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The most valuable type of research is
The experiment, used to discover cause-and-effect relationships
Experiments emphasize parsimony, which means
Interpreting the results in the simplest way
Occam’s Razor suggests that experimenters
Interpret the results in the simplest manner
A counselor educator is running an experiment to test a new form of counseling. Unbeknownst to the experimenter, one of the clients in the study is secretly seeing a gestalt therapist. This experiment
Is confounded/flawed
Nondirective is to person-centered as
Parsimony is to Occam’s Razor
An experiment is said to be confounded when
Undesirable variables aren’t kept out of the experiment
In experimental terminology, IV stands for ____ and DV stands for _____
Independent variable; dependent variable
A professor of counseor education hypothesized that biofeedback training could reduce anxiety and improve the average score on written board exams. If this professor decides to conduct a formal experiment, the IV will be the ____ and the DV will be the ____
Biofeedback; board exam score
Experimenters should always abide by a code of ethics. The variable you manipulate/control in an experiment is the
Independent variable
In order for the professor of counselor education to conduct an experiment regarding his hypothesis, he will need a(n) ____ and a(n) ______
Control group; experimental group
In order for the professor of counselor education to conduct the experiment, the experimental group would need to receive
The manipulated IV and the biofeedback training
Hypothesis testing is most closely related to the work of
R.A. Fisher
The null hypothesis suggests that there will not be a significant difference between the experimental group, which received the IV, and the control group, which didn’t. Thus, if the experiment was conducted, the null hypothesis would suggest that
Biofeedback will not improve the board exam scores
The hunch is known as the experimental or alternative hypothesis. The experimental hypothesis suggests that a difference will be evident between the control group and the experimental group. Thus, if the experiment were conducted, the experimental hypothesis would suggest that
The biofeedback would raise board scores
From a purely statistical standpoint, in order to compare a control group to the experimental group, the researcher will need
A test of significance
When you see the letter P in relation to a test of significance, it means
Probability
In the social sciences, the accepted probability level is usually
.05 or less
P = .05 really means that
There’s only a 5% chance that the difference between the control group and the experimental groups is due to chance factors
P = .05 really menas that
Differences truly exist; the experimenter will obtain the same results 95 out of 100 times
The study that would best rule out chance factors would have a significance level of P =
.001
Type I and Type II errors are called ____ and ____ respectively
Alpha; beta
A Type I error occurs when
You reject the null when it’s true
A Type II error
Is also called a beta error and means you accept the null when it’s false
Assume the experiment is conducted. The results indicate that the biofeedback helped raise written board exam scores but in reality this isn’t the case. The researcher has made a
Type I error
A counselor educator decides to increase the sample size in her experiment. This will
Reduce Type I and Type II errors
If a researcher changes the significance level from .05 to .001, then
Alpha errors decrease; however, beta errors increase
A counselor believes that clients who receive assertiveness training will ask more questions in counseling class. An experimental group receives assertiveness training while a control group doesn’t. In order to test for significant differences between the groups, the counselor should utilize
The student’s t test
The researcher now attempts a more complex experiment. One group receives no assertiveness training, a second group receives 4 assertiveness training sessions, and a third receives 6 sessions. The statistic of choice would be
The ANOVA
If the researcher in the previous question utilized two IVs, then the statistic of choice would be
Two-way ANOVA or MANOVA
To complete a t test, you would consult a tabled value of t. In order to see if significant differences exist in an ANOVA, you would
Consult a table for F values
Which level of significance would best rule out chance factors?
.001
When a researcher uses correlation, then there is no direct manipulation of the IV. A researcher might ask, for example, how IQ correlates with the incidence of panic disorder. Again, nothing is manipulated; just measured. In cases such as this, a correlation coefficient will reveal
The relationship between IQ and panic disorder
If data indicate that students who study a lot get very high scores on state counselor licensing exams, then the correlation between study time and LPC exam scores would be
Positive
Which of the following would most likely yield a perfect correlation of 1.00?
