### Overview

The field of statistics encompasses the collection, analysis, interpretation, presentation, and organization of data through mathematical methods and models. Statistical methods are utilized to analyze data, make predictions, and inform decisions based on probability and statistical analysis. This field is widely applicable, finding use in many domains, including business, finance, engineering, medicine, and the social sciences, among others, to gain insights and inform decisions based on empirical data.

### Descriptive Statistics

- Measure of Frequency and Central Tendency
- Measure of Dispersion
- Probability Distribution
- Gaussian Normal Distribution
- Skewness and Kurtosis
- Regression Analysis
- Continuous and Discrete Functions
- Goodness of Fit
- ANOVA

### Inferential Statistics

- t-Test
- z-Test
- Hypothesis Testing
- Type I and Type II errors
- t-Test and its types
- One way ANOVA
- Two way ANOVA
- Chi-Square Test
- Implementation of continuous and categorical data

References:

Knaflic, C. N. (n.d.). Storytelling with data. Retrieved March 27, 2023, from https://www.storytellingwithdata.com/

Ferreira, R. (n.d.). The data visualization catalogue. Retrieved March 27, 2023, from https://datavizcatalogue.com

Wolfram Alpha. (n.d.). Linear Algebra. Wolfram Alpha. Retrieved March 31, 2023, from https://www.wolframalpha.com/examples/mathematics/linear-algebra

Wolfram Alpha. (n.d.). Statistics. Wolfram Alpha. Retrieved March 31, 2023, from https://www.wolframalpha.com/examples/mathematics/statistics

Wolfram. (n.d.). Calculus & Algebra. Retrieved March 29, 2023, from https://www.wolfram.com/language/core-areas/calculus-algebra/

Qlik. (n.d.). KPI examples. Qlik. Retrieved March 27, 2023, from https://www.qlik.com/us/kpi/kpi-examples

Amplitude. (n.d.). Amplitude Analytics Demo. Retrieved March 29, 2023, from https://analytics.amplitude.com/demo/home

newTendermint. (n.d.). Awesome-Analytics. Retrieved March 29, 2023, from https://github.com/newTendermint/awesome-analytics

Learn Anything. (n.d.). Retrieved March 29, 2023, from https://learn-anything.xyz

Codecademy. (n.d.). “Quartiles, Quantiles, and Interquartile Range.” Learn Statistics with Python. Retrieved March 29, 2023, from https://www.codecademy.com/learn/learn-statistics-with-python/modules/quartiles-quantiles-and-interquartile-range/cheatsheet.