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Empiricism
knowledge gained through observation
Scientific knowledge
Depends on using rational thought and logic to develop studies that use empirical evidence gathered through data and obsevation
Theory
An organized system of assumptions and principles that attempt to explain certain phenomena and how they’re related
They are conscious, open to reflection, based on evidence, and involves testable explanations
How do scientific theories differ from intuitive theories?
Hypothesis
a prediction regarding the outcome of a study involving the relationship between at least two variables
Variable
an event or behavior that has at least two variables, which are present or absent, different conditions, or numbers
No, there can be predictions about causal relationships between the independent and dependent variables, but there can also be a prediction about the strength of the relationship between two dependent variables
Do all hypotheses involve predictions about causal relationships?
Independent variable
variable in study that is manipulated by researcher
Dependent variable
variable in study that is measured by researcher
Lam et al mindfulness study
Study that measured stress levels and mindfulness levels (dependent) in mental health care professions when they did meditation once a day for a week (independent)
Representative heuristic
When people take cognitive shortcuts to judge the likelihood of an event based on how similar it is to a prototype in their mind. For example, assuming a coin toss serious of HHHHH is less likely than HTTHTH even though they have equal probability due to perceived “representative balance”
Availability heuristic
a cognitive bias where an individual relies on immediate and easily accessible examples or information to make judgements/decisions. For example, a plane crash that made global news leads to short-term drop in air travel
Intuition
knowledge gained without being consciously aware of the source; gut feelings. (representative and availability heuristic)
Superstition
acting as if or believing that supernatural forces play role in linking events
Tenacity
Hearing a piece of information so often you believe it’s true
Authority
People accept something as true because it was said by an authority figure
Platt and Bakers definition of a hunch
Can form initial research questions and lead to researchers tweaking data or looking at other data
Superstitious ritual example
Scientists not releasing their research papers on Friday the 13
Fazio et al (repetition and truth values)
Found that repetition leads people to give higher truth values to false statements, even when statement was something they previously knew was false
Misleading idea of scientific theory
Children are taught a linear, experimental model of scientific theory, but there are twists and dead ends. They are also not restricted to experimental method and science involves continuous thinking and reflection
5 fluid problem
Formal operational children (11+) solve this problem when students have to figure out how to make the liquid change color
Goals for Students Learning Science
Teaches children to formulate questions, plan investigations, develop models, analyze data, construct explanations, and engage in argument from evidence
Trinkaus study of driver behavior
Naturalistically observed drivers behaviors at one intersection over 20 years.
Naturalistic observation
takes place in real world. Places participants are most likely to spend their time
Controlled observation
aspects of a situation are controlled to give participants the same experience. Usually done in lab
Covert observation
participants aren’t aware they’re being observed and can’t see someone taking notes
Overt observation
participants can see researcher and are aware they’re being observed
Reactivity
a possible reaction by participants in which they act unnaturally because they know they are being observed. Problem in overt observations
Nonparticipant observation
researcher is separate from participants and records observations without taking part in the activities
Participant observation
researcher joins/is part of group being observed and takes part in activities
Ethnography
the descriptive study of cultures or societies based on direct observation in the field ideally with some degree of participation
Choices researches make when planning their study
Define and refine their research question (whose behavior to code, what behaviors are of interest). They need to define the beginning and end period of observation and decide if period is segmented into parts
Time sampling
indirect observation, data collection strategy involving noting and recording the occurrence of a target behavior whenever it’s seen during a started time interval. Includes momentary and whole interval time sampling
Momentary time sampling
assesses whether behavior is happening at one specific moment. Works well for behaviors that don’t have a specified start/end time and monitoring can be easily integrated into ongoing activities (ex. Talking during circle time)
Whole interval time sampling
Involves observing whether target behaviors occurred at any time during the pre-determined interval. Works well for extended behaviors, but requires researcher to monitor child closely during entire interval (ex; over 5 minutes, did child share? Yes or no.)
