hypotheses 9/4/2012. readings chapter 1 the measurement of concepts (14- 23) (pollock) chapter 2...

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Hypotheses 9/4/2012

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Page 1: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Hypotheses

9/4/2012

Page 2: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Readings

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

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

Page 3: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

OPPORTUNITIES TO DISCUSS COURSE CONTENT

Page 4: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Office Hours For the Week

• When– Wednesday 11-1– Thursday 8-12– And by appointment

Page 5: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

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.

Page 6: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

VARIABLES

Page 7: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Turning things empirical

1. We experience it2. We Define it3. We give it value (operationalize)4. We develop a hypothesis to explain/predict

what we experienced in step 1

Page 8: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

The Relationship Between them

Page 9: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

UNITS OF ANALYSISHow we measure our Variables

Page 10: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

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?

Page 11: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Individual Unit

• The lowest form of data

• People, congressmen, presidents, etc

Page 12: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Aggregate Data

• A collection of individual level units

• Often measured in percentages

• Footprints

Page 13: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

The Poor over Time

Page 14: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Immigration over time

Page 15: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

The Problem of Access

Page 16: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

FALLACIES MADE WITH DATA

Page 17: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

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?

Page 18: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

The Exception Fallacy

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

• Using 1 example to define group behavior

Page 19: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Examples from Texas

Page 20: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

HYPOTHESES

Page 21: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

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 22: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

The Null Hypothesis

• The Statement of No Relationship

• What we want to disprove

• The Basic start of research

H0

Page 23: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Correlative Hypothesis

• “there is a relationship between x and y”

• A very weak statement

Page 24: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Positive Hypothesis

• A directional hypothesis

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

Page 25: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Positive Relationship

Page 26: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Negative Relationship/Hypothesis

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

• Also called an inverse hypothesis

Page 27: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

An Example

Page 28: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Logarithmic

• Y=log(x)

• The dependent variable changes rapidly, followed by less change

Page 29: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

An Example

Page 30: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Curvilinear

• The Relationship forms a curve!

• The dependent variable increases to a point, and which point it begins to decrease

Page 31: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

The Laffer Curve

• The Debate over taxes• Ben Stein

Page 32: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Fuel Efficiency

Page 34: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

More

Page 35: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Stating a hypothesis

There is a _____(direction)________relationship

between ________and ____________

Page 36: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

CHARACTERISTICS OF GOOD HYPOTHESES

Page 37: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Good Hypotheses are Empirical

• Something that we can Measure

Page 38: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Good Hypothesis are

Generalizable• Apply to more than one

case

Specific• Always State a direction

• Always identify the iv and the d.v.

• Avoid the correlative hypothesis

Page 39: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Good Hypotheses are Plausible

• There needs to be a Real world justification for why they are related

• If Chewbacca lives on Endor, you must acquit

Page 40: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Good Hypotheses are Testable

• You have to be able to test your hypothesis or it is just speculation.

Page 41: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Non-Tautological

• Your independent and dependent variables are separate concepts

Page 42: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

A CAUSAL HYPOTHESISA Test of Scientific Knowledge

Page 43: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

What is a causal hypothesis?

• The Boldest Hypothesis out there

• A relationship that will occur 100% at all times, no exceptions

• Difficult to Prove

Page 44: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

To Prove a Causal Hypothesis

1. A Change in the Independent Variable will always cause a change in the dependent variable.

2. A change in X always precedes a change in Y

3. X is necessary and sufficient to cause a change in Y

Page 45: Hypotheses 9/4/2012. Readings Chapter 1 The Measurement of Concepts (14- 23) (Pollock) Chapter 2 Measuring and Describing Variables (Pollock) (pp.28-31)

Causality is the heart of scientific knowledge!