Length in inches and length in centimeters
A good guess would be that if you would correlate the length of CACREP graduates/ baby toes with their NCE scores, the result would be
Close to 0.00
Dr. X discovered that the correlation between therapists who hold NCC status and therapists who practice systematic desensitization is .90. A student who perused Dr. X’s research told his felow students that Dr. X had discovered that attaining NCC status causes therapists to become behaviorally oriented. The student is incorrect because
Correlation doesn’t imply causal
Behaviorists often utilize N=1, which is called intensive experimental design. The first step in this approach would be to
Take a baseline measure
In a new study, the clients don’t know whether they are receiving an experimental treatment for depression or whether they’re simply part of the control group. This is, nevertheless, known to the researcher. Thus, this is a
Single-blind study
A large study at a major university gave an experimental group of clients a new type of therapy that was intended to ameliorate test anxiety. The control group didn’t receive the new therapy. Neither the client nor the researchers knew which students received the new treatment. This was a
Double-blind study
Experimental is to cause and effect as correlational is to
Degree of relationship
In a normal curve, the mean, median, and mode all fall precisely in the middle of the curve. From a graphical standpoint, the so-called normal or Gaussian curve looks like
A symmetrical bell
The most common measures of central tendency are the mean, median, and mode. The mode is
The most frequently occurring score and the least important measure of central tendency
A bimodal distribution has two modes. Graphically, this looks roughly like
A camel’s back with two humps
In a basic curve or so-called frequency polygon, the point of maximum concentration is the
Mode
The most useful measure of central tendency is the
Mean, often abbreviated by an X with a bar over it
In a career counseling session, an electrical engineer mentions 3 jobs he has held. The first paid $10/hour, the second paid $30/hour, and the third paid a higher rate of $50/hour. The counselor responds that the client is averaging $30/hour. The counselor is using
The mean
From a mathematical standpoint, the mean is merely the sum of the scores divided by the number of scores. The mean is misleading when
The distribution is skewed and there are extreme scores
When a distribution of scores isn’t distributed normally, statisticians call it
A skewed distribution
The median is
The middle score when the data are arranged from highest to lowest
In a new experiment, a counselor educator wants to ferret out the effects of more than one IV. She will use a ____ design.
Factorial
Regardless of the shape, the _____ will always be the high point when a distribution is displayed graphically
Mode
If a group of first semester graduate students in counseling took the NCE exam, a distribution of scores would be
Positively skewed
Nine of the world’s finest counselor educators are given an elementary exam on counseling theory. The distribution of scores would most likely be
Negatively skewed
Billy received an 82 on his college math final. This is Billy’s raw score on the test. A raw score simply refers to the number of items correctly answered. A raw score is expressed in the units by which it was originally obtained. The raw score isn’t altered mathematically. Billy’s raw score indicates that
More information is obviously necessary
A distribution with class intervals can be graphically displayed via a bar graph also called a
Histogram
When a horizontal line is drawn under a frequency distribution, it’s known as
The x axis
The x axis is used to plot the IV scores. The x axis is also known as
The abscissa
The y axis is used to plot the frequency of the DVs. The y axis is also known as the
Ordinate
If a distribution is bimodal, then there’s a good chance that
The researcher is working with two distinct populations
If an experiment can be replicated by others with almost identical findings, then the experiment
Is said to be reliable
The range is a measure of variance and usually is calculated by determining the difference between the highest and the lowest score. Thus, on a test where the top score was 93 and the lowest score was a 33 out of 100, the range would be
61
A sociogram is to a counseling group as a scattergram is to
A correlation coefficient
A counselor educator is teaching two separate classes in individual inventory. In the morning class, the counselor educator has 53 students, and in the afternoon class, she has 177 students. A statistician would expect that the range of scores on a test would be
Greater in the afternoon class than the morning class
The variance is a measure of dispersion of scores around some measure of central tendency. The variance is the standard deviation squared. A popular IQ test would expect that if the mean IQ score is 100, then
68% of the people who take the test will score between 85 and 115
Plus or minus 2 SD of the mean
The standard deviation is the square root of the variance. A z-score of +1 would be the same as
One standard deviation above the mean
Z-scores are the same as standard deviations, thus a z-score of -2.5 means
2.5 SD below the mean
A T score is different from z-score. A z-score is the same as the standard deviation. A T score, however, has a mean of 50 with every 10 points landing at a standard deviation above or below the mean. Thus, a T score of 60 would equal +1 while a T score of 40 would
Be -1 SD
An IQ score on an IQ test which was three standard deviations above the mean would be
Near the genius level
A platykurtic distribution would look approximately like
The upper half of a hot dog, lying on its side over the abscissa
Test scores on an exam that fell below three standard deviations of the mean or above three standard deviations of the mean could be described as
Extreme
In WWII, the Air Force used stanine scores as a measurement. Stanine scores divide the distribution into 9 equal intervals with stanine 1 as the lowest ninth and 9 as the highest ninth. In this system, 5 is the mean. Thus, a Binet IQ score of 101 would fall in stanine
5
There are 4 basic measurement scales: the nominal, the ordinal, the interval, and the ratio. The nominal scale is strictly a qualitative scale. It’s the simplest type of scale. It’s used to distinguish logically separated groups. Which of the following illustrates the function of the nominal scale?
