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Theory
statement describing broad principles about how variables relate to one another
based on previous research
good theory=supported by data, falsifiable, parsimonious
Hypotheses
way of stating a specific outcome that the researcher wants to observe
steps taken to determine if a theory is correct
Confound
extra variable that changes and might influence results
Operational
turn an abstract concept into a measurable variable
not observable= inferred and hypothetical (concept)
observable=replicable and measured (data)
Claim
statement or argument with about some psychological process
type of claim made depends on: type of study, data collected, and theory
Frequency Claims
how often something happens, statement of how common a behavior is
percentages, single variable, does not say what caused it
ex. 1 in 68 people have autism or 40% of students drink caffeine
description of data collected
Association Claim
suggests there is a link between 2 variables
does not argue for causality
uses words like”: is linked to, goes with, might predict, etc
scatterplots
describes by form, direction, and strength
Pearson’s r
measures the strength and direction of linear relationships
positive or negative
greater the vale=stronger the relationship
does not signal directionality
does not state why relationship exists
Causal Claims
2 variables are related and 1 variable causes the other
uses words like: leads to, affects, causes, changes
Independent Variable
variable that is the cause
Manipulated and have control over
Dependent Variable
result of IV
measured outcome
Empirical Journal Articles
reports for first time the results of a research study
details about method, stats used, and results
peer reviewed
golden standard
Popular Press Source
Summarizes and widely share important or exciting results in psychology
good for piquing interest
might not be completely correct
find OG source to evaluate
for general public
Review Articles
peer reviewed article summarizing and evaluating all the studies that have been published in one research article
Edited Book
each chapter is written by a different expert author and is compiled by editors
Full Length Book
written by one expert author
Trade Book
for general public
ex. self help books
Popular Press
press releases, new reports, podcasts
does not go into detail
for general public
Validity
how accurate or appropriate a claim is
4 types: construct, external, internal, statistical
try to balance all 4
no study is fully valid
Construct Validity
how well the variables in a study measure what they are intended to measure
want it to be high
has to be exhausted and selective
also: extent to which a measure provides an accurate estimate of a concept
External Validity
Degree to which a study can be generalized to a larger population
is the finding representative of other circumstances?
want to be high
Internal Validity
extent to which. the effects arise bc of experimental treatment and not some 3rd variable
can you establish relationship between IV and DV?
rule out confounds
attempts to improve internal validity hurts external validity (and vice versa) (cant have both)
Statistical Validity
degree to which statistical results support the claim
stronger correlation=stronger statistical validity
How much uncertainty is there in the data?
types of errors: type 1 (false positive), type 2 (false negative)
Belmont Report
summarizes ethical principles and guidelines for human research (3 principles)
created due to Tuskegee syphilis experiment
beneficence, justice, respect for persons
Beneficence
take precautions to protect Ps from harm
assess risks and benefits
can be hard to predict
benefits to people must outweigh risks
Researchers recognize their own influence over Ps
treat people in ways that benefit them
Justice
fair balance between the Ps and the people who will benefit
Ps should be representative of those who will benefit
all people will have access to the benefits
Strive to treat all groups of people fairly
Respect for Persons
Individuals can decide if they want to participate
need informed consent
some Ps need special protection like children, those with disabilities, and prisoners
Recognize that people are autonmous agents
APA Ethical Princples
Beneficence and nonmaleficene
fidelity and responsibility
Integrity
Justice
respect for persons
Fidelity and Responsibility
establish relationships of trust
aware of responsibilities to society
Integrity
promote accuracy, honesty, and truthfulness in science, teaching, and practice
do not cheat, steal, plagiarize, etc
Rules for Research and Publication
Institutional approval, informed consent, informed consent to record, client/patient and student/subordinate, offering inducements for participation, deception
Variable
anything that can change
Scale of Measurement
how variable is measured and categorized
Nominal
classifies objects into categories
no logical order
ex. eye color, have you been to France?, drink name, jersey number, county
can be coded using numbers by numbers do not imply order
Ordinal
meaningful values but categories are discrete
ex. finishing order in a race, scales, cup size, birth order
Interval
equal intervals but no meaningful zero
ex. temp, IQ, SAT, ACT
Ratio
equal intervals and a meaningful zero
0=absence
ex. weight, cost, caffeine amount, height, age, points, minutes of physical activity