-
the effort to discover, and increase human understanding of how the physical world works
science
-
"it has always been this way"
(way of attaining knowledge)
tenacity
-
"it feels true"
(way of attaining knowledge)
intuition
-
"the _____ says its true"
(way of attaining knowledge)
authority
-
"it makes sense logically"
(way of attaining knowledge)
rationalism
-
"I observed it to be true"
(way of attaining knowledge)
empiricism
-
Science uses both ______ and ______
empiricism; rationalism
-
interrelated set of concepts that is used to explain a body of data and make predictions about the results of future experiments
theory
-
specific predictions that are derived from theories
hypotheses
-
essential goal of experiment
to isolate the IV as the only source of explanation for changes in the DV
-
Science is not defined by...
subject matter or apparatus
-
an investigation in which at least one variable is manipulated by the researcher.
experiment
-
occurs when you select an IV and another variable varies with it
confound
-
variables that cannot be manipulated by the investigator
subject variables
-
we have less confidence in our conclusions when we cannot manipulate the ______
independent variable
-
can theoretically take on any value within a range of values
Ex. Height in inches
continuous variable
-
take on a limited number of values
Ex. Gender, Year in school
discrete variable
NOTE: each category of a discrete variable is called a level
-
The numbers have only the property of identity
Ex: jersey numbers, M/F, ethnicity
nominal scale of measurement
-
Indicates rank ordering, distances between attributes do not have any meaning
Adding or multiplying are meaningless (thus you can not use a mean)
Ex: rank order of student preference for Coke, Pepsi, Vinegar
ordinal scale of measurement
-
A scale that indicates an amount (but there is no 0 point), distance between attributes does have meaning
Averages, SDs are meaningful but not ratios
Ex: Virtually all psychological measurements (e.g. IQ scores, likert ratings), the distance from 30-40 is same as distance from 70-80 (but 80 degrees is not
twice as hot as 40 degrees)
interval scale of measurement
-
A scale that has equal intervals with a true zero
Many forms of measurement in physics are ratio, but this is rare in psychology
Ex: You have $25 in your bank account, Bill Gates has $3,246,294,387.07 in his account. You have
7.7x10-9 the amount of money that he has in his account.
ratio scale of measurement
-
Unplanned and uncontrolled factor(s) that can arise in an experiment and affect the outcome
extraneous variable
-
An unwanted factor that affects groups differently and make it difficult to know what caused changes in the dv
confounding variable
-
A researcher manipulates an independent variable and controls for possible confounds; make CAUSAL statements
experimental research design
-
No explicit manipulation of variables; no differential treatment of groups or differential treatment of one participant at different times; do NOT allow researchers to determine exactly how changes in one or more variables produce, or cause, changes in another variable.
Examples: naturalistic observation,correlational, ex-post facto/quasi-experimental
non-experimental research design
-
Comparing existing groups (classification variables) to see if they differ
quasi-experimental research
-
In-depth research of a single individual or a few people without any manipulation of the environment
case study research
-
Using existing information (e.g., documents, newspaper reports, etc.) to address behavioral issues
archival research
-
Studying people in their natural environment descriptively (without numerical analyses) and holistically
qualitative research
-
Recording naturally occurring behavior without intervention or manipulation of variables
observational research
-
A definition of a variable in terms of the actual procedures used by the researcher to measure and/or manipulate it
Example: concept social behavior: “the number
of people who spend time in groups,” “the number of times an individual approaches another individual to interact with him or her,” or “the score on a
questionnaire that asks about social behaviors”
operational definition
-
refers to the process of assigning arbitrary symbols (usually numbers), according to a predetermined set of rules, to different events or object
measurement
-
potential problems with observational studies:
- Subject reactivity & observer effects
- Time consuming
- Multiple observers = measure inter rater reliability
- Also, despite our best intentions, we might draw unjustified conclusions from our observations
-
External validity can be high during _________
naturalistic observation
-
degree to which the results of a study apply to individuals and realistic behaviors outside the study
external validity
-
degree to which a study provides causal information about behavior (with alternative explanations of
the data ruled out)
internal validity
-
degree to which the results of a study can be replicated under similar conditions
reliability
-
goal of naturalistic observation:
to be unobtrusive so that the researcher does not affect the observed individuals’ behavior; NOT to establish cause and effect (no manipulation)
-
with multiple observers, there must be training and checking to ensure that behaviors are coded in the same way
interrater reliability
-
Pros of archival research
Quick data collection; Few resources needed
-
Cons of archival research
Researcher has no control over how the data are coded
-
scores are indicative of the psychological construct the survey was designed to measure
construct validity
-
determining the validity of the scores of a survey by examining the relationship between the survey scores
and other established measures of the behavior of interest
Ex: the SAT is used as a college
entrance exam because scores on this test
have been tested with academic achievement in college (specifically, first-year gpa, 4-year gpa, and college graduation)
criterion-related validity
-
A biased sample that doesn’t accurately reflect the population of interest can reduce the _______ of the
survey measure
validity
-
a sampling error that occurs when individuals chosen for the sample do not respond to the survey, biasing the sample
nonresponse errors
-
Way to increase reliability:
Have a longer survey
-
the scores are similar each time a participant takes the survey
Test-retest reliability
-
a form of reliability that tests relationships between scores on different items of a survey
internal consistency
-
a measure of reliability (internal consistency) based on the average correlations between pairs of items on a survey
Cronbach’s alpha
-
there is potentially a difference in the people who respond to a survey compared to those who do not; can be alleviated by offering incentives (problem with survey)
non-response bias/imperfect response rates
-
Class of biasing influences that cause people to distort the truth, e.g. social desirability (problem with survey)
response bias
-
Participants may not know the answers (problem with survey)
knowledge and recall
-
2 questions in 1 question
double-barreled question
-
Avoid _______ questions
loaded/leading
-
Avoid _______ wording
negative
-
people favor option presented last; also, the answer to a question might be influenced by the question asked before it.
Example: divorce survey
order effects
-
How to fix an order effect:
counterbalancing
|
|