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Page 1: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

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Thinking Critically with Psychological

Science

Page 2: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

To be human is to be curious…

O EVERYDAY we say:O “why did she say that?” O why did he behave that

way?”

O Psychologists say:

O “What is the use of SAT scores?

O How do we diagnose ADHD?

O Does specific gene cause obesity?

O After asking these questions psychologists must decide which research technique or procedure will help them to best answer their question.

Page 3: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Why do people turn to

psychology?

Satisfying their own Curiosity…

Remedy their own woes…

Intrigued by claims of psychological truths…

Intrigued by claims of psychological truths: can we

trust the claim that childhood sexual abuse memories get

“recovered in adulthood

How can we best use psychology to understand why

people think, feel and act as they do?

 

Page 4: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Need for Psychological Science

O Most people think that psychology merely documents and dresses in jargon of what people already know

O Some people think human intuition is where we should put our trust and faith in…

O HOWEVER we operate on two levels, conscious and unconscious, and most of the time we are operating automatically on autopilot

O Psych experiments have shown that people overestimate their lie detection accuracy, eyewitness testimony, their risks, predictions and many other things

O Autopilot…Autopilot… as you will learn, our thinking, memory, & attitudes operate largely on automatic processing, (unconsciously)

Page 5: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Hindsight Bias: I knew it all along phenomenon

O We find it so easy to seem insightful when drawing the bull’s eye after the arrow has struck

O Ex: world trade centerO Finding that something happened

makes it seem inevitable, a tendency we call hindsight bias (I knew it all along phenomenon)

O Ex: Romantic Attraction study Demonstrated: giving half member of a group some bogous “psychological finding” and give the other half the opposite result nearly all regard this ”true finding” as unsurprising common sense!!

Pg. 17

Page 6: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Why we need psychological science….

these errors in our recollections that show why we need psychological science…

O Just asking people how they feel or acts as they did can sometimes be misleading because common sense describes what happened not what will happen

O Hindsight bias is widespread studies reported it is found in various countries an among both children and adults

O We are all behavior watchers and it would be surprising is psychology’s findings has not been forseen (according to those who say their grandma already knew that)

O  

Page 7: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

OverconfidenceO As humans we tend

to be overconfidentO We tend to think we

know more than we do

O When asked how sure we are of our answers to factual questions we tend to be more confident that correct

O Ex: WREATWATER

Page 8: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

What do you think?O How many seconds

do you think it would take you to solve these?

O WREATO ETRYNO GRABEO OSCHA

Page 9: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

OVERCONFIDENCEHindsight seems so obvious that people become over confident

O Goranson 1978 asked people to unscramble the words, average took 3 minutes to unscramble but they think they would have the solution in only 10 seconds

O Average answer = 10 seconds, average solved = 3 minutes

O Once people know the answer hindsight bias seems obvious so much that we become over confident

O Point to remember: hindsight bias and overconfidence often lead us to overestimated intuition BUT scientific inquiry can help us sift reality from illusion

O SCIENTIFIC RESEARCH CAN SHIFT FORM ILLUSION TO REALITY

Page 10: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

3 component of Sci. Attitude: The empirical approach

O 3 main components:O Curiosity: passion to explore and

understand without misleading or being mislead

O Ex: does it work? When put to the test can its predictions be confirmed?

O EX: James RandiO Skepticism: curious skepticism not

cynical, open but not gullible:O What do you mean? How do you

know?O Putting claims to the test

O Humility: awareness to our own vulnerability to error and openness to surprises and new perspectives:

O What matters are the truths nature reveals not opinions

O “the rat is always right”

Page 11: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

How to Think CriticallyO Critical thinking:O Thinking that does not blindly

accept arguments or conclusionsO scientific attitude prepares us to

think smarterO examines assumptions, discerns

hidden values, evaluates evidence, and assess conclusions

O EX:O how do they know that?O What is this persons agenda?O Is the conclusion based on

anecdote and gut feelings or evidence?

