Unit 1 Describing Data
1.2 Data Classifications
Types of Data
Quantitative Data:
measures or counts expressed as numbers .- Discrete data result when the number of possible values is countable.
example: The number of eggs a hen lays.
- Continuous data has an infinite number of possible values within a selected range.
example: The amount of milk that a cow produces. An example is \(2.343115\) gallons per day
Qualitative Data
(Categorical Data): names or labels representing categories- Example: The color of a cat’s fur
- Example: The number on an athletic jersey
- Example: Customer satisfaction ratings
Levels of Measurement
Nominal:
Put in a category.- Qualitative data. Cannot be arranged in an ordering scheme (low to high).
- No arithmetic can be carried out on the data.
- Example: survey responses: yes, no, undecided
Ordinal:
Put in a category and put in order.- Qualitative or Quantitative data. Can be arranged in some order.
- Differences between data values cannot be determined or are meaningless.
- Example: Course grades: A, B, C, D, F
Interval:
Put in a category, put in order, and find differences between values.- Quantitative data. Can be arranged in some order.
- Differences between data values can be determined and are meaningful.
- There is no natural zero (does not make sense to say you have none).
- Example: Years: 1000, 2014, 1776
Ratio:
Put in a category, put in order, find differences between values, and find ratios of values.- Quantitative data. Can be arranged in some order.
- Differences between data values can be determined and are meaningful.
- There is a natural zero (it makes sense to say you have none).
- Division makes sense: You can say one is twice as much as another.
- Example: Price of textbooks. $100, $25, $0
Identifying Types of Data
- Identify the variable(s) if a study was conducted to answer each question, and classify the variables as qualitative (categorical) or quantitative (numerical).
- Can eating a yogurt a day cause you to lose weight?
quantitative - Does louder music cause people to drink more beer?
quantitative - Are lions more likely to attack after a full moon?
quantitative
- Can eating a yogurt a day cause you to lose weight?
Explore the Graph Below
- What types of data are being shown in this graph?
- Nominal
region (shown by color), country names
- Ordinal
Income levels
- Interval
- Ratio
GDP per capita, Life expectancy, population
- Nominal
- Brainstorm for a variable in a different study that would be at the Interval level of measurement.
- Which level of measurement is the number in a street address? a zip code?