Fundamentals of Descriptive and Inferential Statistics

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📋 Course Outline

  1. Data Types
  2. Descriptive Statistics
  3. Measures of Central Tendency
  4. Mean, Median, Mode
  5. Measures of Dispersion
  6. Range, Variance, SD
  7. Data Visualization
  8. Sampling Theory
  9. Hypothesis Testing
  10. Confidence Intervals
  11. Statistical Tests
  12. t-tests, ANOVA, Chi-Square

📖 1. Data Types

🔑 Key Concepts & Definitions

  • Data: Raw facts, figures, or observations collected for analysis, which can be qualitative or quantitative.
  • Qualitative Data: Non-numeric data representing categories or qualities, such as colors, labels, or opinions.
  • Quantitative Data: Numeric data representing measurable quantities, which can be discrete (countable) or continuous (measurable).
  • Discrete Data: Quantitative data with specific, separate values (e.g., number of students).
  • Continuous Data: Quantitative data that can take any value within a range (e.g., height, temperature).
  • Nominal Data: Categorical data without an intrinsic order (e.g., gender, nationality).
  • Ordinal Data: Categorical data with a meaningful order but unequal intervals (e.g., rankings, satisfaction levels).

📝 Essential Points

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Prévia do quiz

1. What is a data type in the context of data analysis?

2. Which data type is best suited for analyzing categories like colors or opinions?

3. What is the formula for calculating the mean of a data set?

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Prévia dos flashcards

Data Types — categories?

Qualitative and quantitative data.

Data types — categories?

Qualitative and quantitative data.

Descriptive Statistics — purpose?

Summarize and describe data features.

Qualitative data — example?

Colors, labels, opinions.

Measures of Central Tendency — examples?

Mean, median, mode.

Quantitative data — types?

Discrete and continuous.

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