидеоR-Scripts - Mean and Standard Deviation of PriceЧтениеR-Script - Mean squared error (MSE)Чтение

Module 2 Graded Quiz

Module 2 Graded QuizЗадание
03Hypothesis Testing, Correlation, and Regression26 материалов

Linear Correlation

Linear CorrelationВидеоCorrelationЧтениеLinear Correlation QuizЗаданиеCalculating Linear CorrelationВидеоR-Script - Calculate Pearson’s CorrelationЧтениеCalculating Linear Correlation QuizЗаданиеR-SquaredВидеоR-squared and Adjusted R-squaredЧтениеR-Squared QuizЗадание

Ordinal Correlations

Ordinal CorrelationsВидео Ordinal CorrelationsЧтениеOrdinal Correlation QuizЗаданиеUsing Correlations to Test for IndependenceВидеоUsing Correlation to Test for Independence QuizЗадание

Hypotheses

The Logic of Null Hypothesis TestingВидеоNull Hypothesis Significance Testing (NHST) and p-valuesЧтениеR-Scripts - Hypothesis Testing: Kendall's TauЧтениеThe Logic of Null Hypothesis Testing QuizЗаданиеTrustworthy Hypothesis TestingВидеоQuestionable research practices (QRPs)Чтение

Module 3 Graded Quiz

Module 3 Graded QuizЗадание
04Correlation and Causality22 материалов

Correlations

Visualizing Correlations: Heat MapsВидеоCorrgramsЧтениеR-Scripts - Correlation and CausalityЧтениеVisualizing Correlations: Heat Maps QuizЗаданиеScatter Plots and Correlation MatricesВидеоScatter Plots and Correlation Matrices QuizЗаданиеCorrelation NetworksВидеоCorrelation Networks QuizЗадание

Paths

Structural Equation Models (SEMs)ВидеоPath AnalysisЧтениеStructural Equation Models (SEMs) QuizЗаданиеPath CoefficientsВидеоPath Coefficeients QuizЗаданиеPath DiagramsВидеоPath Diagrams Quiz

Predictions

Making Causal Predictions with Path DiagramsВидеоMaking Casual Predictions with Path Diagrams QuizЗаданиеExplanation, Prediction, & Model ValidationВидеоExplanation, Prediction, & Model Validation QuizЗаданиеLimitations of Path AnalysisВидеоLimitations of Path Analysis QuizЗадание

Module 4 Graded Quiz

Module 4 Graded QuizЗадание
Mean & Variance II QuizЗадание
Standard Deviations Least-Squares RegressionВидео
R-Scripts - Standard Deviations and ecdfЧтение
R-Script - Calculating Means and VariancesЧтение
Standard Deviations Least-Squares Regression QuizЗадание
Trustworthy Hypothesis Testing QuizЗадание
Recommended Tests for IndependenceВидео
Recommended Tests for Independence QuizЗадание
R-Scripts - Recommended Tests for IndependenceЧтение
R-Scripts - Additional Visualizations & Calculations Related To Hypothesis TestingЧтение
Задание