Title: ADVANCED PLACEMENT PSYCHOLOGY
1ADVANCED PLACEMENT PSYCHOLOGY
- Thinking Critically with Psychological Science
- http//psychtutor.weebly.com/research-methods.html
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3Objective ONE
- Describe hindsight bias, and explain how it can
make research findings seem like mere common sense
4THREE LEVELS OF HINDSIGHT BIAS
- I-knew-it-all-along phenomenon!
- It involves the tendency people have to assume
that they knew the outcome of an event after the
outcome has already been determined - There are three levels of hindsight bias that
stack on top of each other, from basic memory
processes up to higher-level inference and
belief
5THREE LEVELS OF HINDSIGHT BIAS
- I-knew-it-all-along phenomenon!
- The first level of hindsight bias, memory
distortion, involves misremembering an earlier
opinion or judgment ('I said it would happen') - The second level, inevitability, centers on our
belief that the event was inevitable ('It had to
happen') - And the third level, foreseeability, involves the
belief that we personally could have foreseen the
event ('I knew it would happen')
6Limits of Intuition and Common Sense/EXAMPLE 1
- I-knew-it-all-along phenomenon!
- On the evening of an important NBA game by the
Orlando Magic, your friend predicts that the
Magic are going to win by a large margin. In
fact, the Magicdo end up winning the game,
causing your friend to boast I predicted it!
7Limits of Intuition and Common Sense/EXAMPLE 2
- I-knew-it-all-along phenomenon!
- A letter comes in the mail informing an
individual that she was accepted into a college.
When she tells her mother she says, I really had
a feeling that you were going to get in (even
though she had expressed doubts to her husband
earlier that week).
8Limits of Intuition and Common Sense/EXAMPLE 3
- I-knew-it-all-along phenomenon!
- You are nervous to take an exam for which you
waited to study until the very last minute. When
you take the exam, you feel unsure about the
results however, when your grade comes back a
B, you exclaim to your friends, I was sure that
Id aced that exam! and actually believe it in
hindsight.
9Limits of Intuition and Common
- Hindsight bias can also make us overconfident in
how certain we are about our own judgments. - Research has shown, for example, that
overconfident PEOPLE are more likely to take on
risky, ill-informed situations that fail to
produce a significant consequence or result
10Objective TWO
- Describe how overconfidence contaminates our
everyday judgments
11Overconfidence Effect
- Johann Sebastian Bach, was anything but a one-hit
wonder. - He composed numerous works.
- How many concertos do you think Bach composed?
- Choose a range, for example, between one hundred
and five hundred, so that your estimate is at
least 98 percent correct and only 2 percent off. - Write it on a piece of paper before you read on.
12Overconfidence Effect
- Please do the same with these two questions
- How many member states does OPEC (Organization of
the Petroleum Exporting Countries) have? - How long is the Nile river?
13Overconfidence Effect
- Johann Sebastian Bach composed 1,127 works that
survived to this day. He may have composed
considerably more, but they are lost. - OPEC has 12 member states.
- The Nile river is 4132 miles long.
14DEMONSTRATION
- HANDOUT 2-8
- FEMALE EMOTIONALITY
- Look at the HANDOUT and at the bottom select the
BEST CHOICE
15DEMONSTRATION
WERE THE PARTICIPANTS EMOTIONAL?
YES NO
YES
NO
WERE THE PARTICPANTS WOMEN
16DEMONSTRATION
- An illusory correlation is the perception of a
relationship between two variables when only a
minor or absolutely no relationship actually
exists - Stereotypes are a good example of illusory
correlations. - Research has shown that people tend to assume
that certain groups and traits occur together and
frequently overestimate the strength of the
association between the two variables
17Limits of Intuition and Common Sense
- Overconfidence
- Robert Vallorie study (1990)
- The overconfidence effect is a well-established
bias in which someone's subjective confidence in
their judgments is reliably greater than their
objective accuracy, especially when confidence is
relatively high. - For example, in our last quiz, students overall
rated themselves wrong _?_ of the time
18Limits of Intuition and Common Sense
- Overconfidence
- Robert Vallorie study (1990)
- The overconfidence effect is a well-established
bias in which someone's subjective confidence in
their judgments is reliably greater than their
objective accuracy, especially when confidence is
relatively high. - For example, in our last quiz, students overall
rated themselves wrong _40_ of the time (it is
the national average on these studies.
19Scientific Approach
- Two phenomena hindsight bias and
overconfidence illustrate why we cannot rely
solely on intuition and common sense - Scientific attitude, fed
by curious skepticism
and by
humility, can help
us sift reality from
illusions
20Objective THREE
- Explain how the scientific attitude encourages
critical thinking
21The Scientific Attitude
- As scientists, psychologists approach the world
of behavior with a curious skepticism - Polish proverb to believe with certainty we
must begin by doubting. - Psychologists ask two
questions - What do you mean?
- How do you know?
22Smart Thinking
- The scientific attitude prepare psychologists and
other professionals to think smarter. - Smart thinking, called critical thinking,
examines assumptions, discerns hidden values,
evaluates evidence, and assess conclusions - At what (approx) age does it begin?