Operational definiton
Specifies how a concept or variable is measured and observed within a particular study. Ex. Off-task behaviors are defined specially as engagement in any tasks other than assigned task or ongoing activities for more that 45 seconds
Pain measure (behavioral)
uses the FLACC Score, which measures perceived pain in children based on behavioral factors like facial expressions, kicking, crying
Pain measure (physiological)
measures heart rate and respiratory rate, blood pressure, and oxygen saturation (decreases when child’s in pain)
Pain measure (self-report)
uses the face pain rating scale from 0-10 (no hurt to hurts worst)
Self-report bias
relies on self-awareness and honesty. People may not give fully correct answers because they do not know or seek to make a good impression
Response sets
the tendency to which an individual’s responses reflect a general predisposition rather than a careful analysis of each item. Includes social desirability bias, acquiescence bias, and deviance bias
Social desirability bias
tendency to present oneself in favorable light
Acquiescence bias
the tendency to agree with items irrespective of their content (yeah sure)
Deviance bias
the tendency to respond in ways that are different from typical or normal responses
Interrater reliability
consistency of ratings across multiple raters. Independent rating by multiple judges that show consistent ratings
Intrarater reliability
how consistent the individual is at measuring a constant phenomenon on different occasions. Same observer should give same rating to identical event another time
Grounded theory
involves gathering raw data, probing it, gathering more data, probing it, analyzing, and continuing data collection until you construct a theory that explains what’s going on in the data
Abduction
involves a form of reasoning where you find the best most plausible explanations for a set of observations. Involved in grounded theory
Grounded theory and cyclical nature
Able to go back and repeat data collecting process, analysis, open codes, connections, etc. Ex. finding more participants to interview and prove for more depth after looking at data from other participants
Theoretical sampling
data collection in grounded theory
Theoretical saturation
occurs when you reach a point in data collection where additional data does not teach you more about the topic or changes the theory, so data collection ends
Charmaz and super normalizing
studied heart attack survivors and found numerous instances of people going great lengths to engage in exercise and probe they don’t have a problem
Super normalizing
excessive and strenuous effort to exceed previous standards of “normal” behavior. Creates façade of health and invincibility to mask underlying vulnerability
Open coding
breaks up transcript into excerpts that are labeled with codes
Axial coding
finds connections between codes, grouping codes together
Selective coding
Finding central theme statement of coding
Lois concept of temporal emotion work
Grounded theory study that collected evidence through quotes from mothers who homeschooled children. She coded them and categorized them, and came up with a grounded theory that mothers who homeschool their children resolve negative feelings through temporal emotion work
Good interview characteristics
Good interviewers are knowledgeable, explains the purpose of the interview, asks clear simple questions, allows the speaker time and is sensitive toward them. They use questions to guide the interview to the desired topic and ask for clarification
Nominal scale of measurement
characteristics or groups with no rank order. Can be naming something with a number too, like marital status, college major, car preference, gender, or number on football jersey. Unique identifiers to label each distinct category.
Ordinal scale of measurement
characteristics that have a natural rank order like income levels, level of agreement, paper grades
Interval scale of measurement
naturally measured in numbers, equal distances between points, and no true absolute zero. Ex. Temperature, year, SAT score
Ratio scale of measurement
naturally measured in numbers, equal distances between points, absolute zero exists. Ex. Response time, percent errors, height, weight
internally differentiate the feeling state being measures and be able to translate these differences into the measures on the scale
A psychologist who is asks kindergartners to indicate how anxious they are feeling on a Likert scale is assuming that they ______________
Mellon and Moore (5 point scale)
Study finding that all three age groups 6-13 were equally adept at using these 5-point scales for physical tasks, like comparing bowls of candy or liquids BUT there were age differences in how the children used the Likert scale when rating abstract judgments. Older children chose the midpoint of the scales often, and younger children chose extremes
Cross sectional survey
collection of data at single point in time from sample drawn from a specific population. Used to assess number of people who hold particular attitudes or beliefs and is used to explore differences between subgroups
Repeated cross-sectional survey
Data collected from different samples drawn from the same population at two or more points in time. Can reveal important social events/changes that occurred between assessments that could change responses (ex. COVID-19)
Longitudinal panel survey
collects data from the same people two or more points in time.
Longitudinal cohort study
group of individuals who are selected for the study because they share a particular characteristic or characteristics
Cross-sectional vs longitudinal studies
Cross-sectional collects data at a single point in time from different age groups. Examines changes between participants of different ages. Longitudinal collects data from same cohort at different points in time. Examines changes within individuals over time
Double barreled questions
Questions that asks about more than one topic
Leading questions
Questions that are phrased to push the respondent to answer a certain way (Did you like the event?)
Loaded questions
Questions that includes non-neutral or emotionally heavy terms
No opinion or don’t know options
Option on survey that doesn’t force the people who truly don’t know to pick an answer they do not fully agree with. It can be problematic if they have an opinion but are reluctant to express it though
Close-ended questions
Requires respondent to choose from predetermined answers
Partially closed ended question
closed ended question with open ended “other” option. Prompts more than yes/no answer
Deductive coding
researcher has predefined set of codes and uses these codes to classify responses
Inductive coding
codes the researcher uses arise from the survey responses
Mixed Methods Research (MMR)
a research type where a researcher combines qualitative and quantitative research approaches
Beck et al. and mixed methods research (MMR)
study that used the qualitative measure of having nurses describe their experience and the quantitative measure of having them indicate a number on the Posttraumatic Growth Inventory to a variety of questions
Population
all the people whom a study is meant to generalize
Sample
the group of people who participate in the study
Stratified random sampling
Respondents are randomly selected from a larger group
Stratified random sampling
Respondents are split into homogeneous groups, strata, and participants are randomly drawn from each subgroup. This is used to represent all subgroups in the sample
Cluster sampling
used when you start with groups/clusters that already divide the population and randomly select clusters and test everyone in the cluster. For example, at a concert sampling everyone from Section 101 and everyone from Section 210
Nonprobability sampling
Sampling that does not use random selection. It relies on convenience, criteria, or judgement
Convenience sampling
Sampling where participants are obtained wherever they can be found, typically whenever convenient for researcher
Quota sampling
A type of nonprobability sampling where researchers recruit available participants in a convenience sample to fill the quota for each subgroup and continue sampling until that quota is meant
Purposive sampling
Intentionally selecting participants based on their characteristics or some other criteria
Snowball sampling
When researchers initially recruit subjects for the study but then those subjects recruit subjects and so on
Sampling bias
A tendency for one group to be overrepresented in a sample
Nonresponse bias
Occurs when people with certain characteristics are less likely to do the survey
Attrition bias
Participants drop out of study over time, creating a final sample that is different from the original sample
Survivorship bias
People who are successful are more likely to complete the study, making the final sample no longer representative of the population