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IB Psychology Research Mr. Hoffman

IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists

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Page 1: IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists

IB Psychology

ResearchMr. Hoffman

Page 2: IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists
Page 3: IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists

To be able to get new findings.

To be able to critically analyze existing findings and find their flaws.

Psychologists cannot rely on “feelings”, “intuitions” or “common sense” to answer questions about people or

their behavior.

Page 4: IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists

Psychology tries to help us understand ourselves and, if possible, predict and

control our behavior. To achieve this understanding

psychologists often have no other choice but to investigate human subjects for

valid results to be obtained. How far should psychologists be allowed to go in pursuing their

knowledge? Do the ends in psychological research justify the means?

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Ethical constraints are a serious but necessary limitation to the advancement

of Psychology as a science.Methodological ethical issues:Methodological ethical issues:

DECEPTION: “Participants should never be deliberately misled without extremely strong scientific or medical justification.” (BPS Ethical Principles, 1993). A cost-benefit analysis of the gain vs. the discomfort of the participant must be considered.

CONSENT: Obtain the participant’s informed consent – all aspects of the research that might affect their willingness to give consent should be revealed.

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DEBRIEFING: Clarifying the research results afterwards and discussing or rectifying any consequences of the study to ensure that they leave the study in as similar a state as possible to when they entered. Especially important if deception has been employed.

WITHDRAWAL FROM THE INVESTIGATION: Any participant’s right to withdraw from testing whenever they wish.

CONFIDENTIALITY: Under the Data Protection Act (1984) participants and the data they provide should be kept anonymous unless they have given their full consent to make their data public.

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RESEARCHER CONDUCTING THE RESEARCH: Necessary skills and experience of researcher to work with the particular species they wish to study in order to acquire their personal licenses.

Ethical: If the research is doomed unethical for human testing, but is important enough to be justified for animal testing. (i.e. interbreeding, deprivation, brain surgery, drug testing).

Evolutionary: Some claim that it is valid because humans have evolved from other animals and so the difference between them is only quantitative.

Convenience: Animals are “good subjects” – they don’t try to understand the purpose of the

experiment!

REASONS FOR CONDUCTING ANIMAL REASERCH IN PSYCHOLOGY:

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Page 9: IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists

•Measurement is the determination of the size or magnitude of something.

•Measurement is not limited to physical quantities, but can extend to quantifying almost anything imaginable.

•Examples of measurement range from degrees of uncertainty to consumer confidence to the rate of increase in the fall in the price of a good or service.

•It is important to know, however, that different kinds of quantity should be measured with different levels of measurement.

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Page 11: IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists

Statistics applies mathematical techniques to Statistics applies mathematical techniques to quantify what it researches…quantify what it researches…

BUT It is MUCH more important to UNDERSTAND…BUT It is MUCH more important to UNDERSTAND…

The CIRCUMSTANCES that are being investigated. The CIRCUMSTANCES that are being investigated.

The implied variablesThe implied variables

Why we are researching this problemWhy we are researching this problem

And QUESTION the data and statistical results.And QUESTION the data and statistical results.

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Statistics

Science that collects, describes, and interprets data.

Statistical Methods

1. Define Situation

2. Collect Data

3. Summarize with precision

4. Obtain and communicate significant conclusions.

Statistical Uses

• Gives knowledge to those that don’t have it

• Means to collect and represent large quantities of information

• Means by which to decide in the face of uncertainty

Statistics is more than mere numbers…

It is the DATA

What you do with the data

What you learn from the data

And the resulting CONCLUSIONS

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Traveling is a Problem. What over-weight and tall travelers like least when they travel.

99%

87%

83%

80%

77%

0% 20% 40% 60% 80% 100% 120%

Thin plane seats

Hotel beds that are too smal, thin or soft

Hotel showers that are too short

Chair and tables stuck to the floor in restaurants

Renting cheap cars and the expense of renting a bigger one.

• Who was interviewed?

• How many were interviewed?

• Explain the meaning of “Thin seats in planes: 99%?

• Why are the percentages so elevated?

Note: more than one answer was permitted

Source: Survey applied to 10,000 clients of King-Size Co.

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The collection, or universe, of persons, objects or

events whose properties will be analyzed.

A sub-group of the population. Persons,

objects selected by the researcher.

