AP PSYCHOLOGY
Introduction, History and Methodology
The History and
Scope of Psychology
Unit 1
Read Pages 1-3
Bell Work
Psychology’s Roots
Prescientific Psychology
Psychological Science is Born Psychological Science Develops
Contemporary Psychology
Psychology’s Big Debate
Psychology’s Three Main Levels
of Analysis
Psychology’s Subfields
4
Prescientific Psychology 5
Psychology’s Roots
w w w .b od ydh ar m a .o rg /p ho to /b u dd ha .jp gConfucius (551-479 BCE)
6
Prescientific Psychology
In China, Confucius stressed the power of ideas
and of an educated mind.
Hebrew Scriptures
7
Prescientific Psychology
Socrates (469-399 BCE) and Plato (428-348 BCE)
8
Prescientific Psychology
Socrates and his student Plato believed that the mind was separate from the body, that it continued to exist
after death, and that ideas were innate.
Aristotle (384-322 BCE)
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Prescientific Psychology
Aristotle suggested that the soul is not separable
from the body and that knowledge (ideas) grow
Rene Descartes
(1596-1650)
10
Prescientific Psychology
Descartes, like Plato, believed in soul (mind) body
separation but speculated on how the immaterial
mind and the physical body communicated.
Francis Bacon (1561-1626)
11
Prescientific Psychology
Bacon was one of the founders of modern science,
especially the experimental method.
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John Locke (1632-1704)
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Prescientific Psychology
Locke held that the mind is a
tabula rasa
or blank
sheet at birth and experience writes on it.
Prescientific Psychology
What is the relation of the mind to the body?
Mind and body are
connected
Mind and body are
distinct
The Hebrews
Socrates
Aristotle
Plato
Augustine
Descartes
Prescientific Psychology
How are ideas formed?
Some ideas are inborn
The mind is a blank
slate
Socrates
Aristotle
Plato
Locke
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Bell Work
Why study Psychology?
◦ Consider the following:
Types of Research
Psychological Professions
Goals of Psychology
Why have you chosen to take A.P.
Psychology
Psychology:
The study of behavior and mental processes
Empiricism:
Historical Approaches of
Psychology
Historical Approaches of Psychology:
◦ Structuralism:
Structure of the human mind Introspection
Wilhelm Wundt (1832-1920)
*Psychology officially recognized (1879)
◦ Functionalism:
Function/Role of the human mind William James (1842-1910)
Structuralism
19
Psychological Science is Born
Wundt and Titchner studied the elements (atoms) of the mind by conducting experiments at Leipzig, Germany in
1879. W u n d t ( 18 32 -1 92 0) T itc h n er (1 86 7-19 27 )
Functionalism
20
Psychological Science is Born
Influenced by Darwin, William James established
the school of functionalism, opposing
structuralism.
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2-19
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Historical Approaches of
Psychology
How might we
compare
Structuralism
and
Functionalism
to studying an
Psychological Science
Develops
Throughout the 20th century, Psychology
continued to expand as a study integrating the views of both Philosophy and
Biochemistry:
◦ Experimental Psychology
◦ Behaviorism
◦ Psychoanalytic Theory
◦ Humanistic Psychology
The Unconscious Mind
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Psychological Science is Born
Early 1900s: Sigmund Freud and his followers emphasized the importance of the unconscious mind and its effects on
Behaviorism (arose out of a fusing of Structuralism and Functionalism)
Watson (1913) and later Skinner emphasized
the study of overt behavior as the subject of
psychology. Not concerned with cognitive
processes, only what they could see
W a ts o n (1 8 7 8 -1 9 5 8 ) S kin n e r ( 1 9 0 4 -1 9 9 0 )
Humanistic Psychology
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Psychological Science Develops
Maslow and Rogers emphasized current
environmental influences on our growth potential
and our needs for love and acceptance.
Cognitive School-
Concentrate
on thinking, knowing,
remembering
-How and why do you know what
you know
-Jean Piaget- “schemas”, a way to
view the world
-encounter new and novel
situations, we can “assimilate”
(if its close) or we can
Take your books out and read pages 8-11
Reading
Psychology Today
We define psychology as the scientific study of behavior (what we do) and mental processes
(inner thoughts and feelings).
