Experimental Methods Flashcards
Experimental methods make up a staggering fraction of a typical MCAT P/S section. This deck covers these methods from a sociological perspective, from cross-sectional versus longitudinal studies to biases implicit in survey methods.
What are the two categories into which studies can be divided based on the role of the researcher or experimenter?
- Experimental studies
- Observational studies
As their names indicate, experimental studies involve the researcher manipulating some condition(s) experienced by the groups, while in observational studies, the researcher simply observes and/or measures the sample without interfering.
Do randomized controlled trials (RCTs) exemplify observational or experimental studies?
experimental studies
Both the word “randomized” and the word “trial” are hints to the nature of an RCT. “Randomized” indicates that subjects are randomly assigned to different groups, which occurs only in experimental studies. “Trial,” too, has a connotation of experimenting rather than observing.
How large, at minimum, must a sample size be for a study to be valid?
There is no minimum sample size, although the larger the sample, the better.
This is important! In studies of extremely rare conditions, for example, it’s not possible to utilize a very large sample, and that’s okay. Be wary of MCAT answer choices that indicate that a study is flawed simply because it has a small sample size, unless the passage/question gives additional information to support this.
What is the key limitation of observational studies compared to experimental studies in terms of what they cannot prove?
causation
Since observational studies involve only observation, these studies are highly subject to confounding variables. Additionally, even the direction of causation is often unclear in such a study. For these reasons, only experimental studies can determine causation.
Name the type of observational study in which a sample is followed and measured over time.
longitudinal study
Longitudinal studies are advantageous in that they allow researchers to determine the sequence of events that subjects experience. Subjects are often followed for months or years.
Name the type of observational study in which samples are evaluated once, at a single point in time, and compared.
cross-sectional study
These studies are highly useful in comparing variables (often, many variables) at a time, but they cannot be easily used to determine sequences of events over time.
Fill in the blank.
A classic distinction in research is between ________ and ________.
This distinction refers to whether a change in one variable directly leads to a change in another, or when both changes simply happen to be more likely to occur together.
correlation, causation
Causation, the stronger of the two relationships, occurs when a change in one variable causes a change in another variable.
Correlation occurs when a change in one variable (say, increased blood glucose) simply happens to occur with, but is not necessarily caused by, a change in another variable.
Name the value that serves as a statistical measure of the strength of the correlation between two variables.
correlation coefficient
This value ranges from −1.0 to 1.0.
True or false.
A negative correlation means that two variables are not associated with each other at all.
False
This is incorrect! A negative correlation means that two variables are associated with each other; specifically, as one variable increases, the other decreases.
In contrast, a positive correlation means that as one variable increases, the other also increases.
A complete lack of correlation between two variables is indicated by a correlation coefficient that is close to what value?
0
A correlation coefficient of 0 indicates a total lack of correlation; in other words, the two variables have no relationship with each other at all.
As GPA increases, MCAT score also tends to increase. If a large increase in GPA only produces a relatively small increase in MCAT score, the correlation coefficient of this relationship would likely be between what two values?
between 0 and 0.5
A correlation coefficient in this range indicates the presence of a weak positive correlation (in other words, as one variable increases by a large amount, the other variable increases by a small amount).
A strong negative correlation is indicated by a correlation coefficient near what value?
−1
The strongest possible negative correlation is indicated by a correlation coefficient of −1.
Fill in the blank.
A weak negative correlation is indicated by a correlation coefficient between _______ and ________.
0 and −0.5
A weak negative correlation means that as one variable increases by a large amount, the other variable decreases by a small amount.
What does a steeply sloping upward best-fit line in a graph of two variables indicate about the correlation coefficient?
1
This description corresponds to a strong positive correlation (as one variable increases, the other similarly increases). The strongest possible positive correlation is denoted by a correlation coefficient of 1.
A correlation matrix is a table in which multiple variables are plotted along both the columns and rows of the table. Each cell then shows the correlation coefficient between the variable listed for that column and that listed for that row. Correlation matrices are typically marked by a line of correlations of 1 running diagonally through them. Why?
This diagonal line exists because the correlation between a variable and itself is always 1.
Check this out yourself next time you see a correlation matrix!
What is the term for a longitudinal study that follows a group of individuals sharing a common characteristic over time?
cohort study
Here, the group of individuals is termed a cohort. Cohorts may be similar in their birth year (a “birth cohort”), in whether they have some disease, in their early exposure to a toxin, or in many other ways.
Fill in the blank.
Unlike a cohort study, a ________ study involves close, detailed analysis of an individual, small group, or situation.
case
This differs from a cohort study, which involves analysis of a larger group. Case studies are extensively used in medicine, especially for rare or previously unknown conditions (such as a deep dive into the case of a woman with a previously undiscovered type of tumor).
What type of study is conducted at the population or community level and typically focuses on the risk factors for a disease or condition?
ecological study
Often, the population assessed in an ecological study is determined geographically. For instance, an epidemiological study of risk factors for infection by a new virus in South Korea would be an ecological study.
What are research methods called that involve observing people or groups in their natural settings?
ethnographic methods
These methods often are used to gather qualitative data about societies, although they can also be used to obtain quantitative data. Ethnographic methods are extensively used by anthropologists and some sociologists.
Fill in the blank.
________ _______ is a research method that involves analyzing the words and (sometimes) images from websites, documents, works of art, or other bodies of language.
Content analysis
This method has been used increasingly often since the advent of computing tools that allow for easy analysis of text. (If you’ve ever seen a word cloud, that is an example of content analysis.)