O Does the evidence justify a cause and effect conclusions?

O What alternative explanations are possible?

Page 12: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Psychological Science

1. How can we differentiate between uninformed opinions and examined conclusions?

2. The science of psychology helps make these examined conclusions, which leads to our understanding of how people feel, think, and act as they do!

Page 13: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Scientific Attitude needs the Scientific Method…

Psychological science evaluates

competing ideas with careful observation and analysis

In an attempt to describe and explain human nature it

welcomes everyday hunches and theories & puts them to

the test…

Psychologists, like all scientists,

use the scientific method to construct theories that

organize, summarize and simplify observations.

Page 14: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

The science of psychology

O Scientific Method:O is an approach to

gathering information and answering questions so that errors and biases are minimized

O In psychology conclusions are based on data that support predictions; data can come from experiments, surveys, case studies.

1

. Observe the behavior/Identify the problem or questions (describe)

2. Formulate a hypothesis (explain)

3. Collect data through observation and experimentation (predict)

4. Analyze the data collected

5. Formulate a theory (control/influence)

Page 15: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Theories & HypothesesO theory:

O explains though an integrated set of principles that organizes observations and predicts behaviors or events

O A theory simplifies by organizing and simplifyingO Ex: facts & observations & their linksO For example, low self-esteem contributes to depression.

O Hypotheses:O Good theory produces testable predictions call hypotheses Testing and rejecting

or revising theories allows these predictions to give direction to research; they specify what result would support the theory and which would disconfirm it

O Can lead to subjective observations: seeing what we expectO People with low self-esteem are apt to feel more depressed.

O Operational Definitions:O Used to check on biases of psychologists; thus they will report their research with

precise operational definitions of procedures & conceptsO Ex: “hunger” reported as “hours without eating”O Generosity money donated

O Replication: O Operational definitions allow for researches to recreate the study if replication

studies produce similar results then our confidence in finding reliability grows

Page 16: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Research would require us to administer tests of self-esteem and

depression. Individuals who score low on a self-esteem test and high on a depression test would confirm our

hypothesis.

Research Observations

Page 17: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Research Process

Page 18: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

methods of researchO Descriptive Methods:

O Includes: case studies, surveys, & natural observations, correlations

O Correlational methods:O Associations of

different factorsO Experimental methods:

O Manipulating factors to find cause & effect

Page 19: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Descriptive ResearchO Any research that observes and records.O Does not talk about relationships, it just

describes.

What is going on in this picture?

We cannot say exactly, but we can describe what we see.

Thus we have…..

Page 20: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Naturalistic Observation

A descriptive method that observes & records behavior in natural occurring settings without trying to manipulate or control the situation Ex: watching chimps in the

jungle to videotaping parent child interactions, recording seating patterns in lunch room

Only describes behavior does not explain it

Opens up ways for further studies & illuminates human behavior

Page 21: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Case Studies Descriptive; An observation technique in which one

person is studied in depth in the hope of revealing universal truths

Ex: studies on impairments after brain damage in certain areas has led our knowledge of the brain

O Advantage: very revealing, give direction for further study, show what can happen

O Disadvantage = gives detailed information about one person & can’t be generalized to the larger population; unrepresentative info can lead to false conclusions & mistaken judgments

Dramatic stories & personal testimonies command out attention BUT are usually atypical “well I have a cousin that…”

Point to remember: CS give a glimpse & ideas for future study but to find truths we must use other research methods

Page 22: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

SurveysO Descriptive Technique used to discover self reported

attitudes or behaviors of a particular group usually by questioning a representative random sample of the group

O AdvantagesO Looks at many cases in less depth, cheap, lots of information

fast from a large number of peopleO Asking questions = tricky & answers depend on way

questions are worded & respondents chosen

Disadvantage: Wording effects: subtle changes can influence the

respondents answer/opinions Q: Should cigarette ads and pornography be

allowed on television? (not allowed vs. forbid)

