Experiments and anova lecture

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Think of three experiments inspired by the classic Eames chair

DESIGN 1: EXPERIMENTSpurpose

problemsproof

Descriptive orientation Observation - Naturalistic - Field - no control

Relational Orientation Correlational, association - non-intervention - statistical control

Experimental Orientation Control and manipulation

DESIGNS

Descriptive orientation Observation - Naturalistic - Field - no control

Relational Orientation Correlational, association - non-intervention - statistical control

Experimental Orientation Control and manipulation

DESIGNS

WHY?

MANIPULATION &

CONTROL

WHY?

MANIPULATION &

CONTROLCAUSALITY

David Hume (1711 – 1776)Scottish Philosopher

conditions of causality

Must be evidence of1. Mutual relationship (covariation)2. Temporal precedence (one before the other)3. Rival explanations ruled out (internal validity)

We have to settle for best available evidence

Think of all the things that caused you to be in this room now?

John Stuart Mills (1806 –1873)English Philosopher

Logic of experiments

1. Method of agreement (if X, then Y)2. Method of difference (if not X, then not Y)

John Stuart Mills (1806 –1873)English Philosopher

Logic of experiments

1. Method of agreement (if X, then Y) Experimental Group2. Method of difference (if not X, then not Y) Control Group

http://www.random.org/

RANDOMselectionallocation

How would you know if exercise reduced depression?

Designs

BETW EEN

BETW EENWITHIN

• Do males and females differ in their anxiety levels?• Does therapy reduce depression?• Does playing violent games lead to violent behaviour?• Is procrastination worse for males or females?• Does the university you attend affect your life chances?• Are richer people happier?• Does gardening improve concentration?• Does this lecture influence mood?• Does listening to music improve attention?

Within or Between?

BE TW EENBE TW EEN

FACTORIAL

3x3 BETWEEN

BE TW EENWI TH IN

FACTORIAL

3x3 mixed

MIXED

BET WEENBE TW EEN

FACTORIAL

2x3 BETWEEN

BET WEENBET WEENBET WEEN

FACTORIAL

2x2x2 BETWEEN

WI TH IN WI TH IN

FACTORIAL

3x3 WITHIN

WIT HIN WI TH IN

FACTORIAL

2x3 WITHIN

WIT HIN WIT HIN

FACTORIAL

2x2 WITHIN

BET WEENWIT HIN

FACTORIAL

2x2 MIXED

MIXED

BET WEENWI TH IN

FACTORIAL

2x3 MIXED

MIXED

And so on....

But... How many participants?Counterbalance within designsStatistical procedures....shhh later

Pre-Treatment End of treatment 6 months post treatment

CBT

Psychotherapy

Exercise

Control

Does therapy work – if so which works best?

How would this be written up?A 2 (time: pre vs post) x 4 (treatment: CBT, Psychotherapy, Exercise, Control) mixed factorial design, with repeated measures on the time variable.

What effects?Effect of TimeEffect of ConditionInteraction of Time and Condition

counterbalancing

“Help, my experiments got problems...”

Internal Validity

Threats

History = If study over time, what else has happened in the mean time?Maturation = If study over time, what has happened to the participants?Instrumentation = Are the instruments valid?Selection = Has this had an effect?Attrition = Have people dropped out? Some more than others?

Can we be sure that the effect is due to the variables we thought?

ExternalValidityTask = is it ecologically valid?Setting = are the findings limited to a setting?Time = when was the study conducted, could this matter?Participants = can we generalise from them?

Threats

Can we extrapolate from the study itself?

The psychology of the experiment

What the @*!#?

SYSTEMATICRANDOM

Artifacts

ERRORS

SYSTEMATICRANDOM ERRORS

“Did I do ok?”“Did I ruin the study?”“Did I do it right?”

“Did I do ok?”“Did I ruin the study?”“Did I do it right?”

“How should I behave here?”“Did I perform well in my rôle as an experimental subject”

Demand Characteristics

Volunteering is a commitment to comply!

Don’t ask WHY, just ask WHERE?

SYSTEMATICRANDOM

Artifacts

ERRORSGood subjectsEvaluation apprehension – look goodExperimenter effects

Situations– novel, formal, public– detailed and complete instructions– little choice of behaviour– brief duration

Personality– familiar, informal, private– few or no instructions– considerable choice of behaviour– lasts for a long time

When do situations matter?

Buss, A.(1989) Personality As Traits. American Psychologist, 44, 1378-1388

Like experiments Less like experiments

Let’s have a look at doing some analysis

Pre-Treatment End of treatment 6 months post treatment

CBT

Psychotherapy

Exercise

Control

Does therapy work – if so which works best?

How would this be written up?A 2 (time: pre vs post) x 4 (treatment: CBT, Psychotherapy, Exercise, Control) mixed factorial design, with repeated measures on the time variable.

What effects?Effect of TimeEffect of ConditionInteraction of Time and Condition

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