A much more eclectic approach to studying the human mind and behavior
Contemporary schools of thought (7 schools):
• Biopsychology (organic causes, brain,
biochemistry)
• Evolutionary Perspective (Darwin stuff) • Psychodynamic (unconscious mind)
• Behavioral (what we can see) • Humanist (free will)
• Cognitive (how we think about ourselves and the
world)
• Social-Cultural (behavior is dictated by your
Contemporary Psychology
Psychology’s 1st Big Debate
Nature versus Nurture
How much of our thinking and behavior is
due to biological influences (nature) and
what role does the environment play
(nurture)
Often studies involve identical
How much of who we are and how we
behave will change over our lifetime?
◦ Baby temperament a predictor of personality?
◦ Likes and dislikes, ways of thinking
◦ Are you going to become your parents???
Psychology’s 2nd Big Debate
Is development a continuous process or
does it occur in distinct stages?
◦ We will study stage theorists of social (Erickson), cognitive (Piaget), and moral (Kohlberg)
development
Psychology’s 3rd Big Debate
Psychology’s Three Main Level of Analysis
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Contemporary Psychology
Social-cultural Influences
• presence of others
• cultural, societal, and family
expectations
• peer and other group influences • compelling models (such as media)
Behavior or mental process
Psychological Influences
• learned fears and other learnt
expectations
• emotional responses
• cognitive processing and perceptual
interpretations
Biological influences
• genetic predispositions • genetic mutations
• natural selection of adaptive
physiology and behaviors
AP Test moment…
Know the differences between the schools
and be able to apply this to every unit we study (particularly personality,
development, abnormal psych., treatment)
Psychology’s Current Perspectives
Perspective Focus Sample Questions
Biological How the body and brain enables emotions.
How are messages
transmitted in the body? How is blood chemistry linked with moods and motives?
Evolutionary How the natural selection of traits the promotes the perpetuation of one’s genes.
How does evolution influence behavior tendencies?
Humanistic How we meet our needs for love and acceptance and achieve
self-fulfillment
How can we work toward fulfilling our potential? How can we overcome barriers to our personal growth
Psychology’s Current Perspectives
Perspective Focus Sample Questions
Psychodynamic How behavior springs from unconscious drives and conflicts.
How can someone’s personality traits and disorders be explained in terms of sexual and
aggressive drives or as
disguised effects of unfulfilled wishes and childhood
traumas?
Behavioral How we learn observable responses.
How do we learn to fear particular objects or
situations? What is the most effective way to alter our behavior, say lose weight or quit smoking?
Psychology’s Current Perspectives
Perspective Focus Sample Questions
Cognitive How we encode, process, store and retrieve
information.
How do we use information in remembering? Reasoning? Problem solving?
Social-cultural How behavior and thinking vary across situations and cultures.
How are we --- as Africans, Asians, Australian or North American – alike as members of human family? As products of different environmental contexts, how do we differ?
Discussion Questions
What is more influential in creating the person that you will become?
◦ Genes Or Environment WHY?
Are we somewhat different people at
different stages (ages) of life?
Or
Are we always the same person but have
more experiences to reference?
Explain
1.
Bell work
Do children merely experience life as it
confronts them, which helps shape who they are?
Or
Do children actively construct their
experiences with, which allows them to create the way they develop?
Explain
Read Pages 12-24
Take Notes using Unit 2 Notes Guide
Assignment
Bell Work #2
Describe the 7
Contemporary Approaches to Psychology
Which approach(es)
Contemporary Approaches to Psychology:
“The Outrageous Celebrity”
Directions:
◦ Choose a celebrity who is known for their outrageous behavior, style, and/or persona. Provide a list of his/her behavior that you
consider abnormal, or out of the ordinary. Next, apply what you have learned about the 7
Contemporary Approaches to Psychology, by describing how each school of thought would
explain the behavior. Feel free to be creative
Contemporary Approaches to Psychology:
Contemporary Approaches to Psychology:
“The Outrageous Celebrity”
Part I.: Background Information
◦ Which celebrity did you choose and why?
Create a list of his/her behavior that you consider
abnormal.
Part II.: 7 Contemporary Approaches to
Psychology
◦ Biological Psychology
◦ Evolutionary Psychology
◦ Psychodynamic Psychology
◦ Behavioral Psychology
◦ Cognitive Psychology
◦ Humanistic Psychology
Psychology’s Subfields
Research
Psychologist
What s/he does
Biological Explores the links between brain and mind.
Developmental Studies changing abilities from womb to tomb.