- At what (approx) age do we assign as having it
(Frontal Lobe)?
23Smart Thinking
- Questioning attitude regarding psychologists
assumptions and hidden values is known as
critical thinking another way of saying this
24Smart Thinking
- When you question whether anecdotal evidence can
be generalized to all people, you are applying
critical thinking
25Objective FOUR
- Describe how psychological theories guide
scientific research
26Experimental Research
- Builds on the principles of positivist
perspective and natural sciences - (1) Starts with a causal hypothesis
- (2) Modify one specific aspect of a situation
that is closely connected to the cause, and - (3) Compare the outcome to what existed without
the modification
27Wilhelm Wundt
- Credited with setting up the
first psychology laboratory - Leipzig, Germany
- 1879
- He claimed the psychological experience is
composed of compounds, much like in chemistry - He claims he found two other compounds
sensations and feelings
28Wilhelm Wundt
- Methods proved cumbersome and unreliable
- BUT
- Wundts work is unimportant,
however his procedure ultimately led to what he
and his student (Edmund Titchener) will call
introspection which will result in the
SCIENTIFIC METHOD
29Scientific Method
30Steps in Experiment (1)
- Hypothesis
- Choose a design
- Design experiment
- How to introduce IV
- How to measure DV
- Locate subjects
- Randomly assign subjects
31Steps in Experiment (2)
- Gather pretest data
- Run experiment
- Introduce treatment
- Measure DV
- Gather posttest data
- Debrief
- Analyze data
32MARSHMALLOW EXPERIMENT
- The "marshmallow experiment" is a well known test
of this concept conducted by Walther Mischel at
Stanford University - In the 1960s, a group of four-year-olds were
given one marshmallow and promised a second one
on the condition that they wait twenty minutes
before eating the first one. - Some children were able to wait and others could
not.
33EXPERIMENT
- Deferred gratification or delayed gratification
is the ability to wait in order to obtain
something that one wants
34EXPERIMENT
- Definition
- One type of research method in which the
investigator manipulates one or more independent
variables (IV) - to determine the effect(s) on some behavior (the
dependent variable) while controlling other
relevant factors
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36EXPERIMENT
- Dependent Variable
- The variable in an experiment that is measured
the outcome of an experiment. - ?????
- Being able to delay gratification or not
- Independent Variable
- The variable in an experiment that is manipulated
or compared - ?????
- The MARSHMALLOW
37THE EXPERIMENT
- Functional Magnetic Resonance Imaging.
- When presented with tempting stimuli, individuals
with low self-control showed brain patterns that
differed from those with high self-control. - The researchers found that the prefrontal cortex
(a region that controls executive functions, such
as making choices) was more active in subjects
with higher self-control - The ventral striatum (a region thought to process
desires and rewards) showed boosted activity in
those with lower self-control.
38EXPERIMENT
- Deferred gratification or delayed gratification
is the ability to wait in order to obtain
something that one wants
- Kate Dawson argued that people with poor impulse
control suffer from "weak ego boundaries". - This term originates in Psychoanalytic theory of
personality where the id is the pleasure
principle, the ego is the reality principle, and
the superego is the morality principle.
39EXPERIMENT
- Deferred gratification or delayed gratification
is the ability to wait in order to obtain
something that one wants
- Cognitive-behaviorists believe that poor impulse
control may be related to biological factors in
the brain. - Researchers have found that children with FETAL
ALCOHOL SYNDROME are less able to delay
gratification
40MARSHMALLOW EXPERIMENT
- The researchers then followed the progress of
each child into adolescence and demonstrated that
those with the ability to wait were - better adjusted and more dependable (determined
via surveys of their parents and teachers), - (2) scored significantly higher (avg. 210 pts)
on the Scholastic Aptitude Test and - (3) predictive of delinquency due to poor impulse
control as a child
41Psychologists can test the hypotheses and refine
the theories using 1. Description 2.
Correlation 3. Experimental Methods
Scientific Method
42Objective FIVE
- Identify an advantage and a disadvantage of using
case studies to study behavior
43Description
- The starting point of any science is description
- We observe and draw conclusions everyday
- Psychologists observe and draw conclusions like
every one of us except they are more objective
and the process more systematic - Among the oldest research method is the case study
44CASE STUDY
- A case study is an in-depth exploration of a
particular context, such as a classroom or group
of individuals that involves the collection of
extensive qualitative data usually via interview,
observation, and document analysis.
45Description
- Case Studies
- Advantages
- Suggest hypotheses for further study
- Show us what can happen
- Disadvantages
- Individual cases can be misleading as a person
may be atypical - Unrepresented information can lead to mistaken
judgments and false conclusions
46Objective SIX
- Identify the advantages and disadvantages of
using surveys to study behavior and mental
processes, and explain the importance of wording
effects and random sampling
47Survey
- The survey method looks at many cases in less
depth - Harris and Gallup polls
- However, asking questions can be tricky, and the
answers may well depend on your wording and your
choice of respondents
48QUESTION
LETS DO A SURVEY, OKAY?