Characteristic of interest of each individual element of the population or sample.

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Collected data for the variable of each of the

elements pertaining the sample.

Planned activity whose results produce a group

of data.

Numerical value which summarizes all the data of

a complete population.

Numerical value which summarizes all the data in

the sample.

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COLLECTING DATAOne of the major obstacles is obtaining data.

Data doesn’t just occur… it is necessary to COLLECT it!

And… it is important to obtain good data because our inferences will be made through them.

One of the major obstacles is obtaining data.

Data doesn’t just occur… it is necessary to COLLECT it!

And… it is important to obtain good data because our inferences will be made through them.

The compilation of data for statistical analysis is a complicated process which includes the following steps:

1. Defining the objectives of the investigation or experiment.

2. Defining the variable and the population of interest.

3. Defining the diagrams to collect and measure the data

4. Determining the ideal techniques for the analysis of data.

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Numerical . In quantitative research your aim is to

determine the relationship between one thing (an independent

variable) and another (a dependent or

outcome variable) in a population.

Classifies or describes an element of a population.

All quantitative data is based

upon qualitative judgments;

And all qualitative data con be

described and manipulated numerically.

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Quantitative vs. Qualitative Studies

Qualitative methods and data Quantitative methods and data

Rich INFORMATION Narrow

Subjective INTERPRETATION Objective

Realistic, naturalistic SETTING Artificial

High REALISM Low

Loosely or not-structured DESIGN Highly structured

Low RELIABILITY High

High REFLEXIVITY Low/non-existent

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Identify if the following expressions are examples of

QUALITATIVE or QUANTITATIVE data:

The resistance of tear (break) of a rope.

The color of the hair of children in an audition for the musical show Annie.

The number of stop signs in populations with less than 500 inhabitants.

If a pipe is or not defective.

The number of questions answered correctly in a standardized test.

The necessary time to answer the phone in an office.

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Most of your family ate together yesterday

No

20%

Yes

80%

How important is it for you to have dinner with

your family?

Some

22%

Very

74%

Not much 4%

Less than

½ hr.

20%

When your family eats together, how long

does dinner last?

½ hr.

48%

45 min.

21%

1 hr.

8%

More than

1hr

2%

Don’t know

1%

In the last 7 days, how many times did most of

your family eat together?

7 days

46%

0

7%

6

8%

5

13%

4 8%

3

8%

2

7%

1

3%

Which are the 4 variables?

What type of variable is each one?

Results from a survey from the NY Times/CBS News (Jan. 6, 1991)

Joan Bossert Democrat and Chronicle

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A USA Snapshot from USA Today Newspaper (1st Nov. 1994) described the highest sources of stress when starting a business. The executive directors of 500 private companies which had the highest growth according to Inc. Magazine, gave the following results:

50% business finances23% need for success10% temporary engagements9% personal relationships8% other

Can this data be classified as qualitative or quantitative?Why?

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VARIABLES

A variable is any object, quality or event that changes or varies in some way (i.e. aggression, intelligence, time, height,

amount of alcohol, driving ability, attraction, etc.)

INDEPENDENT

VARIABLE

CONDITION A

CONDITION B

INFLUENCESDEPENDENT

VARIABLE

CONTROLS

CONTROLS

Height – varies as you grow older… varies between individuals.

Time – time taken to respond, to solve puzzles.

The political party you vote for.

Extroversion

Anxiety

All this can vary:

within yourself from one time to another

Between different individuals in society

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PLAN FOR ANSWERINGPLAN FOR ANSWERINGRESEARCH QUESTIONRESEARCH QUESTION

DESIGNDESIGN

HOW shall we test our hypothesis or answer

our research question?

VARIABLESVARIABLES

SAMPLESSAMPLES

ANALYSISANALYSIS

WHAT shall we study? (what characteristics

under what conditions?)

WHOM shall we study?

WHAT sort of evidence will we get, in what

form?

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Statistics require an analysis of two variables.

Are these variables related to one another?

In what way are they related?

Is there a correlation between them?

The relationships are NOT of cause and effect…

They are MATHEMATICAL

relationships that help predict one variable on the basis of the knowledge we

have of the other.

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Write your own definition of:

a) Intelligence

b) Anxiety

c) Superstition

Define a/an:

a) Intelligent person

b) Anxious person

c) Superstitious person

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We must be able to definedefine precisely what we want to study.

