Categorical vs. Quantitative Variables

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Categorical vs. Quantitative Variables Identifying the Difference

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Categorical vs. Quantitative Variables. Identifying the Difference. Variables Come in 2 Varieties. Categorical (or __________) Quantitative (or __________). Categorical Variable Characteristics. Recorded usually with words Records which of several groups an individual belongs to - PowerPoint PPT Presentation

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Page 1: Categorical vs. Quantitative Variables

Categorical vs. QuantitativeVariables

Identifying the Difference

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Introduction to Statistics--Variables

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Variables Come in 2 Varieties

1. Categorical (or __________)

2. Quantitative (or __________)

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Categorical Variable Characteristics

• Recorded usually with words

• Records which of several groups an individual belongs to

• Count data in each group, but you logically should not average it

• Can calculate %age distributions

• Includes all yes/no questions

• Graphing: best illustrated with a pie chart(but could also be a bar graph)

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Quantitative Variable Characteristics

• Possible responses are numerical in nature

• Includes values for which it makes sense to do operations like adding, totaling and averaging

• Includes answers to how much/how many questions

• Always includes ‘units’

• Graphing: best illustrated with a bar chart

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2 Types of Quantitative Variables

1. __________ If the Q variable is a set of isolated points on thenumber line, we call it this. (i.e., it’s a number but it only comes in certain values) Usually a variable that can be ‘counted’.

2. __________ If the Q variable forms an entire interval along the number line, we call it this. (i.e., it’s a number & it can be any value) Usually a variable that can be ‘measured’.

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Diagram of Variable Types

Categorical(Qualitative)

Variables Discrete

Quantitative(Numerical)

Continuous

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Categorical or QuantitativeIf Categorical, one possible category?

If Quantitative, Continuous or Discrete? Units?

1) Length of a pen?

2) Type of pen?

3) Number of pens in box?

4) Maker of pen?5) Flow of ink in ml/sec?

6) Color of pen’s ink?

7) Point size of pen?

Subject of a book? Number of pages in the

book? Area of each page of

book? Number of letters on a

page? Number of weeks on

best seller list?

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Categorical or QuantitativeIf Categorical, one possible category?

If Quantitative, Continuous or Discrete? Units?

1) Style of pants?

2) Color of pants?3) Number of pairs of

pants you own?

4) # of pockets on pants?

5) Size of pants?

6) Maker of the pants?7) Length of inseam on the

pants?

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Reviewing Variable Types

1. __________ (or __________)

2. __________ (or __________)

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Reviewing ________ Variables

• Possible responses are ________ in nature• Includes values for which it makes sense to do

operations like ________, ________ and ________.

• Includes answers to ________/________ questions

• Includes ‘________’• Usually—best illustrated with a ________, but

___________________________________.

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2 Types of __________ Variables

1. __________ If the Q variable forms an entire interval _______________,

we call it this. (i.e., it’s a number & it can be any value).

2. __________ If the Q variable is a set of isolated ___________

_________, we call it this. (i.e., it’s a number but it only comes in certain values)

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Classwork & Homework

• Use the terms you’ve learned to analyze the types of variables you encounter in the samples

• Answer some the ‘usual’ questions about the nature of this survey using the data and your powers of analysis.

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Answers to Fill in Blanks

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Finding Individuals & Variables in a List

State Region Population Males Females

AlabamaAlaska

SouthWest

15.6m5.4m

8.3m2.5m

7.2m2.9m

Arizona West 10.2m 5.1m 5.1m

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Individuals in Sample—Usually in 1st ColumnVariables—Usually in 2nd and succeeding columns

Number of in Sample = 3Who’s in Sample? Alabama, Alaska, Arizona

Variable = Region = CategoricalVariable = Population = Discrete QuantitativeVariable = Males = Discrete QuantitativeVariable = Females = Discrete Quantitative

Look for Variable Names in Column Headings

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Variables Come in 2 Varieties

1. Categorical (or Qualitative)

2. Quantitative (or Numerical)

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2 Types of Quantitative Variables

1. Discrete If the Q variable is a set of isolated points on the

number line, we call it this. (i.e., it’s a number but it only comes in certain values)

2. ContinuousIf the Q variable forms an entire interval along the number line, we call it this.

(i.e., it’s a number & it can be any value).

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Categorical or QuantitativeIf Categorical, one possible category? If Quantitative, Continuous or Discrete?

1) Length of a pen?

2) Type of pen?

3) Number of pens in box?

4) Maker of pen?5) Flow of ink in ml/sec?

6) Color of pen’s ink?

Quantitative, Continuous

Categorical

Quantitative, Discrete

Categorical

Quantitative, Continuous

Categorical

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Categorical or QuantitativeIf Categorical, one possible category? If Quantitative, Continuous or Discrete?

Subject of a book? Number of pages in the

book? Area of each page of

book? Number of letters on a

page? Number of weeks on

best seller list?

Categorical

Quantitative, Discrete

Quantitative, Continuous

Quantitaitve, Discrete

Quantitative, Discrete

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Categorical or QuantitativeIf Categorical, one possible category? If Quantitative, Continuous or Discrete?

1) Style of pants?

2) Color of pants?3) Number of pairs of

pants you own?

4) # of pockets on pants?

5) Size of pants?

6) Maker of the pants?7) Length of inseam on the

pants?

Categorical

Categorical

Quantitative, Discrete

Quantitative, Discrete

Quantitative, Discrete

Categorical

Quantitative, Continuous

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Reviewing Variable Types

1. Categorical (or Qualitative)

2. Quantitative (or Numerical)

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Reviewing Quantitative Variables

• Possible responses are numerical in nature• Includes values for which it makes sense to do

operations like adding, totaling and averaging.• Includes answers to how much/how many

questions• Includes ‘units’• Usually—best illustrated with a bar graph, but

pie chart is also possible.

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Reviewing Categorical Variables• Recorded usually with words

• Records which of several categories an individual belongs to

• Count data in each group, but you logically should not average it

• Can calculate percentage distributions

• Includes all yes/no questions

• Usually—best illustrated with a pie chart.

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2 Types of Quantitative Variables2. Continuous If the Q variable forms an entire

interval along the number line, we call it this.

(i.e., it’s a number & it can be any value).

2. Discrete If the Q variable is a set of isolated points on thenumber line, we call it this.

(i.e., it’s a number but it only comes in certain values)