A DSM or ICD diagnostic category
The ordinal scale rank-orders variables, though the relative distance between the elements isn’t always equal. An example of this would be
A horse categorized as a second place winner in a race
The interval scale has numbers scaled at equal distances but has no absolute zero point. Most tests used in school fall into this category. You can add and subtract using interval scales, but can’t multiply or divide. An example of this would be
That an IQ of 70 is 70 points below an IQ of 140, yet a counselor couldn’t assert that a client with an IQ of 140 is twice as intelligent as a client with an IQ of 70
A ratio scale is an interval scale with a true zero point. Ratio measurements are possible using this scale. Addition, subtraction, multiplication, and division all can be utilized on a ratio scale. In terms of counseling research,
Most psychological attributes can’t be measured on a ratio scale
Researchers often utilize naturalistic observation when doing ethological investigations or studying children’s behavior. In this approach,
The researcher doesn’t manipulate or control variables
The simplest form of descriptive research is the ____, which requires a questionnaire return rate of ____ to be accurate
Survey; 50-75%
A researcher gives a depressed patient a sugar pill and the individual’s depression begins to lift. This is known as
The placebo effect
A researcher notes that a group of clients who aren’t receiving counseling but are observed in a research study are improving. Her hypothesis is that the attention she has given them has been curative. The best explanation of their improvement would be
The Hawthorne effect
An elementary school counselor tells the third-grade teacher that a test revealed that certain children would excel during the school year. In reality, no such test was administered. Moreover, the children were unaware of the experiment. By the end of the year, all of the children who were supposed to excel did excel. This would best be explained via
The Rosenthal effect or the experimenter expectancy effect
A panel of investigators discovered that a researcher who completed a major study had unconsciously rated attractive females as better counselors. This is an example of
The Halo effect
All of the following describe the analysis of covariance technique except
It’s a correlation coefficient
Three years ago, an inpatient chemical dependency center in a hospital asked its clients if they would like to undergo an archaic form of therapy created by Wilhem Reich known as “vegotherapy.” Approximately half of the clients stated they would like to try the treatment, while the other 50% stated they would stick with the tried-and-true program of the center. Outcome data on their drinking was compiled at the end of 7 weeks. Today, 3 years later, a statistician compared the two groups based on their drinking behavior at the end of the 7 weeks using a t test. This study could be described as
Causal comparative research
The WAIS-III IQ test is given to 100 adults picked randomly. How many of the adults most likely would receive an IQ score between 85 and 115?
68 people
A researcher creates a new motoric test in which clients throw a baseball at a target 40 feet away. Each client is given 100 throws, and the mean on the test is 50. Sam took the test and hit the target just 2 times out of the 100 throws allowed. Jeff, on the other hand, hit the target 92 out of 100 trials. Usiing the concept of statistical regression toward the mean, the research would predict that
Sam’s score will increase while Jeff’s will decrease
Standardized tests always have
Formal procedures for test administration and scoring
There are two distinct types of developmental studies. In a cross-sectional study, clients are assessed at one point in time. In a longitudinal study, however,
The same people are studied over a period of time
A counselor educator, Dr. Y, is doing research on his classes. He
hypothesizes that if he reinforces students in his morning class
by smiling each time a student asks a relevant question, then
more students will ask questions and exam grades will go up.
Betty and Linda accidentally overhear Dr. Y discussing the ex-
periment with the department chairman. Betty is a real people
pleaser and decides that she will ask lots of questions and try to
help Dr. Y confi rm his hypothesis. Linda, nevertheless, is angry
that she is being experimented on and promises Betty that Dr.
Y could smile until the cows came in but she still wouldn’t ask a
question. Both Linda and Betty exemplify
Demand characteristics of experiments
If an ANOVA yields a significant F value, you could rely on _____ to test significant differences between group means
Duncan’s multiple-range, Tukey’s, or Scheffe’s test
Switching the order in which stimuli are presented to a subject in a study is known as
Counterbalancing
A doctoral student who begins working on his bibliography for his thesis would most likely utilize
ERIC, for primary and secondary resources
In a random sample, each individual in the population has an equal chance of being selected. Selection is by chance. In a new study, however, it will be important to include 20% African Americans. What type of sampling procedure will be necessary?
Stratified sampling would be best
A researcher wants to run a true experiment but insists she will not use a random sample. You could safely say that
She could accomplish this using systematic sampling
An operational definition
Outlines a procedure
In a parametric test, the assumption is that the scores are normally distributed. In nonparametric testing, the curve is not a normal distribution. Which of these tests are nonparametric statistical measures?
All of the above
A researcher studies a single session of counseling in which a counselor treats a client’s phobia using a paradoxical strategy. He then writes in his research report that paradox is the treatment of choice for phobics. This is an example of
Inductive logic or reasoning
A client goes to a string of 14 chemical dependency centers that operate on the 12 step model. When his current ttherapist suggests a new inpatient program, the client responds with, “What for, I already know the 12 steps? This client is using
Deductive logic
Mike takes a math achievement test. In order to predict his score if he takes the test again, the counselor must know
The standard error of measurement
A researcher performs a study that has excellent external or so-called population validity, meaning that the results have generalizability. To collect his data, the researcher gave clients a rating scale in which they were to respond with strongly agree, somewhat agree, neutral, somewhat disagree, or strongly disagree. This is
A Likert scale