Skinner would say anxiety is only OBSERVABLE: lip-biting,

increased heart rate, adrenalin secretion… and NO MORE!

Others would say there IS MORE. A person’s attitude. It is like the physicist who as never seen an

atom, but believes it exists… thus in psychology, we never see anxiety, but know it exists-

HYPOTHETICAL CONSTRUCT.

Factors that exist and thus explain observable phenomena.

Anxiety is then, a reference to an inner state that has its effects on

human behavior.

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Heat causes people to be aggressive?

Hmmmmmm!

EASY THINKER CRITICAL THINKER

Hot country

Wars, fighting

aggression

Hmm! How many wars in cold countries?How many cold contries compared with hot

countries overall?How many hot countries were underdeveloped

by colonialism?What sorts of aggression are shown in wars?

What other forms of aggression are there?

Yes! It makes absolute sense to me.

Pretty obvious in fact.

heat

Page 28: IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists

Many of the things psychologists investigate are abstract concepts (aggression, intelligence, etc.)

Through Operationalisation we make the variables physically measurable or testable (punches or puzzles solved).

Discuss in pairs:

How can you measure or assess:

Identity Attention Reinforcement Egocentric Attitude

Neurotic Instinct Conformity Unconscious Conscience

Examples:

Stress: occupations that have a higher percentage of sickness, heart attacks etc.

Memory: participants keep diary of forgetful incidents.

Language development: length of child’s utterances, size of vocabulary, etc.

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Does it measure what it is intended to measure?

Did manipulation of the IV really affect the DV?

Does it produce the same results in the same circumstances?

FOR A TEST OR A STUDY TO BE VALID IT MUST CONSISTENTLY (REALIBLY) DO WHAT IT SAYS TO DO (VALIDITY).

Ex. New strip thermometer.

Does it really measure temperature? Or humidity?

(Valid?)

Does is always produce the same results?

(Reliable)

Page 30: IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists

Exercise:

My friend says “My cat hates Beethoven. Every time I put on a symphony she rushes out of the house”. Would you say this measure of the cat’s attitude to Beethoven was reliable, valid, both or neither?

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OBERVATION

What goes on in researcher's head…

Theories about how the world operates

Are we measuring what we intend to measure? Are our observations influenced by the circumstances in which they are made?

THEORY

REAL WORLD in which we translate our ideas.

Our programs, treatments, measures

and observations.

• We are always floating between these two realms – what we think of the world and

what goes on in it.

CAUSE CONSTRUC

T

EFFECT CONSTRUC

TCause-effect relationship

operationalize operationalize

PROGRAM:What you

do

OBSERVATIONS:

What you see

Program-outcome relationship

We must first isolate the cause and effect!

Ex. Put yellow tomatoes in a box with a banana that has brown spots. Does that make the tomatoes ripen faster? How would you know?

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The process of selecting subjects to study from the target population.

Samples should be representative of the population, since the results will be generalized.

Samples should be of sufficient size to represent the variety of individuals in the target population.

REPRESENTATIVE

SAMPLING

TARGET POPULATIONSAMPLE

Suppose a friend from India comes to stay with you… as soon as he arrives he turns on the TV and there is a horribly

aggressive show. You quickly try to explain that this is not the classical show in Mexico.

Your friend has taken an unrepresentative sample… his view of the reality in Mexico will be distorted!

Page 33: IB Psychology Research Mr. Hoffman. To be able to get new findings. To be able to critically analyze existing findings and find their flaws. Psychologists

Exercise:A sampling frame is limited by the method used to

contact people. If a researcher wants to sample attitudes from all inhabitants of a town, which of the following methods would produce bias and why?

a) Using the telephone directoryb) Selecting from all housesc) Using the electoral rolld) Questioning people on the street

Electoral roll provide us with the widest, unbiased section of the population, though it doesn’t include prisoners, homeless, new residents, etc.

We should deliberately get members of all cultural groups, men, women, old and young, etc.

Phone directory has inbuilt bias because it eliminates non-phone

users or ex-directory users.

House-selection eliminates those in residential institutions.

Street will not contain people at work, hospitals, etc.

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Everyone in the population has a equal chance of being selected – it is considered to

be the best because it is more likely to contain all of the characteristics of the

population.