WHO IN THIS CLASSROOM CHEATS ON MY STUFF?
49Survey Wording Effects
- Even subtle changes in the order or wording of
questions can have major effects on the responses - Surveys indicate that people are much less likely
to support welfare than aid to the needy
indicating changing the wording can change the
result of the survey - Audience selection is critical
- School Survey Do you cheat on tests
50Survey Random Sampling
- Everyday we spend a lot of time with a biased
sample of people mostly those who share our
attitudes and habits - When we wonder how many people hold a particular
belief, those who think as we do come to our mind
first - This tendency to overestimate others agreement
with us is the false consensus effect - Liberals think more people support liberal views
and vice-versa with conservatives
51Random Sampling
- You can easily describe human experience using
your estimates of others, and supplement it with
anecdotes and personal experiences, but for an
accurate picture of the whole population.you
must use a representative sample
52Random Sampling
- If you wish to survey students at West Shore, how
could you survey a representative sample of the
total population the who group you want to
study and describe?
53Random Sampling
- If you wish to survey students at West Shore, how
could you survey a representative sample of the
total population (all the cases in a group) the
whole group you want to study and describe? - You would choose a random sample, one in which
every person in the entire group has an equal
chance of participating
54Random Sampling
- How would you conduct a random sample?
- Send a survey to 100 of the students?
- Oruse a table of random numbers to pick
participants from a student listing and then
making sure you involve as many as possible - Oruse a random numbers generator
55Random Sampling
- Let us assume you had a school with a 1000
students, divided equally into boys and girls,
and you wanted to select 100 of them for further
study. You might put all their names in a drum
and then pull 100 names out. Not only does each
person have an equal chance of being selected, we
can also easily calculate the probability of a
given person being chosen, since we know the
sample size (n) and the population (N) and it
becomes a simple matter of division n/N x 100
or 100/1000 x 100 10 - Many statistics books (statistical computer
programs) include a table of random numbers,
which are predetermined sets of random numbers - For instance, if the students in our school had
numbers attached to their names ranging from 0001
to 1000, and we chose a random starting point,
e.g. 533, and then pick every 10th name
thereafter to give us our sample of 100 (starting
over with 0003 after reaching 0993).
56Objective SEVEN
- Identify an advantage and a disadvantage of using
naturalistic observation to study behavior
57Naturalistic Observation
- Defined as observing and recording behavior in
naturally occurring situation without trying to
manipulate and control the situation - Like surveys and case studies, naturalistic
observations do not explain behavior, but merely
describes it - Jane Goodalls (1998) studies with chimpanzees
58Naturalistic Observation
- Naturalistic Observations can be conducted with
humans - Example
- In order to compare the pace of life in different
countries, investigators measured the speed with
which postal clerks completed a simple request
59Naturalistic Observation
- Advantage
- Provides researchers an opportunity to watch and
record behavior in naturally occurring situations - Disadvantage
- Like surveys and case studies it does not
explain behavior, but merely describes it
60INTRODUCTION TO PSYCHOLOGY
61DEMONSTRATION
62Objective FOURTEEN
- Explain the difference between an independent and
a dependent variable
63Independent and Dependent Variables
- Viagra experiment (1998)
- 69 of Viagra-assisted attempts at intercourse
were successful, compared to 22 for men
receiving the placebo - The experiment manipulated one drug factor which
is called the independent variable - The dependent variable (outcome factor) may
change in response to manipulations of the
independent variable
64Independent and Dependent Variables
- An INDEPENDENT VARIABLE is a variable that is
manipulated, measured, or selected by the
researcher as an antecedent condition to an
observed behavior. In a hypothesized
cause-and-effect relationship, the independent
variable is the cause and the dependent variable
is the outcome or effect.
65Independent and Dependent Variables
- A DEPENDENT VARIABLE is a variable that is not
under the experimenter's control -- the data. It
is the variable that is observed and measured in
response to the independent variable.
66Independent and Dependent Variables
- A variable is anything that can vary
- Experiments aim to manipulate an independent
variable, measure the dependent variable, and
control all other variables - An experiment has at least two different
conditions an experimental condition and a
comparison or control condition
67Objective EIGHT
- Describe positive and negative correlations, and
explain how correlational measures can aid the
process of prediction
68Correlation
- Correlation research is most useful for purposes
of prediction - Surveys and Naturalistic Observations
- When one or more traits or behavior accompanies
another, we
say they correlate
69Correlation
- Correlation coefficient
- Is a statistical measure of a relationship
- It reveals how closely two things vary together
and how well either one predicts the other - Example Know how much aptitude test scores
correlate with school success tells us how well
the scores predict school success
70Correlation
- Scatterplot
- A graph cluster of dots, each of which represents
the values of two variables. - The slope of the points suggests the direction of
the relationship between the two variables - The amount of scatter suggests the strength of
the correlations (little scatter indicates high
correlation)
71Correlation
- A correlation being negative has nothing to do
with its strength or weakness, but just means the
two things relate inversely - Example
- As toothbrushing goes up from zero, tooth decay
goes down - Brushing and decay correlate negatively
- A weak correlation, indicating little or no
relationship, has a coefficient near zero
72Correlation
- The more TV is on in the homes of young children,
the less time they spend reading - Positive or negative?
