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98 Cards in this Set
- Front
- Back
What are the unscientific Methods?
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Tenacity, intuition, authority, rational, empirical
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Describe Problem ID
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research question, independent and dependent variables
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Desribe how to gather, analyze and interpret data.
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Gather - Internal and External Validity
Internal - how true are the results, control of external influence External - inference to outside world Analyze and Interpret - stats (descriptive, correlation, inferentail), support or reject hypothesis, compare to literature, intergration into theory |
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what are the 5 characteristics of the scientific method?
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systematic, logical, empirical, reductive, replicable
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Describe Postpositivism
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determination, reductionism, empirical observation and measurement, theory verification
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Describe Constructivism
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Understanding, multiple participant meanings, social and historical construction, theory generation, inductive and/or deductive
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Describe advocacy/participatory
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political, empowerment issue-oriented, collaborative, change oriented
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Describe pragmatism
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consequences of actions, problem-centered, pluralistic, real-world practice oriented
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What is Critical Theory?
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empowering humans to overcome constraints
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List strategies of inquiry of quantitative, qualitative, and mixed methods research.
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quantitative - experimental and non-experimental
qualitative - narratives, phenomenologies, ethnographies, grounded theory, case studies Mixed Methods - Sequential Concurrent, Transformative |
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Basic vs. Applied Research
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Basic - discover new knowledge and development of theory
Applied - solution to immediate practical problem |
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Ethical Issues to anticipate in Data Collection (name 5)
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do not put participants at risk, gain access to sites, address issues of confidentiality, respect vulnerable populations, obtain informed consent from participants, obtain IRB approvals
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Ethics of Authorship
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only one important author, data collectors are not authors, major professor is a co-author,
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Copyright Ethics
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journals retain copyright, books give copyright to the author, copyright is assumed granted in educational settings
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Examples of internally imposed Sanctions
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freeze/reduce/lose job, loss of institution money and privieges, faculty are responsible for students
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Examples of Externally imposed sanctions
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revocation of prior publications, release of information to agencies, professions, referral to legal system for further actions
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Necessities of Informed Consent
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protection of subject, explanations of procedures, risks and benefits, free to withdraw at any time
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Animal subject
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may be incapacitated or sacrificed
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IRB?
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Institutional review board - national research act (1974), safety regulations for human subjects, policy went into effect (1991)
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Describe the Human Subject Violation in the Tuskegee Study
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wouldn't treat syphillis victims with penicillin and this lead to death and congenital contraction
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Terminology For Sampling: define N and n
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N= number of cases in the sampling frame
n= number of cases in the sample |
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What is a simple random sample and what is its objective?
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it is a subset of individuals chosen randomly from a general population
its objective is to select "n" units out of "N" such that each number of "N" has an equal chance of being selected |
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What is stratified random sampling?
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dividing your population into homogeneous subgroups and taking and then taking a simple random sample from each subgroup
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What is systematic random sampling?
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divide n/N to get interval size (k) and then randomly select an integer between 1 to k and take every kth unit
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What is Cluster random sampling?
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divide population into clusters, randomly sample clusters and measure all units within sampled clusters
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What must be considered for equipment (instrumentation)?
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validity and reliability, model of instrument, city and state of make, manufacturers name
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What is a pilot study?
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a good one is worth 1000 hours
try and fail - learn from mistakes discover problems check equipment |
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In research diagrams what does "x" and "o" represent
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x - exposure, effects are measured
o - observation or measure recorded using an instrument |
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What are threats to validity in a quantitative study?
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Internal - changes to instruments, participants noticing placebo effect, maturation of participants
External - inaccurate inferences, drawing conclusions beyond sample, limited power to detect results, inadequate measure |
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What is the difference between a quasi experiment and a true experiment
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participants aren't randomly assigned in a quasi experiment
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Goals of qualitative research?
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understand experiences, develop understanding/meaning - exploratory research, variables unknown
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Narrative
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study of an individual's experiences as told to the researcher
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Phenomenology
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describes the meaning of the lived experiences for individuals about a phenomenon
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grounded theory
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generate a theory that is closely related to the context of the phenomenon being studied
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ethnography
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a descripition and interpretation of a cultural or social group or system involving prolonged observation
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case study
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exploration of a case over time with in-depth data collection
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types of interviews?
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conversational, semi-structured, structured
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types of qualitative data?
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observation, interviews, audio-visual, field notes, documents
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What are the three defining attributes of Participatory action research?
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shared ownership, community-based analysis of social problems, orientation towards action
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what are the 5 phases of the PAR process?
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building the picture, data gathering, data analysis, communication, act - resolution of research problem, plan action at various levels
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what is central tendency?
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a single score taht represents all scores for a group of individuals?
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what is the mean?
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most common measure of central tendency, the average, sum of all scores divided by the number of scores
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What is the median?
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the number occurring at the midpoint of the series
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what is the mode?
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the most frequently occurring number
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what is on the y vs. x graph of the normal distribution?
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frequency of scores vs. scores on variables of interest
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types of symmetry?
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negatively skewed - max to the right Mean<median<mode, normal, positively skewed mean>median>mode
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types of amplitude?
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playkurtic, normal and leptokurtic (higher)
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Describe variance
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spread of scores based on the squared deviation of each score from the mean, can't be negative, noted as s^2, very stable because it takes every score into account
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What is standard Deviation?
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indication of the variablity of scores from the mean, size gives a sense of the curve, square root of variance, "s"
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what is the standard error of the mean?
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the standard deviation of the sampling distribution of the mean
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what are the 2 kinds of t-tests?