Cognitive Studies how we perceive, think, and solve problems.
Personality Investigates our persistent traits.
Social explore how we view and affect one another.
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Psychology’s Subfields: Research
Data: APA 1997
Biological 9.9%
Developmental 24.6%
Cognitive 8.0% Personality
4.8% Social 21.6%
Psychometrics 5.5%
Experimental 14.1%
Psychology’s Subfields
Applied
Psychologist
What s/he does
Industrial/ Organizational
Studies and advise on behavior in the workplace.
Counseling Helps people cope with academic, vocational, and marital challenges.
Clinical Study, assess, and treat people with psychological disorders
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Psychology’s Subfields: Applied
Data: APA 1997
Clinical 67% Counseling
15%
Educational 9%
Other 3% Industrial
A
clinical psychologist
(Ph.D.) studies, assesses,
and treats troubled people with psychotherapy.
Psychiatrists
on the other hand are medical
professionals (M.D.) who use treatments like drugs
and psychotherapy to treat psychologically
diseased patients.
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Psychology’s Subfields
Psychologist – Patient Dialogue
Activity:
◦ Choose one of Psychology’s Subfields that we discussed in class
◦ With a partner, create a hypothetical dialogue between the psychologist of that subfield and the patient (7-10 lines per person)
◦ Incorporate (If applicable):
Area of study Duties
What are characteristics a psychologist
should have who is going to be conducting research?
How must he/she act when presented to
questionable data?
Bell work
Thinking Critically with
Psychological Science
Research Methods
5 3
Thinking Critically with Psychological
Science
The Need for Psychological
Science
The limits of Intuition and Common
Sense
The Scientific Attitude The Scientific Method
5 4
Impression of Psychology
Hoping to satisfy curiosity, many people listen
to talk-radio counselors and psychics to know
about others and themselves.
Dr. Crane (radio-shrink)
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5 5
The Need for Psychological Science
Intuition & Common Sense
Many of us believe that intuition and common
sense are enough to bring forth answers about
human nature.
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Limits of Intuition
Personal interviewers
tend to be overconfident
of their “gut feelings”
about job applicants.
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Errors of Common Sense
Try this !
If you were to fold a piece of paper (0.1 mm thick)
100 times, how large do you think its thickness
would be?
Or which would you rather
have…
A million dollars today Or
A penny that doubles everyday for a month
.01 .02 .04 .08 .16 .32 .64
By day 8 you have…. $1.28
$2.56 $5.12 $10.24 $20.48 $40.96 $81.92
In the interest of time…
16 $327.68
Hindsight Bias
is the “I-knew-it-all-along”
phenomenon.
We tend to believe, after learning about an
outcome,
that we would have foreseen it. We
knew that the mortgage bubble would burst,
only after
it did.
63
Overconfidence
We tend to think we know
more than we actually do.
Anagram BARGE GRABE ENTRY ETYRN WATER WREAT
How long do you think
would it take to unscramble
these anagrams?
People said about 10
seconds. On average they
6 4
Psychological Science
1. How can we differentiate between uninformed
opinions and examined conclusions?
2. The science of psychology can help make these
examined conclusions, which lead to our
6 5
The Scientific Attitude
The scientific attitude is composed of
curiosity
(passion for exploration),
skepticism
(doubting
and questioning) and
humility
(humbleness to
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Critical Thinking
Critical thinking does
not blindly accept
arguments and
conclusions.
It examines
assumptions, discerns
hidden values,
evaluates evidence,
assesses conclusions.
The Amazing Randi
6 7
Scientific Method
Psychologists, like all scientists, use the scientific method to construct theories that
organize, summarize and simplify
6 8
Theory is an explanation that integrates principles, organizes and predicts behaviors or events.
For example, low self-esteem contributes to depression.
6 9
Hypothesis
is a testable prediction, often induced by a
theory, to enable us to accept, reject or revise the
theory.
Example: People with low self-esteem are apt to feel
more depressed.
Null Hypothesis vs. If, Then Hypothesis
Null is easiest to disprove
A statement that the IV will have NO EFFECT on the DV If found false, implication of relationship
(Most data will suggest that the IV will at least have some effect on the DV)
7 0
Research refers to the process of testing the hypothesis.
Example: Administer tests of self esteem and depression to people.
Individuals who score low on self-esteem measures and high on depression tests, would confirm our hypothesis.
