Term
| What is the most valuable type of research? |
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Definition
| The experiment, which is used to discover cause-and-effect relationships |
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Term
| Define experimental research. |
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Definition
| The process of gathering data in order to make evaluative comparisons regarding different situations. |
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Term
True/False.
An experiment must have the conditions of treatment controlled via the experimenter and random assignments (also called randomization) into groups. |
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Definition
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Term
| Describe quasi-experiments. |
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Definition
The researcher uses preexisting groups
The IV cannot be altered
One cannot state with any degree of statistical confidence that the IV caused the DV |
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Term
| Describe "ex post facto study". |
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Definition
Literally means "after the fact"
A correlational study or research in which intact, preexisting groups.
The IV was administered before the research began. |
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Term
| Name some threats to internal validity. |
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Definition
Maturation of subjects (psychological & physical changes including fatigue)
Mortality (subjects withdrawing)
Instruments used to measure the behavior or trait
Statistical regression (high or low scores moving toward the mean if the measure is used again) |
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Term
| Define internal validity. |
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Definition
| Refers to wether the DVs were truly influenced by the experimental IVs or whether other factors had an impact. |
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Term
| Define external validity. |
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Definition
| Refers to whether the experimental research results can be generalized to larger populations (i.e. other people, settings, or conditions) |
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Term
| Describe "factor analysis." |
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Definition
Statistical procedures that use the important or underlying "factors" in an attempt to summarize a lot of variables.
Concerned with data reduction. |
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Term
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Definition
| A nonparametric statistical measure that tests whether a distribution differs significantly from an expected theoretical distribution. |
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Term
| Define parsimony in regards to experiments. |
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Definition
The easiest and less complex explanation is said to be the best
An economical description. |
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Term
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Definition
Another term for the concept of parsimony.
Principle of economy (Lloyd Morgan's 1894 Canon)
Interpret the results in the simplest manner. |
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Term
| Define bubbles in regards to research. |
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Definition
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Term
| What journal publishes the most counseling research in the field? |
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Definition
| The APA's Journal of Counseling Psychology |
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Term
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Definition
| Occurs when an undesirable variably which is not controlled for by the researcher is introduced in the experiment (contaminating variable). |
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Term
| Define contaminating variable. |
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Definition
| An undesirable variable that enters the experiment without the researcher knowing |
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Term
| Why is basic research conducted? |
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Definition
| to advance our understanding of theory |
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Term
| Why is applied research conducted? |
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Definition
| to advance our knowledge of how theories, skills, & techniques can be used in terms of practical application. |
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Term
| What are 2 other names for applied research? |
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Definition
Action research
Experience-near research |
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Term
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Definition
A behavior or circumstance that can exist on at least two levels or conditions.
A factor that "varies" or is capable of change. |
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Term
| Define independent variable. |
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Definition
| The variable that the researcher manipulates, controls, alters, or wishes to experiment with. |
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Term
| Define dependent variable. |
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Definition
| Expresses the outcome of the data. |
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Term
| What is another name for a true experiment? |
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Definition
| Causal comparative design |
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Term
| Name the 6 ethics which guide counselors in conducting any experiment. |
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Definition
1. Subjects are informed of risks
2. Negative after effects are removed
3. You will allow subjects to withdraw at any time
4. Confidentiality of all subjects will be protected
5. Research report results will be presented in an accurate format that is not misleading
6. You will use only techniques that you are trained in |
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Term
| Contrast control group and experimental group. |
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Definition
Control group does not receive the IV.
Experimental group does receive the IV. |
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Term
| Most experiments need at least ___ to conduct a true experiment. |
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Definition
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Term
| Correlational research requires ___ subjects per variable. |
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Definition
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Term
| A survey should include at least ____ people. |
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Definition
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Term
True/False.
If you cannot randomly assign the subjects to two groups, you must consider your research quasi-experimental. |
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Definition
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Term
| Describe organismic variables. |
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Definition
A variable that the researcher cannot control yet exists.
Height weight, gender |
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Term
| What is R.A. Fisher known for? |
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Definition
| Pioneering hypothesis testing |
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Term
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Definition
A hunch or educated guess which can be tested using the experimental model.
Can be tested regarding the relationship of the IV and the DV. |
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Term
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Definition
Asserts that the samples will not change even after the experimental variable is applied.
The control group and the experimental group will not differ at the end of the experiment.
The IV does not affect the DV. |
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Term
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Definition
| A study that analyzes the findings of numerous studies. |
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Term
| Define alternative hypothesis. |
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Definition
Also called affirmative hypothesis.
Asserts that the IV has caused a change.