Weakness: The larger the population the more difficult to

sample randomly. Very rarely used.

Very difficult to have a true random sample.

Strength: Best chance of unbiased representative sample

of target population

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When we know the characteristics of the

population, we can chose a representative sample. The sub-sections (strata) of the population we identify as

relevant will vary according to the research we are

conducting.

Strength: A deliberate effort is made to identify the

characteristics of a sample for it to be representative of the

target population

Weakness: Time consuming.

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Individuals who have consciously or unconsciously determined their own involvement

in a study. Volunteers or

participations by chance.

Strength: Relatively convenient and, if volunteering is

consented, ethical.

Weakness: Often unrepresentative – biased on

part of subject.

i.e. students standing on ladder observing how many people actually walked under it

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Selecting those subjects that are around and available at the time. Strength: Quick, convenient and often

the most economical method – thus the most common.

Weakness: Gives very unrepresentative samples and is often biased on part of the researcher who

may choose “helpful” subjects.

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If you want to explain to a 12 year old kid the difference between POPULATION and SAMPLE…

a)What information must the kid include in his answer?

b)How would you explain to the kid why a sample must be taken instead of interviewing every element of the population?

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The article “Want a Job in Food” published by the magazine Parade (Nov. 13, 1994), mentioned a study done by the University of California which implied 2000 young men. The study found that of a total of 2000 young men that did not assist university, and worked at restaurants (mainly as cashiers in fast food restaurants), one of every two reached a higher level of manual work, and one of every four reached a managing position before 4 years of work.

a) Which is the population?b) Which is the sample?

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BIASES IN SAMPLING

The problem is not always a small sample… but it is easier to have bias in small samples.

-In general, the larger the sample, the less bias will occur.

Small samples may lead us to conclude that there is no real difference between groups or conditions.

BUT… large samples are harder to CONTROL – we might not notice that the problem is in our measuring system or manipulation of conditions because we are

not controlling the variables.

Large samples are costly and time consuming.

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Investigating people is not the same as investigating material.

Demand Characteristics: Martin Orne (1962) found that people who believed they were taking part in an experiment do so in a spirit of cooperation, and

want to be helpful to the experimenter. As a result, they are overly co-operative, so there is lack of ecological validity.

Demand characteristics and researcher bias (or researcher expectancy) raise the issue of validity of the information collected.

Not taking into account how human beings are active agents, rather than just passive experimental material.

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In the 1970’s Pepsi, concerned about Coca-Cola’s 3-1 lead in the sales in the Dallas area of the US, published a promotion supposedly showing that more than half the Coke drinkers tested preferred Pepsi’s flavor when the two colas were serverd in anonymous cups. Coke was served in a glass marked ‘Q’ while Pepsi was served in a glass marked ‘M’.

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A year later, the coke lead was down to 2-1. Coca-Cola fought back by running its own consumer-preference test – not of the colas… but of the letters used to mark the cups. They showed that people apparently like the letter ‘M’ better than they do ‘Q’.

¿What did Coca-Cola actually do to ¿What did Coca-Cola actually do to check out its claim?check out its claim?

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A scientific method!

They put Coke in both the ‘M’ and the ‘Q’ glasses.

Results showed that most people preferred the Coke in the ‘M’ glass!!

Confounding variables are those that can lead us to:

Wrongly identify the causal component of our independent variable.

Assume the intended independent variables has an effect when it doesn’t.

Assume an effect doesn’t occur when it does.

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Hans could countHans could count

Hans could do simple addition Hans could do simple addition and substractionand substraction

Hans could read german and Hans could read german and answer simple questionsanswer simple questions

Hans could give a date Hans could give a date and tell timeand tell time

All this by tapping his forefoot

All this by tapping his forefoot

or pointing his nose at an

or pointing his nose at an

optionoption

Hundreds of people came to see Hans and newspapers carried accounts of his performances.

In 1904 a comission was established to discover – scientifically – the basis for Han’s abilities…

It turned out Hans could NOT perform well if the questioner did not know the answers also, or if he was not looking at the questionare.

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Condition A Condition B

Using the same subjects in each condition of an experiment.

Condition A Condition BUsing the different subjects in

each condition of an experiment.