73Correlation
- The more TV is on in the homes of young children,
the less time they spend reading - negative
74Correlation
- The more sexual content teens see on TV, the more
likely they are to have sex. - Positive or negative?
75Correlation
- The more sexual content teens see on TV, the more
likely they are to have sex. - Positive or negative?
- Positive
76Correlation
77Correlation
78Correlation
79Objective NINE
- Explain why correlational research fails to
provide evidence of cause-effect relationships
80Correlation and Causation
- Correlations help us predict and they restrain
the illusions of our flawed intuition - Example
- Watching violence correlates with (and therefore
predicts) aggression - Does it mean it causes aggression?
81Objective TEN
- Describe how people form illusory correlations
82Illusory Correlations
- Illusory correlations are beliefs that
inaccurately suppose a relationship between a
certain type of action and an effect. - When we believe there is a relationship between
two things, we are likely to notice and recall
instances that confirm our belief
83Illusory Correlations
- Illusory thinking helps explain why people
believe (and many still do) that - Sugar made children hyperactive
- Getting cold and wet caused one to catch a cold
- When the weather changes it causes arthritis
pain - When we notice random coincidences, we may forget
that they are random and instead see them as
correlated
84Illusory Correlations
- The sequential occurrence of two highly unusual
events is most likely to contribute to an
illusory correlation
85Objective ELEVEN
- Explain the human tendency to perceive order in
random
86Perceiving Order in Random Events
- The King James Version of the Bible was completed
when William Shakespeare was 46 years old. In
Psalm 46 of this translation, the 46th word is
shake and the 46th word from the end is
spear. Before concluding that the biblical
translators were trying to be humorous with these
specific word placements, you would be best
advised to recognise the danger of
87Perceiving Order in Random Events
- Perceiving Order in Random Events
88Perceiving Order in Random Events
- Perceiving Order in Random Events
- We know that illusory correlations arise from our
natural eagerness to make sense of our world - Poet Wallace Stevens called our rage for order
- We usually do find meaningful patterns because
random sequences often dont look random
89Perceiving Order in Random Events
- Perceiving Order in Random Events
- Coin Toss Activity
- One student to board to record
- One student flips coin
90Statistical Reasoning
91The steps of the Scientific Method are
- Question
- Research
- Hypothesis
- Procedure/Method
- Data
- Observations
- Conclusion
92Statistical Data
- Doubt big, round, undocumented numbers.
- Doubt top-of-the-head estimates.
- Focus on thinking smarter by applying simple
statistical principles to everyday reasoning
93Objective FIFTEEN
- Explain the importance of statistical principles
and give an example of their use in everyday life
94Describing Data
- Once gathered (data) the first task is to
organize them - Bar graphs display a distribution
- Careful of interpreting graphs as the originator
may have designed the graph to look small or
large purposely - Think smart
- Read the scale labels and note their range
95Objective SEVENTEEN
- Describe the three measures of central tendency
and tell which is most affected by extreme scores
96Measures of Central Tendency
- Mean
- In mathematics and statistics, the arithmetic
mean of a set of numbers is the sum of all the
members of the set divided by the number of items
in the set. (The word set is used perhaps
somewhat loosely for example, the number 3.8
could occur more than once in such a "set".) The
arithmetic mean is what pupils are taught very
early to call the "average." If the set is a
statistical population, then we speak of the
population mean
97Measures of Central Tendency
- Mean
- In a distribution of test scores, which measure
of central tendency would likely be the most
affected by a couple of extremely high scores?
98Measures of Central Tendency
- Mean
- In a distribution of test scores, which measure
of central tendency would likely be the most
affected by a couple of extremely high scores? - MEAN
99Measures of Central Tendency
- Median
- The median is the score that divides the
distribution into halves half of the scores are
above the median and half are below it when the
data are arranged in numerical order. The median
is also referred to as the score at the 50 th
percentile in the distribution. The median
location of N numbers can be found by the formula
(N 1) / 2. When N is an odd number, the formula
yields a integer that represents the value in a
numerically ordered distribution corresponding to
the median location
100Measures of Central Tendency
- Mode
- The mode of a distribution is simply defined as
the most frequent or common score in the
distribution. The mode is the point or value of X
that corresponds to the highest point on the
distribution. If the highest frequency is shared
by more than one value, the distribution is said
to be multimodal. It is not uncommon to see
distributions that are bimodal reflecting peaks
in scoring at two different points in the
distribution.
101Measures of Central Tendency
102Skewed Distribution
- In probability theory and statistics, skewness is
a measure of the asymmetry of the probability
distribution of a real-valued random variable.
Roughly speaking, a distribution has positive
skew (right-skewed) if the higher tail is longer
and negative skew (left-skewed) if the lower tail
is longer (confusing the two is a common error).
103INTRODUCTION TO PSYCHOLOGY
104Psychologists can test the hypotheses and refine
the theories using 1. Description 2.
