Variables
Terminology
Misc.
Types of Data Yeild
Vocabulary
100

This term refers to the number of times an experiment is repeated to ensure reliable results.

Repeated Trials

100

A testable statement that predicts the relationship between the independent and dependent variables.

Hypothesis

100

There are ___ major classes of information with which an experimental designer must cope.

six

100

What is [P1] Post-Treatment Behavior or Physical Measurement?

In a typical experiment, the primary focus is on data related to the subject's physical measurements or behavior after treatment. Most experiments gather immediate or short-term results, but more complex studies aim to compare post-treatment behavior across groups that received different treatments or no treatment at all. There are five categories of post-treatment behavior or physical measurements that can be identified.

  1. P1-1: behavior or measurement immediately after treatment
  2. P1-2: a comparison of post-treatment behavior between experimental and control groups
  3. P1-3: a comparison of the post-treatment behavior between experimental groups or blocks
  4. P1-4: long-term effects with continuing treatment and periodic observations
  5. P1-5: long-term effects without continuing treatment but with observation(s)
100

__________ refers to the property of completely chance events that are not predictable (except in the sense that they are random). 

Randomness Randomness ensures that previous events have no influence on future occurrences. In experiments, random assignment of subjects to groups is crucial because it helps eliminate bias and ensures that differences between groups are due to the experimental conditions rather than pre-existing differences. This random distribution creates more reliable and valid results by preventing any group from having an unfair advantage.

200

These are variables that are held constant throughout an experiment to ensure that they do not interfere with the relationship between the independent and dependent variables.

Controlled Variables

200

This type of variable is measured or observed in an experiment and changes as a result of the independent variable.

Dependent Variable

200

A __________ is a written or detailed plan for conducting an experiment, outlining the procedures and methods to be used.

Protocol

200

What is [P2] Pre-Treatment Behavior or Physical Measurement?

Pre-treatment behavior or condition requires observation, testing, or measurement before the experimental manipulation. Without this data, the design can't address questions about the subjects before treatment. While such information can be gathered from other studies, directly acquiring it increases the cost of the experiment and may introduce confounding effects, where the pre-treatment observation influences the subject's subsequent behavior. Several types of pre-treatment information can be collected.

  1. P2-1: behavior or measurement immediately before treatment
  2. P2-2: comparing pre-treatment to post-treatment behavior or measurement
  3. P2-3: a comparison of pre-treatment behavior or measurement between different pairs of subjects
  4. P2-4: a comparison of the differences between pre-treatment and post-treatment behavior among groups of subjects
  5. P2-5: the effect of the pre-treatment observation or measurement on subsequent behavior or measurement of the subject
200

The __________ variable is the factor that is manipulated or changed in an experiment.

Independent

300

In the same plant growth experiment, the amount of fertilizer applied would be this type of variable.

Independent variable

300

This term describes a group in an experiment that does not receive the experimental treatment and is used as a comparison.

Control Group

300

The __________ is the first step in the scientific method, where you make observations and gather information to develop a question or hypothesis.

Observation

300

What are[I] Internal Threats to Validity?

This class of information refers to some rival hypothesis that threatens clear interpretation of the experiment. A common group of rivals threatens most experiments, particularly those using human subjects. Typically, the rival hypothesis asserts that something outside of the experiment proper produced the behavior or measurement of interest. To discover whether or not such rival events exert an influence, the designer must usually provide for one or more control groups. Typically, internal threats to validity include: 

  1. I-1: the subjects exhibited behavior because of some event other than the treatment
    • some other drug or process caused the change
    • the subject changed naturally [just improved…]
    • the subject had a massive change in attitude or emotion
    • some other physical change occurred
  2. I-2: the subject could or would perform the behavior, or would have exhibited the measurement without the treatment
300

The ability to repeat an experiment and obtain similar results is known as __________.

Reproducibility

400

This term refers to the phenomenon where a researcher’s expectations or biases influence the results of an experiment, which can be minimized by controlling variables.

Experimental Bias

400

The _______________ refers to the behavior of interest being caused by subject being in the center of the experimental stage, e.g., having a great deal of attention focused on them.

Hawthorne Effect This usually manifests itself as a spurt or elevation in performance or physical phenomenon measured. Although the Hawthorne Effect is much more frequently seen in behavioral research, it is also present in medical research when human subjects are present. Dealing with this problem is handled by having a control group that is subject to the same conditions as the treatment groups, then administering a placebo to the control group. The study is termed a blind experiment when the subject does not know whether he or she is receiving the treatment or a placebo. The study is termed double blind when neither the subject nor the person administering the treatment/placebo knows what is being administered knows either.

400

A __________ occurs when an independent variable is changed at different levels to observe the effect on the dependent variable.

Treatment
400

What are [C] Comparable Groups?

Comparability information is used when two or more groups of subjects are involved in an experiment. It ensures that the groups were similar in relevant attributes before and during the treatment, except for the treatment itself. If the designer cannot confirm this comparability, they must acknowledge that differences between groups may have influenced the results. The two main techniques for ensuring comparability are pre-tests or measurements and random assignment. Thus, there are two types of comparability information. 

  1. C-1: were the groups (either experimental or control) comparable before the treatment?
  2. C-2: did the groups receive a comparable degree of experiences during the time of the study (except for differences in treatment?
400

___________ refers to causal inferences drawn "after the fact."

 Ex post facto An ex post facto study looks at a causal event that has already occurred, making it a non-experimental study. In such research, researchers compare groups that have been exposed to different conditions, like patients treated with Drug A versus Drug B, and attempt to infer differences in outcomes between the groups. Unlike experimental studies, these studies do not involve controlled manipulation of variables.

500

This is a type of variable that is not directly part of the experiment but may still influence the outcome. It is often difficult to account for fully.

Extraneous variable

500

This type of error occurs when an experiment's measurements are inaccurate due to tools or procedures, but could be corrected.

Systematic error
500

DataYeildBonus; What is [R] Relationship to Treatment?

This information focuses on how treatment effects interact with various factors, such as different types of subjects, other treatments, varying intensities, repeated applications, and treatment sequences. It is typically obtained through blocking, factorial designs, and repeated measures designs.

  1. R-1: did the treatment interact with subject characteristics so that subjects with different characteristics behaved or reacted differently?
  2. R-2: how does the treatment interact when combined with other sorts of treatment?
  3. R-3: does the treatment contain different factors which may operate differentially on the subjects?
  4. R-4: what is the effect of different levels or degrees of the treatment?
  5. R-5: what is the effect of different orders or sequences of various treatments?
500

What are [E] Experiment Errors?

Experiment error refers to some unwanted side effect of the experiment itself which may be producing effect rather than the treatment. The Hawthorne Effect alluded to earlier is a continuing source of experimental error in both behavioral and medical research. Two types of strategies exist to deal with the Hawthorne effect. 

  1. E-1: provide for a placebo treatment group which gets the attention, but not the "real" treatment and use blind and double blind strategies as needed
  2. E-2: continue the treatment over a longer period of time; research shows that the Hawthorne effect tends to be short-lived
500

A __________ is an outside factor that can affect both the independent and dependent variables, potentially skewing the results.

Confounding

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