Can be biased answers: People don’t give truthful answers Give socially acceptable answers: Unrepresentative sample

Page 23: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Findings from natural

observations

Humans laugh 30 times more

often in social situations that in solitary situations

Life is fastest paced in Japan &

Western Europe and slower paced in economically less

developed countries

People in colder climates tend to live faster paced

Page 24: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Surveys & natural observations

Offer snapshots of everyday life

but without controlling for what is influencing behavior

Natural observations and surveys are descriptive

methods of research that can

provide data for correlational research

Describing behavior is the first step in predicting it

Surveys & Natural observations often show us how one

behavior is related to another…

Page 25: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

PopulationO Population: who you are

studying: the whole group you want to study and from which your samples will be drawn

O Ex: women, men, Americans, teenagers, elderly, preschool children, Chinese, young adults, teenagers in los Angeles

O We must first decide who we want to study, then take a representative sample from that population under investigationO B/C WE CANT STUDY EVERY

SINGLE INDIVIDUAL

Page 26: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Correlational ResearchO Detects relationships between variables.O Does NOT say that one variable causes

another.

There is a positive correlation between ice cream and murder rates. Does that mean that ice cream causes murder?

Page 27: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Correlations

O Correlation:O A measure of the extent to which two factors

vary together and thus how well either factor predicts the other

O An association

Correlation coefficient: A statistical measure of the relationship

between the two things; (from -1 to +1) Tells how closely two things vary together &

thus how one predicts the other Ex: knowing how much aptitude test scores

correlate with schools success tells us how well the scores predicts school success.

Scatterplots: O graphed cluster of dots, each of which

represents the values of the two variables; the slope of the point suggests the direction of the relationship between the two variables; the amount of the scatter suggests the strength of the relationship.

Page 28: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Positive & negative positive correlation: means

that as one event increases, the second event tends to increase; the two sets of scores rise and fall together◦ the more hours spent

studying, the higher/better the grade

◦ Height & weight negative correlation:

means that as one event tends to increase, the other event tends to decrease; two scores relate inversely, as one rises the other falls

Toothbrushing & decay

◦ the number of hours you spend practicing shooting three pointers, the less likely you will be to miss them

Page 29: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

CorrelationWhen one trait or behavior accompanies

another, we say the two correlate.

Correlation coefficient

Indicates directionof relationship

(positive or negative)

Indicates strengthof relationship(0.00 to 1.00)

r = 0.37+

Correlation Coefficient is a statistical measure of the relationship between two

variables.

Page 30: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

ScatterplotThe Scatterplot below shows the relationship between height and

temperament in people. There is a moderate positive correlation of +0.63.

Page 31: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

ScatterplotThe Scatterplot below shows the relationship

between height and temperament in people. There is a moderate positive correlation of +0.63.

Page 32: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

or

Correlation and Causation

Correlation does not mean causation!

Page 33: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Illusory CorrelationsO Perceived but nonexistent

correlationO The perception of a relationship

where no relationship actually exists. Parents conceive children after adoption.

O Ex: people conceive after adoption

O can you think of some?O Superstitions?O When believe there is a

relationships we tend to notice and recall instances that confirm our belief

O Random coincidences = Just random

Page 34: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Order in Random Events

O Given random data, we look for order and meaningful patterns.

O Given large numbers of random outcomes, a few are likely to express order.

O Ex: Your chances of being dealt either of these hands is precisely the same: 1 in 2,598,960.

Page 35: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Survey Random Sampling

O If each member of a population has an equal chance of inclusion into a sample, it is called a random sample (unbiased). If the survey sample is biased, its results are not valid.

O For an accurate picture of a whole population’s attitudes & experience we need a representative sample…

O Ex: a representative sample of students at your school or American male shoe size

O In order to generalize our results we need a representative sample from the population

O Cant compensate for unrepresentative sample by adding more people

O w/o random sampling we would give misleading results

With a representative sample Now we can generalize our findings from the sample experimented on to the population we are attempting to study

The fastest way to know about the marble color ratio is to blindly

transfer a few into a smaller jar and count them.

