AP Psychology › Interpreting Results
When measuring central tendency, which of the following choices is known to be biased depending on the data set?
Mean
Median
Standard deviation of the mode
Standard deviation
Percent error
The mean is the average of a data set. On the other hand, the median is considered to be the 50th percentile—that is cutting the entire data set in half and representing the exact middle of the data set. The mean may be skewed depending on the data set. For instance, the median may be 50 but because of a few higher numbers, the mean could be 56. Using the mean as a measure of central tendency may cause the distribution to be a bit lopsided. Percent error is a statistical measure of the marginal error of actual results compared to expected results; therefore, percent error would not be the correct answer. Additionally, standard deviation is the measurement of the deviation from a group as a whole. This calculation is often conducted using averages (means); thus, the options standard deviation and standard deviation of the mode would also be incorrect.
What kind of statistical test would be used to determine if there is a linear relationship between two variables?
Pearson correlation
T-test
ANOVA
Chi-square
Average
A Pearson correlation between two variables indicates that as one variable increases, another variable either increases or decreases by some amount in a linear manner.
Researchers discover a .62 correlation between self-esteem and academic achievement in a group of high school students. This would be described as a __________ in strength relationship.
moderate
strong
weak
medium
Any correlation between .30 and .69 is considered moderate in strength. Anything above .60 is considered strong. Anything below .30 is considered weak or no correlation.
The _________ measures the average distance of a score from the mean in a distribution. This number increases as the spread of scores increases.
standard deviation
range
mean
median
mode
The standard deviation is a measure of variability, or the spread of scores. The standard deviation is the average distance of the score from the mean. This makes sense when considering the formula, which involves subtracting the mean from each score, squaring it, calculating the sum, dividing by the number of scores, and taking the square root. The range is also a measure of variability, but simply involves subtracting the smallest score from the largest score. The mean, median, and mode are all measures of central tendency. The mean is the average of all scores. The median is the center score in the distribution. The mode is the score that occurs most frequently.
Which of these represents the strongest correlation coefficient?
Correlation coefficients range from -1 to 1, with the strongest correlations being closer to -1 or 1. A correlation of 0 indicates no relationship between two variables. Negative correlations can be as strong or stronger than positive correlations; the most important factor is the magnitude of the correlation.
Which of the following correlation coefficients indicates the strongest relationship?
-.89
.12
.77
.02
.545
A correlation coefficient is a statistical measure of the extent to which two factors vary together. Specifically, it measures how well one factor predicts another on a scale of -1 to 1, with numbers closer to -1 and 1 indicating the strongest relationships. Whether a correlation coefficient is negative or positive does not indicate the strength of the relationship, it simply tells us the direction of the relationship!
The following are the ages of 12 children sitting in a row at an elementary school assembly:
For the data set, what are the mean, median, and mode, respectively?
None of these
In order to calculate the mean (also called arithmetic average) we need to add all the values together and divide by the number of values. In this case, the total sum is 87 and the number of values is 12, so we perform the following calculation to obtain our mean:
To find the median, we simply arrange the values in order from least to greatest and identify the middlemost number. However, since 12 is an even number, there will not be one single middle value– therefore, we find the average of the two middlemost values. Arranged in ascending order, the data set is:
The 6th and 7th values are 6 and 7, so we know our median is the average of 6 and 7.
The mode is the value that occurs most frequently in the data set. Here, 6 occurs three times and no other number occurs more than twice, which means 6 is our mode.
A group of psychologists reject their null hypothesis, but it turns out that their null hypothesis is true. What kind of error have they committed?
Type I error
Type II error
Cohort effect
Correlational error
A type I error occurs when a null hypothesis is rejected when researchers should have failed to reject the null hypothesis, in other words, when the researchers reject a true hypothesis. Remember, a null hypothesis is the assumption that there is no difference between the groups participating in the study. So if a type I error occurs, that means that the researchers are stating there is a difference between the groups when there really is not a difference. A Type II error involves the acceptance of a false hypothesis.
Which of the following is true about statistical significance?
Statistical significance is typically obtained when a p value is less than .05
It is always more important than practical significance
Statistical significance is typically obtained when a p value is greater than .05
Statistical significance involves accepting the null hypothesis
The null hypothesis is rarely considered during significance testing
Statistical significance is a statistical criterion for rejecting the assumption of no difference between groups in a particular study. In order to establish statistical significance, researchers typically look for a p value of less than .05, which indicates that the study's findings were not obtained due to chance or error.
A psychology statistics professor wants to display data from previous test scores. There are 100 students in her class. On the last test 5 students received perfect scores; however, the rest of the students averaged a score of a 66. Which of the following central tendency measures would be the best to describe the class’s performance on the exam?
Median
Mode
Mean
Standard deviation
Central tendency measures include the mean, median, and mode. In this case, the median would be best because several outliers skew this data set (e.g. perfect scores). The mean would be influenced strongly by these outliers.