Data Science for Business Decision Making

Chapters

1Foundations of Data Science in Business

2Business Problem Framing and Decision Science

3Data Strategy, Governance, and Ethics

4Data Acquisition and Quality Management

5Exploratory Data Analysis and Business Understanding

6Descriptive Analytics and BI for Operators

7Statistical Thinking for Decision Making

Probability foundations Business-relevant distributions Sampling and confidence intervals Hypothesis testing and errors Power and sample size Bayesian thinking Regression fundamentals Regularization concepts Multicollinearity and VIF Heteroskedasticity and remedies Nonparametric methods overview Bootstrapping and resampling Missing data mechanisms Time dependence pitfalls Interpreting p-values responsibly

8Experimentation and Causal Inference

9Predictive Modeling for Business Outcomes

10Time Series and Forecasting

11Customer and Marketing Analytics

12Operations, Pricing, and Optimization

13Data Storytelling, Visualization, and Influence

14Productizing Analytics: MLOps and Deployment

15Measuring Impact, ROI, and Change Management

Courses/Data Science for Business Decision Making/Statistical Thinking for Decision Making

Statistical Thinking for Decision Making

16 views

Apply core statistical concepts to quantify uncertainty and support decisions.

Content

5 of 15

Power and sample size

Original version

0 views

Versions:

Version 17596

Watch & Learn

AI-discovered learning video

Sign in to watch the learning video for this topic.

Sign in Sign up free

Start learning for free

Sign up to save progress, unlock study materials, and track your learning.

Bookmark content and pick up later
AI-generated study materials
Flashcards, timelines, and more
Progress tracking and certificates

Free to join · No credit card required

Unlock this content

Sign up free to view this chapter, save your progress, and unlock study modes.

Full chapters & explanations
Flashcards & practice
Track progress

Sign in Create free account

Speed Challenge

Comments (0)

Please sign in to leave a comment.

No comments yet. Be the first to comment!

Ready to practice?

Sign up now to study with flashcards, practice questions, and more — and track your progress on this topic.

Study with flashcards, timelines, and more

Earn certificates for completed courses

Bookmark content for later reference

Track your progress across all topics