Using different but similar subjects in each

condition of an experiment.Condition A Condition B

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STRENGTHS AND WEAKNESSES OF EXPERIMENTAL DESIGNS

DesignDesign Advantages Advantages DisadvantagesDisadvantages Remedy Remedy

Repeated Measures

• Participant variables eliminated

• More economical

• Need fewer participant

May not be able to conduct second condition

Loss of participants between conditions

In second conditions participants may guess aim.

Counterbalance conditions

Leave long time gap between conditions

Deceive participants as to aim

Independent Samples

Participants can’t guess aim

Can use exactly same stimulus lists

No need to wait for participants to “forget”

first condition

• Participant variables not controlled

• Less economical

• Lack of homogeneity

•Random allocation of participants

• Ensure equal numbers in each group

Matched

Pairs

• No order effects

• Participant variables partly controlled

• No wait for participants to forget

• Can use same stimulus lists

Some participant variables present

Hard to find perfect matches and time

consuming

Loss of one member causes problems

Can’t generalize to other categories of people

• Randomly allocate pairs to conditions

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An experiment involves the manipulation of the independent variable to see what effect it has on the dependent variable, while attempting to control the

influence of extraneous variables.

A little boy once said to another “Frogs have their ears in their legs, you know. I can

prove it!”

“Rubbish! said the other. “How can you possibly prove that?”

The first boy (nasty brat!) proceeded to chop off a frog’s legs and started to shout at

the frog “JUMP!” Go on JUMP!... See, he can’t hear me!”

Problems?1) Ethical!

2) The boy confounded the independent variable (ears) with a variable essential for demonstration of the

dependent variable (legs) and has NO control condition to convince us that hearing frogs can understand

English and will obey commands.

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The researcher deliberately manipulates the independent variable while maintaining strict

control over extraneous variables.

Strengths: The most scientific method.

Clear cause and effect. Increases control and

objectivity. Greater ability to replicate.

Weaknesses: Total control is not possible.

Artificial conditions – lack of ecological validity Results biased by sampling May raise ethical problems

1. LABORATORY

The participant comes to the premises of the psychologist in a controlled environment.

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Weaknesses: More bias due to difficulty in

controlling all aspects. Difficult to replicate

Difficult to record data Ethical problems of deception,

invasion of privacy, etc.

Strengths: Greater ecological validity

Less bias from sampling (not in lab and unaware of being tested)

2. FIELDThe researcher deliberately manipulates de independent variables, but does so in the

subject’s own natural environment.

In 1968 researchers Darley & Latane conducted an experiment in which a student pretended to have a seizure and the experimenters recorded how often

others stopped to help. • When only one bystander was watching the

scene, the student was helped 85% of the time.• However, if there were five bystanders, the

student was only helped 31% of the time.  

Does this make sense? Shouldn't having more people present increase the chances that someone

will get help? Amazingly, this is not the case.  

If no one else is acting, it is hard to go against the crowd. 

People may feel that they are risking embarrassment. (What if I'm wrong and they don't

need help?) They may think there is someone else in the

group who is more qualified to help.They may think that the situation does not call for

help since no one else is doing anything

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Weaknesses: Hard to infer cause-effect

due to little control. Impossible to replicate

Bias if subjects are aware Ethical problems of

consent, deception, invasion of privacy, etc.

Strengths:

Great ecological validity Very little bias from

sampling.

3. QUASI- Experiment

Also called natural

The independent variable is changed by natural occurrence, the researcher

just records the effects on the dependent variable.

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1. OBSERVATIONInvolve the precise measurement of naturally occurring behavior in an objective way.

a) NATURALISTIC

Recording of spontaneously occurring behavior in the subject’s own natural environment. This is observation without intervention.

STRENGHTS High ecological

validity Generates ideas for

experimental study.Sometimes the only

ethical way to do it

WEAKNESSES Cannot infer cause-effect

Lack of control – makes replication difficult

Ethical problems – invasion of privacy

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1. OBSERVATIONInvolve the precise measurement of naturally occurring behavior in an objective way.

b) CONTROLLED / Structured

Controlled observation involves the recording of spontaneously occurring

behavior, but under conditions contrived by the researcher (i.e. in

the laboratory)

STRENGHTS More control over

environment … more accurate observations.

Easier replications Avoids ethical problem of consent – unless

purpose and observer is hidden.

WEAKNESSES Participant reactivity may distort data if subject is aware of being

observed. Lower ecological validity

Cause and effect cannot be inferred.

