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Descriptive Statistics Educating students on when to use descriptive statistics

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Page 1: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Descriptive StatisticsEducating students on when to

use descriptive statistics

Page 2: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Mark Liddell: “How Statistics can be Misleading”

Page 3: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Descriptive Statistics

Link: http://www.wolframalpha.com/

examples/Statistics.html

The Goal: “Describe or summarize your research data. This allows you to make sense of your set of data and make the key characteristics easily understandable to others.”

(Research Methods, 374)

Page 4: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Note: Statistics are numerical processes that add depth to quantitative data sets.

Page 5: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Note: Qualitative sets provide value through rich description, but can be coded numerically to then use statistical methods.

Page 6: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

We will use Star Wars to learn about Descriptive Statistics.

Page 7: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency
Page 8: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

3 Levels of Descriptive Statistics

1. Padawan: Central Tendency

2. Jedi Knight: Variability and Frequency Distribution

3. Jedi Master: Relations among Variables Don’t give into the hate of statistics.

Don’t give in to the Dark Side.

Use the force. Make your data depthful, you will.

Page 9: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Padawan Level: Central TendencyMean, Median, and Mode

Measure of Variability: “The single numerical value that is considered the most typical of the values of a quantitative variable.”

(Research Methods, 383)

Page 10: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Mean● In a set of data, the average

of all numbers is the “mean” of the data set.

● This can be used to discuss very general results.

● Moving forward with Mean:○ Variance○ Standard Deviation

How could this be used in your research?

What type of analysis could this create?

Page 11: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Median● In a set of data, the middle of

all numbers is the “median” of the data set.

● This can be used to discuss very general results.

● Moving forward with Median:○ Range

How could this be used in your research?

What type of analysis could this create?

Page 12: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Mode● In a set of data, the most

frequent number is the “mode” of the data set.

● This can be used to compare other numbers to the mode.

● Moving forward with Mode: ○ Frequency Distribution

How could this be used in your research?

What type of analysis could this create?

Page 13: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Moving to Level 2...

Page 14: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Jedi Knight Level: Frequency and VariabilityFrequency Distribution, Range, Variance, and

Standard Deviation

Frequency Distribution: Systematic arrangement of data values in which the unique data values are rank ordered and the frequencies are provided for each of these values.” (Research Methods, 377)

Measure of Variability: “A numerical index that provides information about how spread out or how much variation is present in a variable.” (Research Methods, 385)

Page 15: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Frequency Distribution● Arrangement of data to

expose the repetitive nature of a variable within the data set

● This pattern can be converted into percentages to expose basic groupings.

How could this be used in your research?

What type of analysis could this create?

Page 16: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Range● Distance between highest

and lowest number in a data set.

● Range= H-L● Super basic and should only

be used to introduce other measures of variability

How could this be used in your research?

What type of analysis could this create?

Page 17: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Variance● Average deviation of the

data values from their mean in squared units.

● Formula:

Variance= Σ(X-A)2

n● Variance is used to build

standard deviation

How could this be used in your research?

What type of analysis could this create?

Page 18: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Standard Deviation● Square root of the variance

SD: √Variance● Approximation of how far

each number in a data set is from the mean.

● Larger the value: Data spread is wide

● Smaller the value: Data spread is small

How could this be used in your research?

What type of analysis could this create?

Page 19: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Normal Curve:● Normal distribution is bell

shaped● If data is “normally”

distributed, this shape would appear…

● When this shape is not present, your data is “skewed” (limitation)

● Further Study: Z Scores

Page 20: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Moving to Level 3...

Nice work, everyone!

Page 21: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Jedi Master Level: Relationship among VariablesDifference between Means, Correlation Coefficient,

Regression Analysis, Contingency Tables

Relationship among Variables: Measurement of how different variables -dependent and independent- are related.

Page 22: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Difference between Means● Method to standardize data

to measure difference in variable data sets

● Cohen’s d formula● Useful for:

○ Pre-test/Post-Test○ Use of Control Group

How could this be used in your research?

What type of analysis could this create?

Page 23: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Correlation Coefficient● Measurement regarding the strength and linear direction of

two variables● Negative Correlation

Page 24: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Correlation Coefficient● Correlation: Association or Connection of Variables● Positive Correlation: Variables move in same direction● Negative Correlation: Variables move in opposite directions

Page 25: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Regression Analysis● Set of procedures used to

explain or predict the values of a dependent variable based on values of one or more independent variable

● Creates a Regression Line that exposes analysis pattern in a data set

Page 26: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Contingency Tables● Table built to analyze

relationship amongst categories of data sets○ Gender to Variable○ Age to Variable○ Education Level to

Variable○ Other demographic

How could this be used in your research?

What type of analysis could this create?

Page 27: Descriptive Statistics - Chemistry › uploads › 5 › 4 › 7 › ... · 3 Levels of Descriptive Statistics 1. Padawan: Central Tendency 2. Jedi Knight: Variability and Frequency

Congratulations! Pat on back, you deserve!

Tell me more about how to organize your data...