The IV has affected the DV. |
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Term
| Define and name the descriptive statistics. |
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Definition
Describes data.
Mean, median, mode. |
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Term
| Define inferential statistics. |
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Definition
| Infer something about the population |
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Term
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Definition
| A descriptive statistic that tells the counselor what percentage of the cases fell below a certain level. |
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Term
| Graphically speaking, how will a distribution of percentile scores look? |
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Definition
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Term
| What is the use of tests of significance? |
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Definition
| To determine whether a difference in the groups' scores is "significant" or just due to change factors. |
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Term
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Definition
Also called "two-groups"/"two-randomized groups"
Two groups are independent of each other in the sense that the change (or lack of it) in one group did not influences the other group.
Described as a "independent group comparison design" |
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Term
| Define "between-subjects design." |
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Definition
| When a research study uses different subjects for each condition |
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Term
| Define "within-subjects design." |
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Definition
| The same subjects are used in both conditions. |
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Term
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Definition
A value obtained from a population
Summarizes a characteristic of a population |
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Term
| What is the traditional level of significance (probability) in social science research? |
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Definition
| .05 or lower (.01 or .001). |
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Term
| What does a level of significance of .05 actually mean? |
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Definition
| Differences would occur via chance only 5 times out of 100 |
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Term
| What is ethnographic research? |
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Definition
| Involves research that is collected via interviews, observations, and inspection of documents. |
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Term
| What is another name for level of significance? |
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Definition
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Term
| Describe and give another name for Type I errors. |
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Definition
Occurs when a research rejects the null hypothesis when it is actually true.
Alpha Error |
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Term
| Describe and give another name for Type II error. |
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Definition
Occurs when you accept the null hypothesis when it is actually false.
Beta Error |
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Term
| The probability of committing a Type I error is equal to what? |
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Definition
|
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Term
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Definition
| "the power of the statistical test": the test's ability to reject correctly a false null hypothesis. |
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Term
| Describe the process of the t-test. |
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Definition
1. Researcher sets the level of significance and then runs the experiment.
2. The t test is computed and this yields a t value.
3. The researcher looks at a t table to determine if the t value obtained is statistically lower than the t value in the table (critical t)
4. If it is statistically lower, accept the null hypothesis. |
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Term
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Definition
Analysis of Variance
Used when there are more than two groups
Results yield an F-statistic
Researcher consults an F table for a critical value F
If obtained F exceeds critical F, the null hypothesis is rejected |
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Term
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Definition
Tests 2/+ groups while controlling for extraneous variables (called covariates)
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Term
| When is the Kruskal-Wallis used? |
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Definition
| Used in place of an ANOVA when the data are non-parametric |
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Term
| When is the Wilcoxon signed rank test used? |
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Definition
| Used in place of the t-test when the data are non-parametric and you wish to test whether two correlated means differ significantly |
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Term
| When is the Mann-Whitney U-Test used? |
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Definition
| Used to determine whether two uncorrelated means differ significantly when data are non-parametric |
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Term
| When is the Spearman correlation used? |
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Definition
| Used in place of the Pearson r when parametric assumptions cannot be utilized |
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Term
| What is the Chi-Square non-parametric test used to find? |
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Definition
| Examines whether obtained frequencies differ significantly from expected frequencies |
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Term
What does MANOVA stand for and when is it used?
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Definition
Multivariate Analysis of Variance
Used when a study has more than one DV |
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Term
| Distinguish between a positive and a negative correlation. |
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Definition
Positive: both variables change in the same direction
Negative: the variables are inversely associated; one goes up and the other goes down |
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Term
| Describe biserial correlation. |
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Definition
| Indicates that one variable is continuous (measured using an interval scale) while the other is dichotomous. |
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Term
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Definition
Another word for correlation
When two variables vary together, they covary positively
When one variable increases as the other decreases, they covary negatively |
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Term
| Because correlational research is quasi-experimental, it does not yield: |
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Definition
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Term
| What does bivariate mean? |
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Definition
| Correlational data describes the nature of two variables |
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Term
| What does multivariate mean? |
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Definition
| The nature of more than two variables is being scrutinized |
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Term
Behaviorists often utilize N=1, which is called intensive experimental design.
What is the first step in this approach?
What does A,B,C stand for in this approach? |
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Definition
Take a baseline measure
A: baselines
B: intervention implementation
C: Second or alternative form of intervention |
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Term
| Describe a single-blind study. |
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Definition
| The subject does not know whether he or she is a member of the control group or the experimental group, however, the researcher knows. |
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Term
| What are demand characteristics? |
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Definition
Cues or features of a study which suggest a desired outcome.
