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[ TutSala com ] LiveLessons - Product Analytics for Data-Driven Decisions - Derive Insights from Web Analytics Data
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Bonus Resources.txt
Introduction
001. Product Analytics for Data-Driven Decisions Introduction en.srt
001. Product Analytics for Data-Driven Decisions Introduction.mp4
Lesson 1 Explore the Data-Generating Process
001. Learning objectives en.srt
001. Learning objectives.mp4
002. 1.1 The Data-Generating Process en.srt
002. 1.1 The Data-Generating Process .mp4
003. 1.2 The Characteristics of a Social System.mp4
004. 1.3 Types of Inference.mp4
005. 1.4 Pitfalls for Analysis.mp4
006. 1.5 Actionable Insights.mp4
Lesson 2 Theory Building
001. Learning objectives.mp4
002. 2.1 Theory Creation Process .mp4
003. 2.2 Elements of Theory Building .mp4
004. 2.3 Conceptualization and Measurement.mp4
005. 2.4 Example Theory Building for Web Products.mp4
Lesson 3 Behavior Change
001. Learning objectives.mp4
002. 3.1 Understanding Behavior.mp4
003. 3.2 Psychological Theories of Behavior Change.mp4
004. 3.3 Neurological Theories of Behavior Change.mp4
005. 3.4 Behavior Change for Web Products.mp4
Lesson 4 Learn Basic Statistical Techniques and Common Pitfalls
001. Learning objectives.mp4
002. 4.1 Distributions.mp4
003. 4.2 Mean, Mode and Variance.mp4
004. 4.3 Skew, Kurtosis.mp4
005. 4.4 Sampling.mp4
006. 4.5 Other Types of Distributions.mp4
007. 4.6 Calculating Linear Correlations.mp4
Lesson 5 Conceptualization, Operationalization and Metric Development
001. Learning objectives.mp4
002. 5.1 Period -- Age -- Cohort .mp4
003. 5.2 Cohort and Period Metrics.mp4
004. 5.3 The Denominator Problem.mp4
005. 5.4 Period Person Years.mp4
006. 5.5 Standardization.mp4
007. 5.6 Re-weighting.mp4
Lesson 6 Metric Development Process
001. Learning objectives.mp4
002. 6.1 Common Metrics--Part 1.mp4
003. 6.2 Common Metrics--Part 2.mp4
004. 6.3 Funnel Metrics.mp4
005. 6.4 Progression Metrics.mp4
006. 6.5 Survival Metrics .mp4
007. 6.6 Pitfalls of Metric Development.mp4
Lesson 7 Index Creation
001. Learning objectives.mp4
002. 7.1 Measuring Complex Concepts.mp4
003. 7.2 Basic Survey Design Best Practices.mp4
004. 7.3 User Segmentation vs. Typing.mp4
005. 7.4 Modelling PreferencesChoice.mp4
006. 7.5 Principal Components Analysis (PCA).mp4
007. 7.6 Example Using PCAFactor Analysis for Indicator Creation.mp4
Lesson 8 AB Testing
001. Learning objectives.mp4
002. 8.1 Set-Up AB Tests--Part 1.mp4
003. 8.2 Set-Up AB Tests--Part 2.mp4
004. 8.3 Understand Randomization.mp4
005. 8.4 Interpret the Results of AB Tests--Part 1.mp4
006. 8.5 Interpret the Results of AB Tests--Part 2.mp4
007. 8.6 Pitfalls of AB Testing .mp4
Part 1 Theory Building Techniques in Product Analytics
001. Theory Building Techniques in Product Analytics en.srt
001. Theory Building Techniques in Product Analytics.mp4
Part 2 Testing Theories in Product Analytics FeatureMetric Development
001. Testing Theories in Product Analytics FeatureMetric Development.mp4
Summary
001. Product Analytics for Data-Driven Decisions Summary.mp4
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