Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23)...

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Variables and Hypotheses 8/29/2013

Transcript of Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23)...

Page 1: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

Variables and Hypotheses

8/29/2013

Page 2: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

Readings

• Chapter 1 The Measurement of Concepts (14-23) (Pollock)

• Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

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Backing Up Your Data

• Save the Information from the CD onto another media– Flash Drive

– Edshare

• These are just data files, not aprogram

Page 4: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

We Will Use the Full Version

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Make Sure you move these files

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The Files that We Will use• Data Files on the Pollack CD

• GSS2008.SAV- the 2008 General Social Survey Dataset– n=2023 – 301 variables

• NES2008.SAV- the National Election Study from 2008. n=2323 – 302 variables

• STATES.SAV- aggregate level data for the 50 States. N=50 – 82 Variables

• WORLD.SAV- aggregate level data for the nations of the world. n=191 – 69 Variables

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OPPORTUNITIES TO DISCUSS COURSE CONTENT

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Office Hours For the Week

• When– Friday 10-12– Tuesday 8-12– And by appointment

• Last day to change any class is friday

Page 9: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

Course Learning Objectives

1. Students will learn the research methods commonly used in behavioral sciences and will be able to interpret and explain empirical data.

2. Students will learn the basics of research design and be able to critically analyze the advantages and disadvantages of different types of design.

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CONCEPTSThe First Steps in Measurement

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Concepts

• The words we use to describe political and social phenomenon

• Conceptual Definition- States the concept in unambiguous terms

• The Operational Definition- setting your concept in a way that can be measured

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THE SECOND STEP: VARIABLESMeasurement

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What are Variables

• These are simply measured concepts

• Giving a concept value is called operationalization

• Good variables take on all values of a concept

• Why variables are important

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How We Operationalize Fancy

• Fancy canned tomatoes must have a drained weight not less than 66% of the capacity of the container

• U.S. Grade B or U.S. Extra Standard must have a drained weight of not less than 58% of the capacity of the container

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Variable Measurement

• constants

• Dichotomous Variables

• The rest

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Dichotomous Variables

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The Dependent Variable

• The variable in a relationship you want to explain. The Y variable

• There is only one of these in a relationship

• It changes in response to an independent variable

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The Independent variable

• Variables that that cause change in the dependent variable

• The (X) variable

• You may have more than 1 of these

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The Relationship Between them

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Telling the Difference between I.V.’s and the D.V.

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Additive Relationships

• Explaining a Dependent variable with more than 1 independent variable is called an additive relationship!

• Most Social Science relationships involve many i.v.’s…. Why?

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Causes of Cancer

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Additive Relationships

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Independent Variables at Play

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Why the Decline?

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Antecedent and Intervening Variables

Antecedent• Come before the

independent variable

• Things like Demographics

Intervening• Come in-between the IV

and the DV

• Temporal events

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How they can influence relationships

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A Spurious Relationship• What antecedent variable might be at play?

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Intervening Variable

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UNITS OF ANALYSISHow we measure our Variables

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Units of analysis

• The unit about which information is collected and that provides the basis of analysis

• Each member of a population is an element

• Why they are important?

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Individual Unit

• Studying an individual case or example

• A single survey response

• People, congressmen, presidents, etc

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Aggregate Data

• A collection of individual level units

• Often measured in percentages

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Counts can distort

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The Poor over Time

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Immigration over time

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Health Care Access

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FALLACIES MADE WITH DATA

Page 39: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

Ecological Fallacy

• this arises when an aggregate/ecological level phenomenon is used to make inferences at the individual level.

• Taking statewide data and applying to individuals

• Does everyone in MS go to church?

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An Example

• On Mr. Burns Wanting to bowl: "Call this an unfair generalization if you must, but old people are no good at everything." Moe the Bartender from the Simpsons

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The Exception Fallacy

• taking one person's behavior, attributes, etc and applying it to an entire group

• Using 1 example to define group behavior

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Perceptions in Europe

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Examples from Texas Style

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How We View Others

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HYPOTHESES

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What Is a Hypothesis

• An educated Guess

• These are explicit Statements

• They Try to explain a relationship

• But they are only tentative until tested

Page 47: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

The Null Hypothesis

• The Statement of No Relationship

• What we want to disprove

• The Basic start of research

H0

Page 48: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

On Stating the Null “there is no relationship between the

independent and dependent variable”

Page 49: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

Correlative Hypothesis

• “there is a relationship between x and y”

• A very weak statement

Page 50: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

Positive Hypothesis

• A directional hypothesis

• “as the independent variable increases, the dependent variable increases”

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Positive Relationship

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On Stating a Positive relationship: There is a positive relationship

between my independent variable (how much I drank) and dependent

variable (the better you look)

Page 53: Variables and Hypotheses 8/29/2013. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock)

Negative Relationship/Hypothesis

• “As the independent variable increases, the dependent variable decreases”

• Also called an inverse hypothesis

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Minimum Wage

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On Stating a negative hypothesis: There is a negative (inverse) relationship between “beers

drank” (independent) and “grade” (dependent variable)