Can enable the subject to manipulate and confound an experiment by purposely trying to confirm or disprove the experimental hypothesis |
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Term
| Describe a double-blind study. |
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Definition
Neither the participant nor the researcher know which subjects are in the control group and which are in the experimental group.
People who rate/judge the subjects often don't even know the research hypothesis |
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Term
| What are experimenter effects? |
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Definition
Occurs when the experimenter unconsciously communicates his or her intent or expectations to the subjects
Can flaw an experiment |
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Term
| Describe AB or ABA time-series designs. |
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Definition
The simplest type of single-subject research- popularized in the 1960s & 1970s.
Rely on continuous measurement: A) Baseline secured; B) intervention implemented; A) Outcome is examined via new baseline.
Also called "withdrawal designs." |
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Term
| Define correlation coefficient. |
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Definition
| A descriptive statistic which indicates the degree of "linear relationship" between two variables |
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Term
| What does the phrase "linear relationship" indicate? |
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Definition
| When a perfect relationship exists (correlation of 1.0 or -1.0), the graphical representation will be a straight line |
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Term
| Describe the concept of the bell-shaped curve. |
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Definition
| The shape is symmetrical, meaning that data is normally distributed. If enough data are collected, the graphical representation will resemble a bell-shaped curve |
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Term
| What is the 68-95-99.7 rule? |
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Definition
In a normal distribution:
68% of the scores fall within plus/minus 1 SD of the mean;
95% within plus/minus 2 SD of the mean;
99.7% within plus/minus 3 SD of the mean |
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Term
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Definition
The highest or maximum point of concentration.
The highest point on the curve. |
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Term
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Definition
The distance between the highest and lowest scores.
The larger the range, the greater the dispersion or spread of the scores from the mean. |
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Term
| What is the most useful measure of central tendency? |
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Definition
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Term
| In skewed distributions, what measure of central tendency should be used? |
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Definition
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Term
| When would one use a factorial design? |
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Definition
| When there are two or more independent variables. |
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Term
| Describe skewed distribution. |
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Definition
The left & right side of the curve are not mirror images.
The mean, median, & mode all fall at different points. |
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Term
| Describe the Solomon four-group design. |
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Definition
| Two control groups are used. Only one control group & one experimental group are pretested. All groups are post-tested. Lets the researcher know if pretesting had any influence on the outcome of the experiment. |
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Term
| Describe what the tails on a bell-curve graphical representation mean. |
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Definition
The tail indicates whether the distribution is positively or negatively skewed.
Negative: long tail to the left
Positive: long tail to the right |
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Term
| What is the benefit of a standard score (percentiles, t-scores, z-scores, stanines, standard deviations) over raw scores? |
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Definition
| Standard scores allow you to analyze the data in relation to the properties of the normal bell curve |
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Term
| What is a Gaussian curve? |
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Definition
| A mesokurtic curve with the peak in the middle. |
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Term
| What does the horizontal axis plot? |
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Definition
| The IV- the factor manipulated by the experimenter |
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Term
| What does the vertical axis plot? |
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Definition
| The DV- experimental data |
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Term
| Give the other names for the x-axis and the y-axis. |
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Definition
X-axis: abscissa
Y-axis: ordinate |
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Term
| Define reliability in regards to social sciences. |
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Definition
| Indicates consistency in measurement |
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Term
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Definition
A pictorial diagram or graph of the two variables being correlated
Also known as a scatterplot |
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Term
| What is the John Henry Effect? |
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Definition
A threat to the internal validity of an experiment that occurs when subjects strive to prove that an experimental treatment that could threaten their livelihood really isn't all that effective
Also called compensatory rivalry of a comparison group |
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Term
| What is the "Resentful Demoralization of the Comparison Group"? |
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Definition
| A threat to internal validity in which the comparison group lowers their performance or behaves in an inept manner because they have been denied the experimental treatment, which causes the experimental group to look better than they should |
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Term
|
Definition
They are the same as standard deviations
Often called standard scores |
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Term
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Definition
| The peakedness of a frequency distribution |
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Term
| Describe how a platykurtic distribution looks |
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Definition
| Flatter and more spread out than the normal curve |
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Term
| Descrive how a leptokurtic distribution looks |
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Definition
| The curve is very tall, thin, and peaked |
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Term
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Definition
The most elementary scale- does not provide quantitative information
Classifies, names, labels, or identifies by groups
Has no true zero point and does not indicate order |
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Term
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Definition
| Provides relative placement or standing but does not delineate absolute differences |
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Term
| What type of measurement to IQ tests provide? |
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Definition
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Term
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Definition
The highest level of measurement
Time, height, weight, temperature on the Kelvin scale, volume, and distance |