BUT BEWARE OF BIAS!
Some Biases that may affect your Research:
Observer/Experimenter Bias Confirmation Bias
Extraneous Variables Placebo Effect
What is a Null Hypothesis and why is it used
in psychological research?
Bell Work
A statement of the procedures (operations)
used to define research variables.
Example: Human intelligence may be
operationally defined as what an intelligence test measures.
Turn in your Operational definition
Worksheet
Operational Definitions
Descriptive Study Methods in
Psychology
Blinds
Case Study
Survey
Naturalistic Observation
Experiment
Description
Case Study
A technique in which one person is studied
in depth to reveal underlying behavioral
principles.
In-depth information, time consuming,
difficult to generalize results for population
Survey
A technique for ascertaining the
self-reported attitudes, opinions or behaviors
of people usually by questioning a random
sample of people.
-usually easy to conduct
-a lot of data very quickly
-beware of wording effect,
overgeneralizing,
false consensus effect, bias
Survey
Wording can change the results of a
survey.
Q: Should cigarette ads not be allowed on
television? Yes or no.
Survey
A tendency to overestimate the extent to which others share our beliefs and
behaviors.
Survey
Blind and Double
Blind to reduce bias
Hide or “mask”
Survey
Random Sampling
From a population, if
each member has an
equal chance of
inclusion into a
sample, we call that a
random sample
(unbiased).
Naturalistic Observation
Observing and recording behavior of animals
in the wild, to recording self-seating patterns
in lunch rooms in a multiracial school
constitute
naturalistic observation.
Observe in natural environment
Least amount of researcher interference
May not observe studied behavior at times
More of a way to develop an idea of what to
study
Descriptive Methods
Case studies, surveys, and
naturalistic observation all describe
behaviors.
-
Longitudinal studies
-same subject
over a
long period of time
-
Cross-sectional studies
-representative sample of different
people during a particular time.
Confirm who you are going to choose.
Look around the room and find someone
that you don’t really know. Over the next
week please observe this individual in class discreetly and take brief notes about them. Note their behavior, body language,
clothing, etc.
Turn in a half page report on this person on
Sept. 2nd documenting what you discovered
Don’t get caught
Bell Work
Correlation
When one trait or behavior
accompanies another, we say the two
correlate.
Correlation
coefficient
Indicates direction of relationship
(positive or negative) Indicates strength
of relationship (0.00 to 1.00)
r = 0.37
+
Correlation Coefficient is a statistical measure of relationship between two
Perfect positive correlation (+1.00)
Scatterplot
is a graph comprised of points
generated by values of two variables. The
slope of points depicts the direction, and
the amount of scatter the strength of
relationship.
No relationship (0.00) Perfect negative
correlation (-1.00)
Scatterplot on the left shows a negative
correlation, and the one on the right shows no relationship between the two variables.
Patterns of Correlation
The more TV is on, the lower your GPA.
The higher the ice cream consumption, the
higher the murder rate.
People who wear hats are less likely to
or
Illusory Correlation
The perception of a relationship where
none exists.
Given random data we look for order, for
meaningful patterns.
Order in Random Events
Individually create your own correlational
study.
Develop a hypothesis
Make sure you have 2 variables that are
properly operationally defined.
Determine if it will be a positive or negative
correlation.
Bell work
Identify and you variables within the
framework of experimental design.
Today:
• Review correlations
• Experimental design
• Experimental Variables
• In-class Practice
• Experimental Variable Worksheet
Objective
Experimentation
Like other sciences, experimentation forms
the backbone of research in psychology.
Experiments isolate causes and their
effects.
Many factors influence our behavior.
Experiments
(1)
manipulate
factors that interest us while
keeping
other factors under
(2) control
.
Effects generated by manipulated factors
isolate cause and effect relationships.
Independent Variable
(cause) is a factor,
manipulated by the experimenter, and
whose effect is being studied.
Dependent Variable
(outcome, effect) is a
factor that may change in response to
independent variable. In psychology it is
usually a behavior or a mental process.
The dependent variable depends on what
you do to the independent variable
For example
General hypothesis: food effects learning
Specific (operationalized) hypothesis: students who eat an oatmeal raisin cookie before class
each day will have higher average scores on the semester final than students who don’t eat a
cookie.
**Operationally define your variables to allow for
Eating cookies before class each
day will lead to higher average
scores.