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independent samples, and correlated/dependent
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Describe independent sample t-tests
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each sample has N-1 degrees of freedom, the sampling distribution is the differences between sample means, there is a standard error, eg. gender differences on %body fat
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what is simple analysis of variance?
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determines whether significant differences exist among the means of 3 or more sets of independent data
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what is wrong with using multiple t-test?
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accumulation of the error rate, require more time and effort, should used ANOVA
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what is ANOVA called analysis of variance?
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partitions of total variance into components, and compares variability with groups and between groups
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What is the difference between one-way and two-way anovas/t-tests?
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one-way - tests a direction, e.g testing alt. hypothesis
two-way - doesn't test direction, allows you to test for either approach |
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What is correlation?
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it measures the strength of the relationship between two variables (bivariate)
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what are the variables X and Y referred to as?
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X - predictor variable
Y - criterion variable |
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what is the pearson product-moment correlation?
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assumes X and Y are normally distributed and are interval or ratio scale scores, it describes the strength of the linear relationship between two variables
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what is the spearman rank-order correlation?
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used for ordinal scale data, or interval or ratio scale data that deviate substantially from normality
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what is the difference positive and negative correlation?
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positive - variables linearly increase
negative - inverse relationship |
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what is pearson "r" independent of?
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number of scores, size of scores, dispersion of scores
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How to determine significance.
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must determine degrees of freedom - Npairs - 2, Npairs - number of pairs of xy scores,
probability |
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what does p value mean
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represents probability that the finding represents a value that is not random by chance
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homeoscedasticity
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strenght of relationship between X and Y should be similar from one range of X to another
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What can outliers do to correlations
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inflate or deflate them
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what is truncated variance?
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restricting the range of either or both variables, so the degree to which the variables can covary is restricted
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what does r^2 represent?
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the coefficient of determination - the shared variance between variables which can be compared with other r^2 scores as ratios
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what is R and when do you use it?
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it is regression and you use it when you want to predict something
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what does the standard error of estimate do
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it quantifies the error that is likely to be made by predicting one variable from another
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relationship between reliability and validity
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a test can be reliable without being valid, but to be valid it must be reliable
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Describe reliability
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the degree to which a test provides a consistent measure of a variable and to which repeated measurments of the same variable are reproducible under the same conditions
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equation for observed score?
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true score + error score
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How to calculate reliabilty
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proportion of observed score variance that is true score variance, usually want r greater than or equal to 0.8
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what are the two types of reliability?
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Interclass - consistency across measurement types, based on pearson correlations
Intraclass - consistency among items (cronbach's alpha coefficient) |
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Types of interclass reliability.
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test-retest - the extent to which the same test yields the same results
equivalence - exact same questionnaire split-half - change the order of questions |
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what is the standard error of measurement?
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the degree to which an observed score fluctuates as a result of errors of measurement
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What is Objectivity?
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the degree to which different observers assign the same score, accuracy in a scoring test, aka interrater reliability, usually quantified with correlation coefficients
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What are the two types of objectivity?
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Intrajudge - consistency in scoring when a test user scores the same test two or more times
Interjudge - consistency between two or more independent judgements of the same performance |
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Quantitative research
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Systematic empirical investigation of quantitative properties and phenomena and their relationships. This data is LIMITED. Number data.
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Qualitative research
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Goal is to gather an in-depth understanding of human behavior and the reasons that govern such behavior. Investigates the why and how of decision making. Ex- Performance, OPEN-ENDED (are there common themes that emerge?), interviews transcripts--> put data into categories (themes).
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Different types of qualitative research
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Ethnographic, Phenomenological, grounded theory, case study
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Ethnographic
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Study that describes and interprets a culture or social group system. Researcher becomes immersed in the day-to-day lives of the people being studied or uses extensive interviews of the group to determine what they say about their culture or social condition.
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Phenomenological
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Study of lived experiences by individuals who have experienced a phenomenon. Ex- kids that have a learning disorder.
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Grounded theory
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Study which tries to generate a theory of a particular phenomenon. Interviews of people observations in the natural environment, and theoretical propositions are developed. Grounded in existing information facts revision of a study.
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Case study
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Investigation in which a "case" (person, event, activity, or individuals) are studied extensively. Ex- medical cases... Looking at particular clinical cases.
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Four basic ways of collecting data for qualitative study
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Observations, interviews, documents, visual materials.
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Observations
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researcher makes notes about behaviors/events and field notes obtained in the natural environment (commonly used with ethnographic studies)
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Interviews
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Researcher asks a series of standard questions to participants (commonly used with phenomenological and grounded theory studies)
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Documents
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Journals that people produce.
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Visual materials
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data from photos, videotapes or drawings.
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Mixed research
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Based on both quantitative and qualitative research.
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Qualitative: The purpose of the study was to determine the perceptions and reactions of lower and middle income home owners in Chicago to homeless individuals in that city.
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Quantitative: The purpose of the study was to determine the difference between the perceptions and reactions of lower and middle income homeowners to homeless individuals in Chicago.
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Quantitative: The purpose of the study was to determine if there were significant differences in the amount of money wagered at 3 different gaming tables (roulette, BJ, poker) at a Las Vegas casino across a 6 month period.
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Qualitative: The purpose of the study was to determine what factors that contribute to a gamblers choice between roulette, BJ, and poker at a Las Vegas casino.
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Three types of research design?
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Experimental, casual comparative, correlational
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Experimental research design
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allows for a true test of the difference based on cause/effect relationship. Researcher has complete control over cause because they can randomly select and assign subjects to one of two groups.
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Casual Comparative research design
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Group assignment and membership is pre-determined by classification of participants (males, females, lang. dis., etc.). Can randomly select, but not randomly assign.
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Correlational research design
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Use to examine relationships between 2 variables.
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