返回到 Business Applications of Hypothesis Testing and Confidence Interval Estimation

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Confidence intervals and Hypothesis tests are very important tools in the Business Statistics toolbox. A mastery over these topics will help enhance your business decision making and allow you to understand and measure the extent of ‘risk’ or ‘uncertainty’ in various business processes.
This is the third course in the specialization "Business Statistics and Analysis" and the course advances your knowledge about Business Statistics by introducing you to Confidence Intervals and Hypothesis Testing. We first conceptually understand these tools and their business application. We then introduce various calculations to constructing confidence intervals and to conduct different kinds of Hypothesis Tests. These are done by easy to understand applications.
To successfully complete course assignments, students must have access to a Windows version of Microsoft Excel 2010 or later. Please note that earlier versions of Microsoft Excel (2007 and earlier) will not be compatible to some Excel functions covered in this course.
WEEK 1
Module 1: Confidence Interval - Introduction
In this module you will get to conceptually understand what a confidence interval is and how is its constructed. We will introduce the various building blocks for the confidence interval such as the t-distribution, the t-statistic, the z-statistic and their various excel formulas. We will then use these building blocks to construct confidence intervals.
Topics covered include:
• Introducing the t-distribution, the T.DIST and T.INV excel functions
• Conceptual understanding of a Confidence Interval
• The z-statistic and the t-statistic
• Constructing a Confidence Interval using z-statistic and t-statistic
WEEK 2
Module 2: Confidence Interval - Applications
This module presents various business applications of the confidence interval including an application where we use the confidence interval to calculate an appropriate sample size. We also introduce with an application, the confidence interval for a population proportion. Towards the close of module we start introducing the concept of Hypothesis Testing.
Topics covered include:
• Applications of Confidence Interval
• Confidence Interval for a Population Proportion
• Sample Size Calculation
• Hypothesis Testing, An Introduction
WEEK 3
Module 3: Hypothesis Testing
This module introduces Hypothesis Testing. You get to understand the logic behind hypothesis tests. The four steps for conducting a hypothesis test are introduced and you get to apply them for hypothesis tests for a population mean as well as population proportion. You will understand the difference between single tail hypothesis tests and two tail hypothesis tests and also the Type I and Type II errors associated with hypothesis tests and ways to reduce such errors.
Topics covered include:
• The Logic of Hypothesis Testing
• The Four Steps for conducting a Hypothesis Test
• Single Tail and Two Tail Hypothesis Tests
• Guidelines, Formulas and an Application of Hypothesis Test
• Hypothesis Test for a Population Proportion
• Type I and Type II Errors in a Hypothesis
WEEK 4
Module 4: Hypothesis Test - Differences in Mean
In this module, you'll apply Hypothesis Tests to test the difference between two different data, such hypothesis tests are called difference in means tests. We will introduce the three kinds of difference in means test and apply them to various business applications. We will also introduce the Excel dialog box to conduct such hypothesis tests.
Topics covered include:
• Introducing the Difference-In-Means Hypothesis Test
• Applications of the Difference-In-Means Hypothesis Test
• The Equal & Unequal Variance Assumption and the Paired t-test for difference in means.
• Some more applications...

May 06, 2020

The statistical concepts and methods are very well explained in an easy to understand manner. Good examples are given to demonstrate application of the cocepts and methods in business environment.

Oct 17, 2017

Professor explains well and makes it easy to not only understand, but to remember what you learned in previous lessons even if you are going back after a long period of time between lessons.

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创建者 Sabarish V

•Jan 01, 2019

The content was concise and easy to understand. However, in the hypothesis testing modules, the presenter conflates "being unable to reject a hypothesis" to "accept a hypothesis". This, I think, is a dangerous habit to learn, and undermines what is otherwise a well-prepared course.

创建者 Karen S Z

•Jul 21, 2018

I am completing the specialization so this is my 3rd class with this instructor. I am enjoying the classes and feel that each lesson and class builds on the last one. Everything is clearly explained and demonstrated. He provides most of the files he uses so you can try it yourself in Excel. The forum is helpful for the more challenging questions on the final quiz. Overall, I think the class is a good pace and the final quiz is representative of what the class covers. That is, not too hard and not too easy.

创建者 Kate G

•Oct 17, 2017

Professor explains well and makes it easy to not only understand, but to remember what you learned in previous lessons even if you are going back after a long period of time between lessons.

创建者 Susannah

•Jun 16, 2020

I took this as part of the specialization, so this review applies to the whole 5-course specialization. The files and PowerPoint slides were well-done; for example, unlike some other Excel courses I've taken on Coursera, the PowerPoint slides are explanatory and clear, the text is big enough to be able to take screenshots of for note-taking purposes, and the quiz and test questions are clearly worded. Sharad also is a very good lecturer- engaging and doesn't rush through things; rather, he reminds you of things throughout the course, rather than just mentioning them once and then never explaining it again and assuming you remember it.