Correlation 3. Experimental Methods
105OPERATIONAL DEFINITION
- Operational Definition A statement of the
procedures or ways in which a researcher is going
to measure behaviors or qualities. - For example, let's say you wanted measure and
define "life change". - You could do this by giving people the Social
Readjustment Rating Scale and then operationally
define "life change" as the score on the social
readjustment rating scale.
106CORRELATIONAL STUDY
- A correlational study might look at variables
that cannot be manipulated for the purposes of
the study. - For instance, is height correlated with how much
people earn? Or, is intelligence correlated with
marital happiness? - You would be giving subjects tests and surveys to
answer these questions, but could not manipulate
the variables.
107EXPERIMENT
- An experimental study involves comparing two
groups - and manipulating the variables. - For instance, let's say the question is, "Does
caffeine improve test performance?" - Group 1 would have your subjects come to the lab
and take some kind of test, making sure that they
had had no caffeine within the last 24 hours, or
some such scenario. - Group 2 would have the same group of subjects
come to the lab, drink a cup of coffee (or
something) 20 minutes before taking a similar
version of the first test (so there are no
practice effects), and then comparing Group 1 and
Group 2's scores to see if there was any
significant difference.
108Correlation
- Correlation research is most useful for purposes
of prediction - Correlation if NOT CAUSATION
- Surveys and Naturalistic Observations
- When one or more traits or behavior accompanies
another, we
say they correlate
109Correlation
- Correlation coefficient
- Is a statistical measure of a relationship
- It reveals how closely two things vary together
and how well either one predicts the other - Example Know how much aptitude test scores
correlate with school success tells us how well
the scores predict school success
110Correlation
- Scatterplot
- A graph cluster of dots, each of which represents
the values of two variables. - The slope of the points suggests the direction of
the relationship between the two variables - The amount of scatter suggests the strength of
the correlations (little scatter indicates high
correlation) - The REGRESSION LINE is the line of best fit for a
set of scores plotted on a scatterplot
111Objective FOURTEEN
- Explain the difference between an independent and
a dependent variable
112Independent and Dependent Variables
- An INDEPENDENT VARIABLE is a variable that is
manipulated, measured, or selected by the
researcher as an antecedent condition to an
observed behavior. - In a hypothesized cause-and-effect relationship,
the independent variable is the cause and the
dependent variable is the outcome or effect.
113Independent and Dependent Variables
- A DEPENDENT VARIABLE is a variable that is not
under the experimenter's control -- the data. - It is the variable that is observed and measured
in response to the independent variable.
114Independent and Dependent Variables
- A variable is anything that can vary
- Experiments aim to manipulate an independent
variable, measure the dependent variable, and
control all other variables - An experiment has at least two different
conditions an experimental condition and a
comparison or control condition
115Objective EIGHTEEN
- Describe two measures of variation
116Measures of Variation
- Knowing the value of an appropriate measure of
central tendency can tell us a great deal - However, you need to know a little about the
amount of variation in the data how similar or
diverse the scores are - Averages derived from scores with low variability
are more reliable than averages based on scores
with high variability - Example Basketball player scoring between 13
17 points in first 10 games than say 5 25
points
117Measures of Variation
- The RANGE of scores the gap between the lowest
and highest scores provides a crude estimate of
variation (but be carefule because a couple of
extreme scores in an otherwise uniform groups
will create a deceptively large range) - The STANDARD DEVIATION is more useful measuring
how much scores deviate from one another
118ETHICS
- American Psychological Association (1992)
- Shared statement of purpose with voluntary
participants - Obtain the informed consent of potential
participants - Protect them from harm and discomfort
- Treat information about individual participants
confidentially - Explain fully the research afterward
119Measures of Variation
- A measure of the range of variation from an
average of a group of measurements. - 68 of all measurements fall within one standard
deviation of the average. 95 of all measurements
fall within two standard deviations of the
average
120Experimentation
121Objective TWELVE
- Explain how experimentation help researchers
isolate cause and effect
122Exploring Cause and Effect
- The clearest and cleanest way to isolate cause
and effect is, however, to experiment - Experiments enable a researcher to focus on the
possible effects of one or more factors by - Manipulating the factors of interest and
- Holding constant (controlling) other factors
123Exploring Cause and Effect
- Experiment (breast-fed infants and intelligence
versus bottle-fed infants and intelligence) - English experiment (1998)
- Mothers milk correlates modestly but positively
with later intelligence - 424 hospital preterm infants
- Parental permission
- Researchers randomly assigned some infants to the
usual infant formula feedings and others to
donated breast milk feedings - When given intelligence tests at age 8, the
children nourished with breast milk had
significantly higher intelligence scores than
their formula-fed counterparts
124Exploring Cause and Effect
- The most foolproof way of testing the true
effectiveness of a newly introduced method of
psychological therapy is by means of
125Objective THIRTEEN
- Explain why the double-blind procedure and random
assignment build confidence in research findings
126Exploring Cause and Effect
- Unlike correlational studies, which uncover
naturally occurring relationships, an experiment
manipulates a factor to determine its effect
127Evaluating Therapies
- Psychologists may evaluate new therapy by
employing participants who are blind about what
treatment they are receiving. - One group my receive the treatment the other
receives a pseudotreatment an inert placebo - Another method is a double-blind procedure (both
researchers and participants are unaware) and may
show signs of a placebo effect
128Evaluating Therapies
- In an experiment designed to study the
effectiveness of a new drug, research
participants who receive a placebo are
participating in what is called the CONTROLLED
condition.