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1. OBSERVATIONInvolve the precise measurement of naturally occurring behavior in an objective way.

c) PARTICIPANT

Participant observations involve the researcher becoming involved in the everyday life of the subjects, either

with or without their knowledge.

STRENGHTS Very high ecological

validity Extremely detailed

and in depth knowledge available, not gained

from any other method.WEAKNESSES Difficult to record data promptly

and objectively Impossible to replicate exactly

Participant's behavior may influence subjects.

Ethical problems of deception.Cause and effect cannot be inferred.i.e. Rosenthal (1973) and pseudo-patients in

mental hospital.

Took hospitals 7 to 52 days to release them, and still said their schizophrenia was “in remission”

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2. QUESTIONINGTechniques for gathering self-report data, which can be employed in varying detail from the

superficial survey of many people to the in-depth assessment of individuals.

TECHNIQUES InterviewsInvolving direct verbal questioning of the subject by the

researcher.Structured Interviews

Contain fixed predetermined questions and

ways of replying.

Semi- structured Interviews

Contain guidelines for questions to be asked, but phrasing

and timing are left up to the interviewer

and answers may be open-ended.

Clinical Interview

Semi-structured guidelines but

further questioning to elaborate upon

answers

Unstructured Interview

May contain a topic area for

discussion but no fixed

questions or ways of

answering.

QuestionnariesWritten methods of gaining data not necessarily in the presence

of a researcher.Opinion surveys. Psychological tests.

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3. CASE STUDY Case study: an ideographic method involving the in-depth and detailed study of an individual or particular group. Often applied to unusual of valuable examples of behavior which may provide important insights into psychological function or

refutation of psychological theory.

… AND CORRELATIONCorrelation: The increase in the value of one

variable indicates a change in the value of the other?

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Analyzing and presenting DataIn your psychology exam you got a 78.

Of course, you want to know how your grade compares to those of the rest of the class….

So… you ask the teacher:

a) What was the average grade of the group? 68

42

Min.

68

Aver.

78 87

Max.

Your grade

b) How close was my grade from the highest of the class?

The grades ranged from 42 to 87.

c) How were the grades distributed?

Half the class got something between 65 and 75

So your grade was not s

o bad!!!

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The arithmetic mean is what is commonly called the average. The mean is the sum of all the scores divided by the number of scores

The median is the midpoint of a distribution: the same number of scores are above the median as below it.

The mode is the most frequently occurring value.

Calculated by taking the difference between the maximum and minimum values in the data set.

2 – 4 – 6 – 6 – 8 – 14

2+4+6+6+8+14 = 40

40 / 6 = 6.66

1 2 3 4 5 6 7 8 9 10 11 12

2 – 5 – 7 – 8 – 3 – 4 – 5 – 8 – 5 – 1 – 5 – 9 – 6 - 5

1 10 20 30 40 50 60 70 80 90 100

Min – 9

Max – 105

Range=96

1 5 15 20 25 30 35

Min – 1

Max – 35

Range=34

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Shows the amount of data that belongs to each category proportional to

a circle.

Shows the amount of data that belongs to each category in rectangular areas of

proportional size.

Shows the distribution of frequencies in a

quantitative variable. The scale identifies the

frequencies of the diverse scales.

Associates each value of a variable with its

frequency.

Displays data or info. that

changes over time.

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A questionnaire to learn about the anxiety of work with a computer was applied to 200 students in a class which uses computers. One of the questions was “I like computers”. The answers for this question in particular were:

Answer NumberTotally in agreement 50In agreement 75Slightly in agreement 25Slightly in disagreement 15In disagreement 15Totally in disagreement 20

I Like Computers

01020304050607080

Tot

ally

inag

reem

ent

In a

gree

men

t

Slig

htly

inag

reem

ent

Slig

htly

indi

sagr

eem

ent

Indi

sagr

eem

ent

Tot

ally

indi

sagr

eem

ent

Serie1

I Like Computers

24%

37%

13%

8%

8% 10%

Totally in agreement

In agreement

Slightly in agreement

Slightly indisagreement

In disagreement

Totally indisagreement

Compare both graphs and explain which one is more informative… WHY?

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Notice!

In Psychology we do NOT prove

theories true,

but SUPPORT them with evidence!

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