Lab

Page 36: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Experimentation

Remember information from surveys, case studies, and natural observations

have potential for bias and error & the information

gained cannot determine cause & effect

To find the cause of effect of events we must

experiment…

Page 37: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Experimentation

O Like other sciences, experimentation is the backbone of psychological research. Experiments isolate causes and their effects.

O ExperimentsO (1) manipulate factors that interest us,

while other factors are kept under O (2) control.O Effects generated by manipulated factors

isolate cause and effect relationships.

Exploring Cause and Effect

Page 38: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

What is an experiment?O Research method in

which an investigator manipulates one or more variables (independent variable) to observe the effect on a behavior or mental process (dependent variable)O variable: anything that

can vary– intelligence, TV exposure, nutrition)

Page 39: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Steps of experimentation

1. Ask: a research question2. Form a hypothesis3. Identify the variables: independent & dependent4. Choose participants5. Randomly Assign participants: experimental &

control groups6. Conduct the experiment: Manipulate the

Variables: independent & dependent7. Measure effects of independent variable on

dependent variable8. Analyze results with statistical procedures

Page 40: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Identify Variables

Independent variable

Dependent Variable

O Experimental factor that is manipulated; the variable whose effect is being studiedO ex: drug dosageO Ex: # hours sleptO Ex: amount of coffee

O Measureable behavior; outcome factor; the variable that will change in response to the manipulations of the independent variableO Ex: Decreased

symptomsO Ex: Test performanceO Ex: Performance on

reaction times

Page 41: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

The variablesO Both variables are given precise

operational definitions, which specify the procedures that manipulate the independent variableO Ex: the amount of drug dosageO Ex: the timingO These definitions answer: “what do

you mean by that?”O Ex” what do you mean by drugs taken”

Page 42: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Your turn…Identify the IV & DV: Please match up as many scenarios as

you can, putting the DEPENDENT VARIABLE FIRST, and then describing what affected it (the independent)

Ex. (DV) Increased weight loss was affected by (IV) hours you run per week.

increased weight loss The number of hours a person sleeps, Taking vitamins, increased energy and well being Eating healthy foods and exercising, Working with someone more fit, test performance Hours you run per week, increased pace of your own workout increased cardiovascular health

Page 43: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Confounding variablesO Other factors that can potentially

influence the results of the experimentO Age, education, socioeconomic

status, weight, environment

O Random assignment controls for possible confounding variables

Page 44: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Choosing participants: Random Assignment

1. Participants from the population being studied are randomly selected to participate

2. What is random selectionO Participants are randomly assigned to one of two

groups: to experimental and control groups by chance, minimizing preexisting differences between those people assigned to the different groups

O Participants are blindly assigned to these groups, meaning they are uninformed about what treatment (if any) they are receiving

O This Allows researchers to hold constant all factors except for the one they are manipulating

O Eliminates alternative explanations for findings

Page 45: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

2 groups:O Experimental group:

O the group that is exposed/receives to the treatment (exposed to the IV)

O Control group/comparison group:O group that is not exposed to the

treatment (IV); contrasts with the experimental group & serves as a comparison for evaluating the effect of the treatment

Page 46: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Problems & solutions in Research

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Self fulfilling prophecies

Placebo effects

Page 47: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Placebo Effect

Sometimes just thinking you are

getting a treatment can boost

your spirits, relax your body, or relieve your symptoms…

This placebo effect is well documented in reducing pain,

depression, and anxiety…AND the

more expensive the drug the more real we think it is…

Page 48: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Placebo EffectO To know how effective a

therapy is, researchers must control for a possible placebo effect

O Placebo: O some intervention:

taking a pill, receiving and injection, or undergoing an operation that resembles medical therapy but has no medical effect.