Variables:Independent (IV)
Controlled by experimenter The “cause” variable
Dependent (DV)
Eating cookies before class each day
will lead to higher average scores.
Groups (conditions): to establish different levels of the IV
Experimental group Exposed to IV
Get cookie
Control group
Not exposed to IV
No cookie
Eating cookies before class each day
will lead to higher average scores.
IV
DV
Expt. Gp.
Cookie
95%
Cntrl. Gp.
No Cookie
82%
Confounding
Variables
Environmental
Expectations
Random Sampling
To select participants from population
Allows you to generalize results
All members have the same chance to be chosen
Representative Sample
accurately represents the population, think about
the numbers of students who are seniors,
juniors, etc
Random Assignment (experiments only)
To divide participants into either the
experimental
or control group
Eating cookies before class each day
will lead to higher average scores.
IV
DV
Expt. Gp.
Cookie
95%
Cntrl. Gp.
No Cookie
82%
85%
In evaluating drug therapies it is important
to keep the patients and experimenter’s
assistants blind to which patients got real
treatment and which
placebo
.
This can control experimenter bias
Evaluating Therapies
Bell Work
What types of problems do
psychological researchers
encounter
when
Review and use variables and concepts
within the framework of experimental design.
Identify measures of central tendency
Today:
• Review correlations
• Experimental design
• Experimental Variables
• In-class Practice
• Experimental Variable Worksheet
Objective
Experimental Research
Review
Experiments begin with a hypothesis
Experimental Research
Review
Experimenters must employ variables:
◦ Independent Variable:
Manipulated/changed by experimenter to observe its
effects (e.g. Coffee/Redbull)
◦ Dependent Variable:
The effects/changes that occur in relation to the
independent variable (e.g. improved test performance)
◦ Confounding Variables:
Factors other than the independent variable that
Experimental Research
Review
Experimenters divide participants into two
groups (often randomly):
◦ Experimental Group:
Independent variable is applied (e.g. Coffee is given
to participants)
◦ Control Group:
Treated the same way as experimental group, but
Question
What types of problems do
psychological researchers
encounter
when
Problems in
Experimental Research
Self-Fulfilling Prophecy:
Problems in
Experimental Research
Placebo Effect:◦ A change in a
participant’s behavior that results from a belief that the treatment will have an effect, rather than the
actual treatment (e.g.
Solutions in
Experimental Research
How can
psychological
researchers
avoid
self-fulfilling prophecies
and
placebo effects
when
conducting
experimental
Solutions in
Experimental Research
Single-Blind Procedure:
◦ Participants are unaware of which participants received the treatment (e.g. participants do not know which participants received “Red Bull”)
Double-Blind Procedure:
Solutions in
Experimental Research
How do
single-blind
and
double-blind procedures
help
avoid
self-fulfilling
prophecies
on behalf of
the
experimenter
Comparison
With a Partner:
◦ Design an experiment using the concepts we have discussed
• Hypothesis
• Independent & Dependent variable • Experimental & Control Group
• Controlling for Confounding variables • Random assignment
• Blinding or Placebo
Create your own
Experiment
Why would you not use the mean as your
measure of central tendency?
Objective:
Understand how descriptive statistics allow
us determine whether research in warranted
Bell Work
Statistical
Reasoning
Measures of central tendency
The normal curve and standard
deviation
Sampling
Measures of Central
Tendency
Mode:
The most frequently occurring
score in a distribution.
Mean:
The arithmetic average of
scores in a distribution obtained by
adding the scores and then dividing
by their number.
Statistical Reasoning
A. Describing data
Statistical Reasoning
A. Describing data
1. Frequency distributions
Histogram
V. Statistical Reasoning
A. Describing data
B. Measures of central tendency
4
3
5
4
4
Mode=most common=4
Central Tendency
1968 TOPPS Baseball Cards
Nolan Ryan $1500 Billy Williams $8 Luis Aparicio$5
Harmon Killebrew $5 Orlando Cepeda$3.50 Maury Wills $3.50
Jim Bunning $3
Tony Conigliaro $3 Tony Oliva $3
Lou Pinella $3
Mickey Lolich $2.50
Elston Howard $2.25 Jim Bouton $2
Rocky Colavito $2 Boog Powell $2
Luis Tiant $2
Tim McCarver $1.75 Tug McGraw $1.75
Joe Torre $1.5
Rusty Staub $1.25 Curt Flood $1
Measures of Central
Tendency
Statistical Reasoning
A. Describing data
B. Measures of central tendency C. Measures of variation
1. Range
Statistical Reasoning
A. Describing data
B. Measures of central tendency
C. Measures of variation
Look over your data from yesterday’s
assignment.
