Psyc001 Winter 2025
Define empirical
(of scientific knowledge) grounded in objective and tangible evidence that can be observed repeatedly
Define facts
observable realities
Opinions
personal judgements that may be innacurate
Deductive reasoning
ideas are tested in the real world; more general theories lead to more specific theories; “top down”
— typically used in quantitative research
Explain the deductive reasoning flowchart
theory —> hypothesis —> observation —> confirmation
Inductive reasoning
real world observations lead to new ideas; from specific observations to broader generalizations and theories; “bottoms up”
— typically used in the qualitative method of research
explain the inductive reasoning flowchart
observation —> pattern —> tentative hypothesis —> theory
Why do scientists use deductive reasoning
to empirically test hypotheses
Why do scientists use inductive reasoning
to formulate theories, theories are then used to generate hypotheses that are tested using deductive reasoning
Define falsifiable
a scientific hypothesis must be falsifiable (capable of being shown to be incorrect); freud’s theories were not falsifiable
describe quantitative method of research
starts with theory/hypothesis that makes a prediction —> gather evidence; allows us to compare and statistically aggregate data; provides info on bigger pictures; focus is on the outcome (“what”)
Define correlation
relationship between two or more variables; as one variable changes, so does the other; NOT cause and effect
Correlation Coefficient
number from -1 to +1, indicating strength, direction, and predictability of the relationship between the variables, represented by r
Positive Correlation
two variables change in the same direction (both become either large or small)
negative correlation
two variables change in different directions (one becomes small and other becomes large)
No correlation
no relationship between the two variables; operate independently
Define cause and effect relationship
changes in one variable causes the changes in the other variable; can only be determined through experimental research
Confounding variable
outside factor that affects both variables, giving impression that changes in one variable causes changes in the other variable
Define illusory correlations
seeing relationships between two things when in reality no such relationship exists
Confirmation bias
tendency to ignore evidence that disproves ideas or beliefs
Define experimental group
participants that experience the manipulated variable (designed to answer the research question)
Control Group
participants that do not experience the manipulated variable
Purpose of a control group
basis for comparison, controls for chance factors that might influence the results of the study
Placebo effect
people’s expectations influencing their experience in a given situation
Ex. how would you set up an experiment to determine the efficacy of a medication?
experimental group receives medication, control receives placebo (sugar pill)
any differences between the groups will be due to the medication
Why should you provide the control group with a placebo (testing medication efficacy example)?
protects against bias caused by expectancy
Experimenter bias
researcher expectations skews the results of the study
Participant bias
participant expectations skew the results of the study
Single blind study
experiment in which the researcher knows which participants are in the experimental vs control group, but participants dont (controls for participant expectations)
Double blind study
experiment in which both the researchers and the participants are blind to group assignments (controls for both participant and experimenter expectations)
Independent variable
variable controlled by experimenter
should be only difference between experimental and control
Dependent variable
variable the researcher measures to see the effect the independent variable had
Population
overall group of individuals that the researcher is interested in
Participants
subjects of psychological research
Sample
subsets of individuals selected from the larger population
Random sample
subset of larger population in which every member of the population has an equal chance of being selected
why is random sampling preferred
more likely that the selected participants will be representative of the larger population
Random assignment
method of experimental group assignment in which all participants have an equal chance of being assigned to either group
Purpose of random assignment
prevents systematic difference between groups so any significant differences between groups can be said to be due to the result of the manipulation
can’t find true cause and effect relationship w/o it (any relationship can be due to any pre-existing relationship between the groups)
Statistical Analysis
determines how likely any difference between experimental groups is due to chance
results are either significant or non-significant
What determines significant results?
if the odds that the differences occurred by chance are 5% or less
Reliability
consistency and reproducibility of a result
Validity
accuracy of a given result in measuring what it is designed to measure
Erm relationship between reliability and validity
valid measure is always reliable, but a reliable measure is not always valid
What are the pros of quantitative research
1) Provide numerical data
2) testing already constructed theories
3) can be generalized
4) results are independent of researcher (less bias)
5) data analysis is less time consuming
What are the cons of quantitative research
1) interpretation of data results can be subjective, lead to bias
2) samples can be biased
3) confounding variables can lead to the wrong conclusion
4) experiments can be expensive
Purpose of qualitative research
exploratory; gain deeper understanding of underlying reasons of a phenomena, detailed info about a topic
What are the data collection methods of qualitative research
unstructured or semi-structured techniques; focus groups, group discussions, interviews, observations; small sample sizes
What are clinical/case studies
focuses on one individual in a unique psychological circumstance
allows for study into unusual conditions, lead to novel ideas about causes, subject to research bias
difficult to generalize results to larger population
What is natural Observations
observation of behavior in natural setting
removes feelings of performance or anxiety in subjects
Define observer bias
when observations may be skewed to align with observer expectations
How to eliminate observer bias?
establish clear criteria to observe, however this may influence the subject being observed
What are the pros of qualitative research
1) brings personal experience and allows the participants to voice their opinions
2) focuses on a certain population and setting/location
3) single case studies can be performed
4) observations can be made in a natural setting
5) provides a lot of details about a single topic
What are the cons of qualitative research
1) interpretation can be subjective/lead to bias
2) personal experiences may not be generalizable
3) collected information may need to be coded and analysis can be time consuming
Explain mixed method research
— research questions include both open and close ended questions
— data collection has combines qualitative and quantitative methods for observing the same phenomena
— delves deeper into a topic and can also be generalizable
— uses both deductive and inductive reasoning
Mixed Method Research pros
1) tests both processes and outcomes
2) uses multiple different methods
3) can explore a topic more in detail
Cons of mixed method research
1) needs a rationale to conduct this research
2) can be time consuming and expensive
3) interpretation can be subjective and may lead to bias
Surveys
— a list of questions that can be delivered via ex. paper and pencil, electronically, verbally
— used to gather large amount data from a sample
— qualitative (open ended questions) or quantitative (generates data set)
— data can be biased due to social desirability
Archival research
uses past records or data sets to answer research questions, or search for interesting patterns/relationships (can be both quantitative and qualitative)
Define ethics
norms for conduct that distinguish between acceptable and unacceptable behavior
Purpose of ethics
— norms promote the aims of research (knowledge, truth, avoidance of error)
— ethical standards promote values essential to collaboration (trust, accountability, mutual respect, fairness)
— holds researchers accountable to public
— builds public support for research
Institutional Review Board (IRB)
committee of administrators, scientists, and community members that reviews proposals for research involving human participants
— exists at any research institution with federal support or human participants
— must approve research before it can proceed
— meets regularly to review experimental proposals w/ human participants
Informed consent
process of informing a research participant about what to expect during an experiment and then obtaining the persons consent to participate
What does informed consent include
1) potential risks involved
2) benefits to society
3) nature of the research
4) alternate care
5) notification that participation is voluntary
6) notification that any data collected will be kept confidential
Deception
purposefully misleading experiment participants in order to maintain the integrity of the experiment
Debriefing
when an experiment involved deception, participants are told complete and truthful information about the experiment at its conclusion
Peer reviewed journal article
article anonymously read by other scientists with expertise in subject matter, provide feedback about quality
Purpose of peer reviewing articles
— weeds out poorly conceived or executed studies
— improves articles with suggested revisions
— determines whether research is described clearly enough so as to be replicated
Replication
reproducing an experiments exact methods
— determines reliability of design
— can include additional measures to expand original findings
— provides more evidence, or casts doubt on OG findings