创建者 Amit M

•Dec 12, 2018

The course is very helpful to learn and understand some really important and useful concepts of statistics. The course not only teach the concept but also we can practice it side by side ourselves also from the course material given by Coursera. Instructor is very good, this is my third course under a specialization by the same instructor and I must say one must take this course if they are going to use these concepts in future. Good Luck.

创建者 Akshay H

•May 03, 2017

Anyone who want to understand the topic of confidence interval & Hypothesis Testing this COURSE IS MUST. Topics are explained in simple manner & with hands on exercise in Excel we can grasp topics thoroughly. Thank you so much for Rice University for such a wonderful course on CI & Hypothesis. Special thanks to Prod. Sharad & his team for coming with wonderful.simple yet effective course.

创建者 Amin G

•Jul 26, 2018

Great Course! I really admire the way the professor for this course teaches the fundamentals of Hypothesis testing and its use in practice with various useful examples in business applications!

Sharad Borle is one of the best instructors I've ever seen in my life! Highly recommended!

创建者 Ronald P N

•Apr 16, 2017

An excellent course. Useful for researchers in other disciplines as well, such as social scientists, clinicians etc. The concepts were presented very clearly, and the exercises allow one to gauge one's understanding of the concepts and how to use Excel for those statistical studies.

创建者 Nchedolisa S A

•Dec 29, 2017

Lots of examples gone over step by step with the professor really helped me to hone in how to do EXCEL calculations to answer questions that require difference in means hypothesis testing! Very straightforward and loved the use of real world examples for practice

创建者 Truong T T H

•Jul 03, 2020

It is a useful course which provide basic knowledge of hypothesis testing. With those knowledge of statistics, I can apply to my current job to get better understanding of my data. The examples are so easy to understand, and they provide real-world use-cases.

创建者 Himanshu B

•Jun 12, 2020

It was a great learning experience, the way Mr. Sharad teaches the concepts with a pause and balance to ensure we get enough knowledge for Business application of statistics without Mathematical complications is really awesome.

创建者 Leonel G

•Apr 26, 2020

The complete specialization is superb. This course takes the use of statistics in business to real scenarios, and the knowledge can surely be applied right away. Excellent, very grateful it has been distributed on Coursera.

创建者 Davinder S

•Jul 01, 2017

Hypothesis testing is actually the most complex thing to grasp (of course after regression modeling). This course has been taught wonderfully and it will be a great help for managers out there in the field of analytics!

创建者 Jitka S

•Mar 06, 2020

I am very happy I took this course. Professor Borle explains the topic very clearly with lot of examples. I can recommend the course (and the all specialization). It makes statistic understandable for beginners.

创建者 Michael I

•Jun 27, 2020

The material was well presented and made easy to understand, the instructor patiently presents the details. I am reading another business course and already finds the material very useful. Highly recommended

创建者 Brian B

•May 08, 2020

Great Class. The lectures are clear and well done. The quizzes and tests are relevant, fun and I'm enjoying the challenge. The courses have been a welcomed activity during the Coronavirus crisis..thanks.

创建者 Asmat U

•May 06, 2020

The statistical concepts and methods are very well explained in an easy to understand manner. Good examples are given to demonstrate application of the cocepts and methods in business environment.

创建者 Carlos J B A

•Jun 09, 2019

A rewarding experience because I have been able to learn very valuable information. It is an excellent course. It has helped me in the personal and professional field. Thank you.

创建者 Daniela M M

•Jun 10, 2020

Very useful course, before taking it I had troubles understanding some things about the t tests and with a lot of problems to formulate hypothesis. Now it is crystal clear.

创建者 Shady N S

•Nov 26, 2018

I am from Applied Statistics background, and I used to do these tests by hands. I really have enjoyed doing them on Excel as well. Thanks for this amazing course! :)

创建者 Saurav k

•May 20, 2020

IT's amazing everyone can do as it covers all the basics from scratch so i will recommend to all who wants to get a carrier in business statistics and analysis.

创建者 Ameya A K

•Jul 22, 2020

Sharad Sir Rocks!!!

Cleared concepts about confidence interval pending from last so many years and now 99% confident to teach this topic !

Lucid Explanation!

创建者 Vipul J

•Jul 31, 2020

Amazing course and it covers everything about hypothesis testing that one needs to know and it has been explained without going too deep in the concept.

创建者 DEEPTI C

•Jan 12, 2019

Course is very well organized and the concepts are explained in a very simple and effective way.

The weekly exercises provide a good hands on practice.

创建者 Bhavin C

•Nov 19, 2019

Great job in simplifying the explanation of paired t-tests. I had studied it before but did not fully understand it till after taking this course.