◦ Mean
◦ Standard deviation
◦ Variance
Would the data help confirm your
hypothesis that cookies can help raise grades?
Why or why not?
Bell work
Complete statistics Ethics Discussion
Review
Quizizz / Practice Tests Due Friday
◦ Unit 1 & 2 Notes
◦ Naturalistic Observation report
Today
Statistical Reasoning
A. Describing data
B. Measures of central tendency C. Measures of variation
D. Characteristics of the normal curve
E. Inference
1. Does the sample represent the
pop.?
a. Non-biased sample-good
b. Low variability-good
Statistical Reasoning
E. Inference
1. Does the sample represent the
pop.?
2. Are differences between groups
statistically significant?
a. Big differences-good
b. Low variability-good
c. Big groups-good
3. Statistical significance is the
likelihood that your results occurred
by chance. The p value (probability)
must be lower than .05. Basically
AP Test moment…
Know the difference between random
sample and representative sample, what about random assignment (selection)
Know strengths and weaknesses of all
methods of research
Be able to critique a research study or
experiment…
◦ What was done right?
◦ What should have been done differently?
Advantages of each:
Survey/interview
◦ Usually anonymous, so answers are more honest
◦ Instant feedback
◦ Quantitative data
Case study (either longitudinal or
cross-sectional)
◦ You observe activities/reactions personally and do not rely on others’ reports
◦ For longitudinal, you can see how a
treatment/behavior changes over a long period of time
◦ For cross-sectional, you can see if a
Advantages cont.
Experiment
◦ You decide what you are looking for before you start, and set the experiment up to directly show
your hypothesis as part of the scientific method.
◦ You can focus more on causation, and less on correlation.
Disadvantages…
Survey/interview
◦ You have to control for different types of bias or leading questions.
◦ You have to make sure you have a representative population and a random sample of that population.
Case study
◦ Your findings may be specific to the particular subject you have chosen. They may be the
exception to the norm (though it worked out in Piaget’s case).
Disadvantages cont…
Experiment
◦ You have to monitor all things closely and make sure to control the environment as to limit stimuli and confounding variables
◦ You have to make sure that you are following all ethical protocols.
More AP info…
Measures of central tendency
Biases
◦ Confirmation, hindsight, experimenter, participant
Blind and double blind can help
Must account for confounding
(extraneous) variables
◦ Hawthorne Effect
◦ False consensus
◦ Belief perseverance
• By operationally defining your variables you can help
Ethics in Psychological Research
Ethics:
◦ The methods of conduct/standards for proper and responsible behavior among psychological
researchers
Ethics in Psychological Research
Ethical Principles in Psychology
(A.P.A.):
◦ Informed Consent must be obtained
◦ Information about participants must be treated
confidentially
◦ Protection against physical/psychological harm
◦ Limited deception; only if absolutely necessary
◦ Participants must be debriefed afterward
◦ Research proposals must first be screened by
Pros Cons
Descriptive Methods:
1. Case Study - Allows for in-depth study
- can study things
otherwise impossible to study (brain damage, for example)
- single subject may not be representative; could be a fluke
- only describe behavior; do not tell us cause and effect (or “why?”)
2. Survey - can measure attitudes, motives, and opinions - can get a lot of data easily
- wording of the questions can drastically affect results
- relies on honesty and reflection of participants - small rate of return is not likely to be representative - only describe behavior; do not tell us cause and effect (or “why?”)
3. Naturalistic
Observation - results have ecological (real world) significance - only describe behavior; do not tell us cause and effect (or “why?”)
4. Correlation
Studies - useful for predicting behavior - provides quantitative data about the strength of the relationship
- only describe behavior; do not tell us cause and effect (or “why?”)
Experimentation:
1. Experiment - Can be used to
determine cause and effect relationships
- may lack ecological (real-world) significance
Create a table for each color:
Using the observed frequency of
your sample, formulate expected
percentages of the entire
Now pool your data with others
in your group and revise your
hypothesis if necessary
Mars.Inc. reports the actual
percentages: For plain M&M’s,