Dr B's No Bull Guide
Dr B's No Bull Guide
to Applied Statistics 101
About the Book
Applied statistics comprises of descriptive statistics and the application of inferential statistics. This guide includes instructions for MS Excel 2010 or newer on MS Windows and a TI 83 or TI84 calculator.
Table of Contents
-
Introduction
- Populations and Samples
- Descriptive Statistics
- Inferential Statistics
- Summary
-
Variables
- Independent and Dependent Variables
- Quantitative Variables
- Qualitative Variables
- Comparing Quantitative & Qualitative Variables
- Levels of Measurement
-
Data Collection & Organization
- Research
- Conditions to Establish Causality
- Research Design
- Sampling
- Organizing Data
-
Descriptive Statistics - Numerical
- Univariate Descriptive Statistics
- Bivariate Descriptive Statistics
- Descriptive Statistics - Numerical Examples with MS Excel
- Descriptive Statistics - Numerical Examples with TI Calculator
- Descriptive Statistics - Numerical Examples Manually
- Descriptive Statistics - Numerical Examples with Python
-
Descriptive Statistics - Numerical Examples with SAS
- TBA
-
Descriptive Statistics - Visual
- Univariate Visual Displays
- Bivariate Visual Displays
- Descriptive Statistics - Visual Examples with MS Excel
- Descriptive Statistics - Visual Examples with TI Calculator
-
Descriptive Statistics - Visual Examples Manually
- TBA
-
Descriptive Statistics - Visual Examples with Python
- TBA
-
Descriptive Statistics - Visual Examples with SAS
- TBA
- Probability
- Probability Distributions
-
Discrete Probability Distributions
- Uniform Distribution
- Binomial Distribution
- Poisson Distribution
-
Continuous Probability Distributions
- Uniform Distribution
- Exponential Distribution
- Normal Distribution
- Student t Distribution
- Chi-Square Distribution
- F Distribution
- Binomial Approximations for Counts and Proportions
-
Continous Probability Distributions Examples with MS Excel
- Normal Distribution
-
Continuous Probability Distributions Examples with TI Calculator
- Normal Distribution
-
Continuous Probability Distributions Examples Manually
- Uniform Distribution
- Normal Distribution
- Inverse Normal Distribution
-
Sampling Distribution
- Central Limit Theorem for Mean
- Central Limit Theorem for Proportions
- Standard Deviation versus Standard Error
- Confidence Intervals
-
Confidence Intervals Examples with MS Excel
- Confidence Intervals for Unknown Population Mean and Known Population Standard Deviation
- Confidence Intervals for Unknown Population Mean and Unknown Population Standard Deviation
- Confidence Intervals for Unknown Population Proportion
-
Confidence Intervals Examples with TI Calculator
- Confidence Intervals for Unknown Population Mean with Known Population Standard Deviation
- Confidence Intervals for Unknown Population Mean with Unknown Population Standard Deviation
- Confidence Intervals for Unknown Population Proportion
-
Confidence Intervals Examples Computed Manually
- Confidence Intervals for Unknown Population Mean and Known Population Standard Deviation
- Confidence Intervals for Unknown Population Mean and Unknown Population Standard Deviation
- Confidence Intervals for Unknown Population Proportion
-
Null Hypothesis Significance Testing (NHST)
- Hypothesis Testing Steps
- One Sample Hypothesis Testing
-
One Sample Hypothesis Testing Examples Using MS Excel
- One-tailed Hypothesis testing for a mean (σ is known)
- Two-tailed Hypothesis testing for a mean (σ is known)
- Two-tailed Hypothesis testing for a mean (σ is not known)
-
One Sample Hypothesis Testing Examples Using TI Calculator
- One-tailed Hypothesis testing for a mean (σ is known)
- Two-tailed Hypothesis testing for a mean (σ is known)
- Two-tailed Hypothesis testing for a mean (σ is not known)
-
One Sample Hypothesis Testing Examples Manually
- TBA
-
Two Sample Hypothesis Testing
- Types
- Formulas
-
Two Sample Hypothesis Testing Examples Using MS Excel
- Independent (Unpaired) Samples
- Two independent proportions
- Dependent (Paired) Samples
-
Two Sample Hypothesis Testing Examples Using TI Calculator
- Independent (Unpaired) Samples
- Two independent proportions
- Dependent (Paired) Samples
-
Two Sample Hypothesis Testing Examples Manually
- Independent (Unpaired) populations, σ is unknown but assumed unequal
- Independent populations, σ is unknown but assumed equal
- Two independent proportions
- Analysis of Variance (ANOVA)
- Analysis of Variance (ANOVA) Example Using MS Excel
- Analysis of Variance (ANOVA) Example Using TI Calculator
-
Analysis of Variance (ANOVA) Example Manually
- TBA
-
Linear Regression
- Least-Squares Regression
- Model Evaluation Metrics
- Hypothesis Testing
- Residual Analysis
- Influential Observation
- Linear Regression Examples with MS Excel
- Linear Regression Examples with a TI Calculator
-
Linear Regression Examples Manually
- TBA
- Chi-Square Test for Independence
-
Chi-Square Test for Independence Examples with MS Excel
- TBA
- Chi-Square Test for Independence Examples with TI Calculator
- Chi-Square Test for Independence Examples Manually
- Glossary
-
Appendix
- Statistical Tables
- Adding the MS Excel Toolpak
- How to program INVT into the TI-83/TI-83 Plus Calculator
- References
The Leanpub 60 Day 100% Happiness Guarantee
Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.
Now, this is technically risky for us, since you'll have the book or course files either way. But we're so confident in our products and services, and in our authors and readers, that we're happy to offer a full money back guarantee for everything we sell.
You can only find out how good something is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!
So, there's no reason not to click the Add to Cart button, is there?
See full terms...
Earn $8 on a $10 Purchase, and $16 on a $20 Purchase
We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.
(Yes, some authors have already earned much more than that on Leanpub.)
In fact, authors have earnedover $14 millionwriting, publishing and selling on Leanpub.
Learn more about writing on Leanpub
Free Updates. DRM Free.
If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).
Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.
Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.
Learn more about Leanpub's ebook formats and where to read them