The following is a list of basic statistic and mathematics topics you need to be proficient in for you to be good at working with data. This is by no means a comprehensive list but taking up small projects and working with these concepts is a great start for beginners.

- Data Summaries And Descriptive Statistics
- The Central Tendencies
- Geometric Mean and it’s Applications
- Weighted Mean
- Median and it’s Applications
- Mode – it’s advantages and usage
- Dispersion
- Range – Advantage and disadvantage
- Average absolute difference
- Variance and Standard Deviation
- The coefficient of Variance and Z Statistics
- Correlation
- Continuous vs Discrete
- Distribution
- Skewness
- Kurtosis
- Basic Idea
- Bayes Theorem
- Random Variables
- Central Limit Theorem
- Uniform
- Normal
- Binomial
- Poisson
- Hypothesis Testing
- Proportion Testing
- Type 1, Type 2 and Power
- Statistical Significance
- Z – Test
- Student’s T-Test
- F – Test
- Chi-Squared Test
- 1 Tailed and 2 Tailed Tests
- A/B Testing
- ANOVA
- MANOVA
- Scenario
- Monotony vs Linearity
- Advantages and Disadvantages of Parametric Method
- Sign Test
- Mann Whitney U Test
- Kruskal Wallis H Test
- One Sample Run Test
- Spearman Rank Correlation
- Goodness of Fit
- Contingency Table
- Simple Linear Regression
- Correlation
- Pareto Principle
- Comparison Analysis
- Trend Analysis
- Ranking Analysis
- Variance Analysis
- Contribution Analysis
- Frequency Analysis
- Correlation Analysis
- Interactive Dashboards
- Some important Mathematics topics.
- Set Theory
- Real and Complex Numbers
- Polynomial Functions
- Exponential Functions
- Logarithmic Functions
- Trigonometric Identities

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