O Placebo effect:O A change/effect

on a participants illness or behavior that results from an imagined treatment rather than to a medical/actual treatment

Page 49: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

The effect… Researchers believe that

placebos work by reducing tension and distress and by creating powerful self-fulfilling prophecies so that individuals think and behave as if the drug is actually affective

35-75% of patients benefit from taking placebos for a variety of problems: pain, depression, headaches

How can it be avoided for research purposes?

Page 50: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Double blind experiment

O An experiment in which neither the participants nor the experimenters know which group received the treatment (which gets the drug and which gets the placebo)

O Eliminates the possibility the researcher will unconsciously find what he/she expects about the effects of the drug

O Allows researchers to check actual effects of treatment rather than participants beliefO Ex: FDA

Page 51: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Single blind experimentsO Single Blind

ExperimentO An experiment in

which the participants are unaware of which participants received the treatment

O Participants are “blind” in the sense that they don’t know if they get the drug or placebo “blindly” assigned to

the Experimental group or control group

Page 52: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Stanley Milgram’s Electric Shock

Experiment

What happened????

Page 53: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Statistical ReasoningStatistical procedures analyze and interpret data allowing us to see what the

unaided eye misses.

Once researchers have collected all their data, how are they supposed to organize it so that it makes sense?

They need to figure out how they can organize it so that they can analyze it to see whether their findings support or contradict their hypothesis.

White63%

Black16%Hispanic

10%Asian

7%

Others4%

Composition of ethnicity in urban locales

Page 54: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Statistics:O Statistics: branch of

mathematics concerned with summarizing and making meaningful inferences from collections of dataO 2 types used in

psychology: descriptive & inferential

O Often misread and thus mislead the public…doubt big rounded numbers!!!

Page 55: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Descriptive statisticsO Descriptive

Statistics: listing and summarizing of data such as using graphs and averagesO Frequency

distributions, bell curves, central tendency, variability, correlation coefficients

Page 56: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Descriptive Statistics

Page 57: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Central tendencyO Central tendency refers to how the data

measure the center of a set of data; the mean, median, and mode all point to where the middle of the data should be

O Mode: most frequently occurring score in a distribution

O Mean: arithmetic average of scores in a distribution obtained by adding the scores and then dividing by the number of scores that were added together.O Is the most affected by extremes scores in

the data

O Median: midpoint; 50th percentile; The middle score in a rank-ordered distribution.

O Measures of central tendency neatly summarize data

Page 58: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Measures of Central Tendency

A Skewed DistributionWhat is skewed? If the mean, median, and mode are all the same number, the graph of the data will look like a normal curve; if they are all different the graph will be skewed or off center in some way

Positively skewed: occurs when scores pull the mean toward the higher end of scores (the mean is more positive or greater than the rest of the scores)Negatively skewed: occurs when scores pull the mean toward the lower end of scores

Page 59: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”
Page 60: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Measures of VariationMOV ask: How similar or diverse are scores?

Variation: how similar or diverse the scores in the data set areO Averages taken from scores with low variability are more reliable than

averages taken from scores with high variability

Range: The difference between the highest and lowest scores in a distribution.

Standard Deviation: A measure of how much scores vary around the mean score( how close or far scores are from the mean); the higher the SD the less similar the scores are; you want a smaller SD because you are able to draw more stable conclusions from the data set

O Ex: university score of intelligence vs larger community college of more diverse scores

O Scores most often form bell shaped curve= Normal curve

Page 61: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Standard Deviation

Page 62: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Normal curveO Normal curve:

symmetrical bell-shaped curve that describes the distribution of many types of data (normal distribution)

O Most scores fall near the meanO Ex: 68% fall within one

standard deviation of mean on either side; fewer and fewer at extremes

Page 63: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Illusion of Control

1. Illusory Correlation: the perception of a relationship where no relationship actually exists.

2. Regression Toward the Mean: the tendency for extremes of unusual scores or events to regress toward the average.

That chance events are subject to personal control is an illusion of control fed by:

Page 64: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Inferential statisticsO Inferential Statistics: method

used to determine whether research data supports the hypothesis or whether results are due to chance;

O Making an Inference: A statistical statement of how frequently an obtained result occurred by experimental manipulation or by chance.

