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Why are larger samples better?
They provide lower sampling error, provide more variability and generalizability
How are positive expectations related to the placebo effect?
Because believing a treatment tricks your brain into believing a psychological and physical reaction
Which measure of central tendency is most affected by outliers and large ranges?
The mean
What’s the difference between independent and dependent variables?
Independent variable: variable you manipulate
Dependent variable: variable you observe the change
What are the 5 research designs?
Naturalistic Observation
Case Study
Meta-Analysis
Experiment
Correlational Study
What is a Naturalistic Observation?
involves observing subjects in their natural environment without intervention
What is a Case Study?
involves an in-depth analysis/investigation of a single individual or group
What is a Meta-Analysis?
combines the results of multiple studies on the same topic
What is an Experiment?
allows cause-and-effect relationship to be established
What is a Correlational Study?
examines the relationship between two or more variables
Can we generalize information to a population when using a Naturalistic Observation?
We CANNOT generalize this data because we aren’t using random sampling
Can we generalize information to a population when using a Case Study?
We CANNOT generalize this data because it is focused on one specific person
Can we generalize information to a population when using a Meta-Analysis?
We CAN generalize this data because the use of statistics can determine the significance
Can we generalize information to a population when using a Experiment?
We CAN generalize this data because of randomized sampling and control
Can we generalize information to a population when using a Correlational Study?
We CAN generalize this data BUT ONLY TO THE SPECIFIC POPULATION
In which type of research does the scientist have the most control?
Experimental Research
When is correlational research more appropriate than an experiment?
When it is harmful to manipulate the independent variable
What controls possible confounding variables in an experiment?
Random assignment
Why is random assignment important?
In order to make sure that the controlled and experimental groups have equal amount of participants
What is correlational research good for?
Correlational research is good for examining the relationship between two or more variables
What can a correlational research tells us?
It shows us an examination of variables that cannot be manipulated
What can a correlational research NOT tell us?
It cannot tell is a cause-and-effect relationship
What is a blind experiment?
Where the participants are not aware of the research design in order to prevent bias
What is a double-blind experiment?
Where both the participants and the researchers are not aware of the research design
What is experimenter bias?
Where a researcher’s preferences influence the outcome of a study
How do you calculate mean?
add up all of the numbers and divide them by the total sum
How do you calculate median?
The middle number
How do you calculate mode?
most frequent number in the set
What is the only research method that can show A causes B, or shows causation. There is only one.
Experimental research
What is hindsight bias?
saying that you knew the outcome of something before it happened
Why is hindsight bias detrimental to science?
It is detrimental because it makes the findings sound obvious
What are the benefits of a case study?
Provide detailed, rich data
Useful for studying rare or unique phenomena
Can generate new hypotheses
What are the drawbacks of a case study?
Results may not be generalizable
Can be time-consuming/resource-intensive
Subjects to bias interpretation
What’s the difference between random sampling and random assignment
Random sampling: a subset of the population where everyone has an equal chance of getting picked
Random assignment: using chance to place participants into either the experimental or control group
Why is the whole idea of randomness important in collecting data?
Randomness is important because it prevents bias and proves generalizability
What are the benefits of surveys?
they are cheap
easily administered
efficient for gathering large amounts of data
What are the drawbacks of surveys?
self-report bias and social desirability bias
What is a correlation coefficient?
a decimal number expressed from -1.00 to +1.00
Could you identify a positive vs negative correlation on a scatter plot?
Number closest to +1.00 or -1.00 indicates a positive correlation
Number closest to 0 indicates a negative correlation
What is a scatter plot?
a cluster of dots that shows the relationship between two variables
How do variables interact with a positive correlation and a negative correlation?
POSITIVE CORRELATION: they move together in the same direction upwards
NEGATIVE CORRELATION: they move in the same direction downwards
Define hypothesis
A falsifiable, testable prediction about a future outcome between two variables
What are hypotheses used for?
used to predict a future outcome
Why is replication important?
because the same result emphasizes its validity
What is the relationship between operational definitions and replication?
Operational definitions explain how to conduct the study specifically, which makes replication possible
What measure of central tendency is the most commonly used?
mean
When is it not a good measure of “the middle”?
when a data set presents outliers in which can skew the data
What is a placebo?
a fake treatment given to a control group
What is the placebo effect?
when a person improves physically and psychologically because they think the “treatment” works
What indicates a weak correlation?
a correlation coefficient that is closer to 0
What are the percentages for 1,2,3 standard deviations from the mean?
1 SD = 68%
2 SD = 95%
3 SD = 99.7%
What is reliability?
when a test gives a consistent result each time it is replicated
What is validity?
a test has what it is supposed to measure
What are three cognitive biases?
Confirmation bias, Hindsight bias, Overconfidence bias
What are methods to successfully sample from the population?
Random sampling
What sampling method could lead to sampling biases?
convenience sampling and voluntary response sampling
Why is it crucial to have a representative sample?
Because it makes generalizability easier and avoids bias
What does a small standard deviation say about the scores in a distribution?
Scores are clustered tighter around the mean (individual scores are very much similar to each other)
What are the different types of research methods?
Experimental Research
Correlational Research
Naturalistic Observation
Case Study
Meta-Analysis
Survey
What are nonexperimental methods?
predicting behaviors without manipulating variables
What are experimental methods?
predicting behaviors through the manipulation of variables
What ethical guidelines are required when conducting research?
Informed Consent
Protection from Emotional or Physical Harm
Right to Withdraw
Debriefing
Confidentiality