129Evaluating Therapies
- Random assignment is assignment by chance, like
flipping a coin or pulling numbers out of a hat. - This method is sometimes used to determine who is
in the experimental group and who is in the
control group. - For example, in a study with random assignment to
one of two groups, participants have a 50 chance
of being assigned to either group.
130Evaluating Therapies
- The double-blind procedure is one way to create
an experimental condition in which people receive
the treatment and a contrasting control condition
without the treatment - By randomly assigning people to these conditions,
researchers can be fairly certain the two groups
are otherwise identical - Random assignment roughly equalizes the two
groups in ages, attitudes and other
characteristic
131Evaluating Therapies
- In a study of the effects of alcohol consumption,
some participants drank a nonalcoholic beverage
that actually smelled and tested like alcohol.
This nonalcoholic drink was a
132Evaluating Therapies
- In a study of the effects of alcohol consumption,
some participants drank a nonalcoholic beverage
that actually smelled and tested like alcohol.
This nonalcoholic drink was a - PLACEBO
133Evaluating Therapies
- Both the researchers and the participants in a
memory study are ignorant about which
participants have actually received a potentially
memory-enhancing drug and which have received a
placebo. This investigation involves the use of
the
134Evaluating Therapies
- Both the researchers and the participants in a
memory study are ignorant about which
participants have actually received a potentially
memory-enhancing drug and which have received a
placebo. This investigation involves the use of
the - DOUBLE-BLIND PROCEDURE
135Objective FOURTEEN
- Explain the difference between an independent and
a dependent variable
136Independent and Dependent Variables
- Viagra experiment (1998)
- 69 of Viagra-assisted attempts at intercourse
were successful, compared to 22 for men
receiving the placebo - The experiment manipulated one drug factor which
is called the independent variable - The dependent variable (outcome factor) may
change in response to manipulations of the
independent variable
137Independent and Dependent Variables
- An INDEPENDENT VARIABLE is a variable that is
manipulated, measured, or selected by the
researcher as an antecedent condition to an
observed behavior. In a hypothesized
cause-and-effect relationship, the independent
variable is the cause and the dependent variable
is the outcome or effect.
138Independent and Dependent Variables
- A DEPENDENT VARIABLE is a variable that is not
under the experimenter's control -- the data. It
is the variable that is observed and measured in
response to the independent variable.
139Independent and Dependent Variables
- A variable is anything that can vary
- Experiments aim to manipulate an independent
variable, measure the dependent variable, and
control all other variables - An experiment has at least two different
conditions an experimental condition and a
comparison or control condition
140Statistical Reasoning
141The steps of the Scientific Method are
- Question
- Research
- Hypothesis
- Procedure/Method
- Data
- Observations
- Conclusion
142Statistical Data
- Doubt big, round, undocumented numbers.
- Doubt top-of-the-head estimates.
- Focus on thinking smarter by applying simple
statistical principles to everyday reasoning
143Objective FIFTEEN
- Explain the importance of statistical principles
and give an example of their use in everyday life
144Describing Data
- Once gathered (data) the first task is to
organize them - Bar graphs display a distribution
- Careful of interpreting graphs as the originator
may have designed the graph to look small or
large purposely - Think smart
- Read the scale labels and note their range
145Objective SEVENTEEN
- Describe the three measures of central tendency
and tell which is most affected by extreme scores
146Measures of Central Tendency
- Mean
- In mathematics and statistics, the arithmetic
mean of a set of numbers is the sum of all the
members of the set divided by the number of items
in the set. (The word set is used perhaps
somewhat loosely for example, the number 3.8
could occur more than once in such a "set".) The
arithmetic mean is what pupils are taught very
early to call the "average." If the set is a
statistical population, then we speak of the
population mean
147Measures of Central Tendency
- Mean
- In a distribution of test scores, which measure
of central tendency would likely be the most
affected by a couple of extremely high scores?
148Measures of Central Tendency
- Mean
- In a distribution of test scores, which measure
of central tendency would likely be the most
affected by a couple of extremely high scores? - MEAN
149Measures of Central Tendency
- Median
- The median is the score that divides the
distribution into halves half of the scores are
above the median and half are below it when the
data are arranged in numerical order. The median
is also referred to as the score at the 50 th
percentile in the distribution. The median
location of N numbers can be found by the formula
(N 1) / 2. When N is an odd number, the formula
yields a integer that represents the value in a
numerically ordered distribution corresponding to
the median location
150Measures of Central Tendency
- Mode
- The mode of a distribution is simply defined as
the most frequent or common score in the
distribution. The mode is the point or value of X
that corresponds to the highest point on the
distribution. If the highest frequency is shared
by more than one value, the distribution is said
to be multimodal. It is not uncommon to see
distributions that are bimodal reflecting peaks
in scoring at two different points in the
distribution.