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Term
| Describe naturalistic observation. |
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Definition
The researcher does not intervene
The setting is "natural" rather than in a laboratory environment
The oldest method of research |
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Term
| Explain a 2x3 factorial notation. |
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Definition
The first variable has two levels (e.g. male or female)
The second variable has three levels |
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Term
| Describe the process of using a survey. |
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Definition
The researcher attempts to gather large amounts of data
Often uses a questionnaire or an interview
Used to generate generalizations regarding the behavior of the population as a whole |
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Term
| Name some of the problems associated with surveys. |
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Definition
Poor construction of the instrument
A low return rate
Subjects are often not picked at random (not representative of the population) |
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Term
| Describe the Hawthorne Effect. |
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Definition
| If subjects know they are part of an experiment (or if they are given more attention because of the experiment) their performance sometimes improves |
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Term
| Define the "reactive effect" of observation/experimentation. |
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Definition
Occurs when observations are made and the subjects' behavior is influenced by the very presence of the researcher
The subject is reacting to the presence of the investigator |
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Term
| Describe the Rosenthal effect (also called the experimenter expectancy effect). |
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Definition
| Asserts that the experimenter's beliefs about the individual may cause the individual to be treated in a special way so that the individual begins to fulfill the experimenter's expectations |
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Term
| Describe the Halo effect. |
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Definition
| Occurs when a trait which is not being evaluated (e.g. attractiveness or how well he or she is liked) influences a researcher's rating on another trait (counseling skill) |
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Term
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Definition
| A statistical procedure performed at different times to see if a trend is evident |
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Term
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Definition
| Examines people who were born at the same time, shared an event, etc. in regard to a given characteristic |
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Term
| Describe statistical regression. |
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Definition
| A threat to internal validity which predicts that very high and very low scores will move toward the mean if a test is administered again |
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Term
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Definition
Refers to the points that divide a distribution into fourths.
25th percentile is in the first quartile, etc.
The score distance between the 25th percentile and the 75th percentile is called the interquartile range |
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Term
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Definition
| The testing format, the test materials, and the scoring process are consistent. |
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Term
| Distinguish between a cross-sectional study and a longitudinal study. |
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Definition
Cross-sectional: clients are assessed at one point in time (also called the synchronic method)
Longitudinal: the same people are studied over a period of time (also called the diachronic method) |
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Term
| Describe ipsative interpretation. |
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Definition
Implies a within-person analysis rather than a normative analysis between individuals
Looking at an individual's own patterns revealed via measurement |
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Term
| Describe demand characteristics. |
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Definition
Any bit of knowledge (correct or incorrect) that the subject in an experiment is aware of that can influence his or her behavior
Can confound an experiment
Deception has been used to reduce this |
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Term
| Define the Pygmalion Effect. |
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Definition
| The experimenter falls in love with his or her own hypothesis and the experiment becomes a self-fulfilling prophecy. |
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Term
| What is counterbalancing used for? |
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Definition
Used to control for the fact that the order of an experiment could impact its outcome
The solution is to change the order of the experimental factors |
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Term
| Define ahistoric therapy. |
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Definition
| Any psychotherapeutic model that focuses on the here-and-now rather than the past |
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Term
| Define multiple treatment interference. |
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Definition
| If a subject receives more than one treatment, it is often tough to discern which modality truly caused the improvement |
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Term
| Describe random sampling. |
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Definition
Each subject has the same probability of being selected
The selection of one subject does not affect the selection of another subject
Eliminates the researcher's tendency to pick a biased sample of subjects |
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Term
| Define horizontal sampling. |
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Definition
| The researcher selects subjects from a single socioeconomic group |
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Term
|
Definition
| Another researcher can repeat the experiment exactly as it was performed before |
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Term
| Describe a matched design. |
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Definition
| Subjects are literally "matched" in regard to any variable that could be "correlated" with the DV, which is really the postexperimental performance |
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Term
| Define the Mann-Whitney U-test. |
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Definition
| Used to determine whether two uncorrelated/unmatched means differ significantly |
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Term
| Define the Wilcoxon signed-rank test. |
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Definition
| Examines whether two correlated means differ significantly from each other |
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Term
| What is another name for unmatched/uncorrelated groups? |
|
Definition
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Term
| Distinguish between inductive and deductive logic or reasoning. |
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Definition
Inductive: the research goes from the specific to a generalization.
Deductive: reduces the general to specific |
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Term
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Definition
| Subjects dropping out of the study |
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Term
| Define the standard error of measurement (SEM). |
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Definition
| Tells the counselor what would most likely occur if the same individual took the same test again. |
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