O Use stats to make generalizations about the population based on the findings of the study

O Use statistical testsO Determine probability/chanceO Determine statistical

significance

Page 65: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Reliability & ValidityO Reliability: the extent to which a test yields consistent

results; based on the consistency of scores on two times or halves of the test(consistent scores)

O If the two scores agree or correlate then the test is reliable

O Validity: the extent to which the test actually measures or predicts what it says it is measuring O Content validity: tests measures what they are

supposed to measureO AP Psych exam should cover what we learned

O Predictive validity: a test should predict what it is supposed to predictO Ex: drivers test, SAT

Page 66: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Making Inferences: Reliability

1. Representative samples are better than biased samples.

1. Never extremes/never whole population sampled

2. Less-variable observations are more reliable than more variable ones.

3. More cases are better than fewer cases.1. Averages should be based on many

cases2. Generalizations that are based on few

cases are UNRELIABLE

When is an Observed Difference Reliable?

Page 67: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Statistical SignificanceO When is a difference significant?

O When sample averages are reliable & the difference between them is relatively large, we say the difference has statistical significance. It is probably not due to chance variation.

O Means the observed difference is probably not due to chance variation between the samplesO Odds of occurring by chance are

less than 5%O P score: indicates statistical

significance <.05, or .0001

Page 68: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Lab Experiements vs Reality

O Intended to be simplified reality; stimulates & controls features of everyday life

O Not recreating but testing theoretical principles

O Resulting principles not specific findings that help explain behavior

Page 69: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Ethical issues: animal testing

O Study them to learn how different species think, learn & behave; BUT also to learn about people

O Experiments have led to:O insulin, vaccines,

transplantsO Respect them for similarities,

protect them from sufferingO Protestors: against completely,

only observationsO Animals used for research only

1%O Issue: research has led to many

findings, treatments and cures

Page 70: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Ethical issue: PeopleO Ethical principles

developed by the American Psychological Association 1992

O 1. informed consent of participants

O 2. protect from harm & discomfort

O 3. confidentialityO 4.debriefing

Page 71: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Does lab experiments illuminate

everyday life????

O An experiment’s purpose is not to recreate exact behaviors but test psychological principlesO Ex: aggression study:

pushing a button delivering a shock = not same as slapping someone in the face but principle is the same…

O It’s the principles not the exact findings that help explain everyday behavior

Page 72: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

The Stanford Prison

Experiment

The infamous unethical experiment in the history of

psychology

What went wrong….?

Page 73: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Is it ethical to experiment on

people?

O In most psychological studies with human participants extremes of delivering shocks are uncommon

O Occasionally researchers do temporarily stress or deceive people BUT only when they believe it is essential to a justifiable endO Ex: controlling violent

behavior O Studying mood swingsO These experiments would

not work if participants knew beforehand participants could act accordingly or opposite of what they think is expected

Page 74: Thinking Critically with Psychological Science. To be human is to be curious… O EVERYDAY we say: O “why did she say that?” O why did he behave that way?”

Ethical Issues in Psychology

O In 1992 the American Psychological Association published a set of ethical principles…

O Informed consent of potential participants

O Must protect them from harm & discomfort

O ConfidentialityO Deception & Debriefing: must

fully explain experiment afterO Stanford Prison

ExperimentO Milgram Experiment

O The knowledge of psychology…O To some it is common sense

to others they are concerned it is becoming too powerfulO Yes it Can be used for good

or evil or to manipulate people….BUT…

O Although it has power to deceive its purpose is to enlighten: enhance learning, creativity, compassion, world problems of war, family crises, crime, prejudice= all which involve attitudes & behaviors