151Measures of Central Tendency
152Skewed Distribution
- In probability theory and statistics, skewness is
a measure of the asymmetry of the probability
distribution of a real-valued random variable.
Roughly speaking, a distribution has positive
skew (right-skewed) if the higher tail is longer
and negative skew (left-skewed) if the lower tail
is longer (confusing the two is a common error).
153Objective EIGHTEEN
- Describe two measures of variation
154Measures of Variation
- Knowing the value of an appropriate measure of
central tendency can tell us a great deal - However, you need to know a little about the
amount of variation in the data how similar or
diverse the scores are - Averages derived from scores with low variability
are more reliable than averages based on scores
with high variability - Example Basketball player scoring between 13
17 points in first 10 games than say 5 25
points
155Measures of Variation
- The RANGE of scores the gap between the lowest
and highest scores provides a crude estimate of
variation (but be carefule because a couple of
extreme scores in an otherwise uniform groups
will create a deceptively large range) - The STANDARD DEVIATION is more useful measuring
how much scores deviate from one another
156Measures of Variation
- A measure of the range of variation from an
average of a group of measurements. - 68 of all measurements fall within one standard
deviation of the average. 95 of all measurements
fall within two standard deviations of the
average
157Making Inferences
158Objective NINETEEN
- Identify three principles for making
generalizations from samples
159When is an Observed Difference Reliable?
- THREE principles
- Representative samples are better than biased
samples - Pays to keep in mind what population a study has
sampled - Less-variable observations are more reliable than
those that are more variable - - an average is better with low variability
- 3. More cases are better than fewer
160Objective TWENTY
- Explain how psychologists decide whether
differences are meaningful
161When is a Difference Significant?
- Statistical tests also help psychologists
determine whether differences are meaningful - When averages from two samples are each reliable
measures of their respective populations, then
their difference is likely to be reliable as well
162When is a Difference Significant?
- When the sample averages are reliable and the
difference between them is relatively large,
psychologists say the difference has statistical
significance because the difference observed is
probably not due to chance variation between the
samples - Statistical significance does not mean that the
results automatically have practical significance
or importance
163Frequently Asked Questions About Psychology
164Objective TWENTY-ONE
- Explain the value of simplified laboratory
conditions in discovering general principles of
behavior
165Can Laboratory Experiments illuminate Everyday
Life?
- Psychologist (researchers) intends the laboratory
environment to be a simplified reality one that
stimulates and controls important features of
everyday life - Hope is that the laboratory experiment enables a
psychologists to re-create psychological forces
under controlled conditions
166Objective TWENTY-TWO
- Discuss whether psychological research can be
generalized across cultures and genders
167Does Behavior Depend on Ones Culture
- Culture shared ideas and behaviors that one
generation passes on to the next matters - Our culture influences our standards of
promptness and frankness, our attitudes toward
values, ethics, morals and standards - With the growing (mixing and clashing) diversity
in America, our awareness is urgent
168Does Behavior Depend on Ones Culture
- An awareness of extensive cultural differences in
attitudes and values is most helpful for
avoidingthe false consensus effect - The false consensus effect refers to the tendency
for people to overestimate the degree to which
others agree with them. People readily guess
their own opinions, beliefs and predilections as
being more prevalent in the general public than
they really are. The bias is commonly present in
a group setting where one thinks the collective
opinion of their own group matches that of the
larger population.
169Does Behavior Vary with Gender
- Psychological differences between the genders are
far outweighed by gender similarities
170Objective TWENTY-THREE
- Explain why psychologists study animals and
discuss the ethics of experimentation with both
animals and humans
171Why do Psychologists Study Animals?
- They want to understand how different species
learn, think and behave to learn about people - Human physiology resembles that on many animals
- We humans are animals?
- Experimentation on animals leading to cures in
diseases, insulin for diabetes, vaccines to
prevent polio and rabies, transplnats to replace
human defective organs
172Is it Ethical to Experiment on Animals?
- If we share similarities with other animals, they
should be respect them? - We cannot defend our scientific work with
animals on the basis of the similarities between
them and ourselves on the basis of the
similarities between them and ourselves and then
defend it morally on the battle of differences?
173Is it Ethical to Experiment on Animals?
- Research
- 30 million mammals /year
- 1 of the billions killed each year for food
- Average person eats 20 animals a year
- 200,000 dogs and cats (under humane regulations)
- Over 1 million are killed in humane societies
each year - Psychologists for the Ethical Treatment of Animals
174Is it Ethical to Experiment on Animals?
- Psychologists for the Ethical Treatment of
Animals - Advocate naturalistic observation of animals
rather than laboratory manipulation - 60 of Americans deem animal research valid but
37 of British do - Two issues emerge
- Is it right to place the well-being of humans
above that of animals - What is the priority we give to the well-being of
animals in research?
175Is it Ethical to Experiment on People?
