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Learn fundamentals of decriptive statistics, central limit theorem,Sampling techniques, Hypothesis testing, Power sample

What you will learn

Define and recognize key descriptive statistics

Describe and distinguish the central limit theorem and law of large numbers

Identify strategies for constructing an unbiased sample

Assemble and perform a two-tail or one-tail t-test

Identify an appropriate sample size based on prior data

Description

Statistics Fundamentals

Kickstart your journey with Statistics by learning the foundational concepts needed to run and interpret statistical tests to support better decision-making.

  • Use descriptive statistics to understand your data
  • Leverage inferential statistics to generate actionable insights
  • Apply these concepts to help turn data into results

Statistics Fundamentals Course Overview

Statistics Fundamentals introduces the foundational concepts needed to run a statistical test and interpret the results. We will overview the two branches of statistics–descriptive statistics and inferential statistics—and run hypothesis tests on real and simulated data sets using Excel’s Data Analysis Tool pack. We’ll also examine key fundamental concepts like the Central Limit Theorem, Empirical Rule, and Law of Large Numbers.


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The topics covered in this course will support you in conducting good analysis, applying data to business decisions, and exploring the more advanced topics within the Business Intelligence and Data Analysis program such as machine algorithms.

Statistics Fundamentals Learning Objectives

Upon completing this course, you will be able to:

  • Define and recognize key descriptive statistics
  • Describe and distinguish between the central limit theorem and law of large numbers
  • Identify strategies for constructing an unbiased sample
  • Assemble and perform a two-tail or one-tail t-test
  • Identify an appropriate sample size based on prior data using a power analysis

The Statistics Fundamentals course is perfect for anyone without a background in statistics who would like to build up their understanding or for those who just want a refresher. This course is designed to equip anyone who desires to begin a career in data analysis, quantitative analysis, business intelligence, or other areas of business and finance with an understanding of foundational statistics tools and concepts.

English
language

Content

About Statistics

What is Statistics ?

Understanding Variance and Standard Deviation

Variance and Standard Deviation

Understanding Descriptive Statistics

Descriptive Statistics

Understanding Data Visualization

Data Visualization

Understanding Sampling Techniques in Statistics

Sampling Statistics

Understanding Hypothesis Testing

Hypothesis Testing -Part 1
Hypothesis Testing – Part 2

Understanding Test Statistics

Test Statistics