- The American Psychological Association and
British Psychological Society - Obtain consent
- Protect them from harm and discomfort
- Treat information confidentially
- Fully explain the research afterwards
176Objective TWENTY-FOUR
- Describe how personal values can influence
psychologists research and its application, and
discuss psychologys potential to manipulate
people
177Is Psychology Free of Value Judgments?
- It is not value-free
- Values affect what we study, how we study and how
we interpret results - Influence what research topics are studies
- Preconceptions can
bias observations
and interpretations
178Is Psychology Free of Value Judgments?
179Is Psychology Potentially Dangerous?
- Knowledge can be used for good or evil
- Educate or deceive?
- Help or manipulate?
- Restore sanity or destroy it?
180Florida
- I feel __ certain that the number of counties in
Florida is more than ____ but less than ____ - I feel __ certain that the number of Senate
Districts in Florida is more than ____ but less
than ____ - I feel __ certain that the percentage of all US
exports to Latin and South America pass through
Florida is more than ____ but less than ____ - I feel __ certain that the area of Florida is
more than ____ sq miles but less than ____ square
miles - I feel __ certain that the 2005 population of
Melbourne was more than ____ but less than ____
181DEMONSTRATION
- (stds) X (questions) X 0.00 (error rate)
?
182Florida
- I feel __ certain that the number of counties in
Florida is more than ____ but less than ____ (67
counties) - I feel __ certain that the number of Senate
Districts in Florida is more than ____ but less
than ____ (40 Senate Districts) - I feel __ certain that the percentage of all US
exports to Latin and South America pass through
Florida is more than ____ but less than ____
(40) - I feel __ certain that the area of Florida is
more than ____ sq miles but less than ____ square
miles (58, 560 sq mi) - I feel __ certain that the 2005 population of
Melbourne was more than ____ but less than ____
(476,0000)
183UNCOMMON SENSE
- If you drop a bullet off a table 3 ft high, and
fire another one straight across an empty
football field, which hits the ground first?
184UNCOMMON SENSE
- If you drop a bullet off a table 3 ft high, and
fire another one straight across an empty
football field, which hits the ground first?
- Both bullets hit at the same time because
downward velocity is independent of horizontal
velocity
185UNCOMMON SENSE
- A wooden cube is 1-inch long on each side. How
many cubes form a cube 2 inches along each side?
186UNCOMMON SENSE
- A wooden cube is 1-inch long on each side. How
many cubes form a cube 2 inches along each side?
- The solution is actually 8. Two cubes make a
tower. For a cube you need two layers of 4
187Chapter ONE Objectives
- define hindsight bias, and explain how it can
make research findings seem like mere common
sense - describe how overconfidence contaminates our
everyday judgments - explain how the scientific attitude encourages
critical thinking - describe how psychological theories guide
scientific research - identify an advantage and a disadvantage of using
case studies to study behavior - identify the advantages and disadvantages of
using surveys to study behavior and mental
processes, and explain the importance of working
effects and random sampling
188Chapter ONE Objectives
- identify an advantage and a disadvantage of using
naturalistic observation to study behavior - describe positive and negative correlations, and
explain how correlational measures can aid the
process of prediction - explain why correlational research fails to
provide evidence of cause-effect relationships - describe how people form illusory correlations
- explain the human tendency to perceive order in
random sequences
189Chapter ONE Objectives
- explain how experiments help researchers isolate
cause and effect - explain why the double procedure and random
assignment build confidence in research findings - explain the difference between an independent and
dependent variable - explain the importance of statistical principles,
and give an example of their use in everyday life - explain how bar graphs can misrepresent data
190Chapter ONE Objectives
- describe the three measure of central tendency,
and tell which is most affected by extreme scores - describe two measures of variation
- identify three principles of making
generalizations from samples - explain how psychologists decide whether
differences are meaningful - explain the value of simplified laboratory
conditions in discovering general principles of
behavior
191Chapter ONE Objectives
- discuss whether psychological research can be
generalized across cultures and genders - explain why psychologists study animals, and
discuss the ethics of experimentation with both
animals and humans
192Empirical Evidence
- What is it?
- Information gained from direct observation
- Psychologists study behavior directly and collect
data (observed facts) so that they can draw valid
conclusions - Its great strength is that it uses the
Scientific Method - Rene Descartes
- Sir Francis Bacon
- Can only be DEDUCTIVE and INDUCTIVE in searching
of truth - William Wundt
- Observation
- Edmund Titchener
- Structuralism
193Scientific Method Valid Reasoning
- While inductive reasoning argues from the
particular to the general, deductive reasoning
argues from the general to a specific - EMPIRICAL DATA are DATA that are produced by
EXPERIMENT or OBSERVATION
194DEMONSTRATION
195DEMONSTRATION
196DEMONSTRATION
- DO NOT TURN the paper over until I tell you so
- Write your level of confidence () of what you
will receive on the 10-QUESTION T/F PROLOGUE QUIZ
197AP PSYCHOLOGY PROLOGUE
198PROLOGUE QUIZ
- F
- T
- T
- F
- T