Which of the following techniques are used to control extraneous variables in research? (A) Change of instrument (B) Randomisation (C) Matching (D) Removing variables (E) Changing the research method Choose the correct answer from the options given below :
In research, especially in experimental designs, we aim to understand the effect of an independent variable on a dependent variable. However, other variables, known as extraneous variables, can also influence the dependent variable. If these extraneous variables are not controlled, they can introduce alternative explanations for the observed results, making it difficult to conclude that the independent variable caused the change in the dependent variable. Therefore, controlling extraneous variables is crucial for establishing a clear cause-and-effect relationship and increasing the internal validity of a study.
Let's examine the given techniques and evaluate their effectiveness in controlling extraneous variables:
Based on standard research methodology practices, Randomisation, Matching, and Removing variables are recognized techniques for controlling extraneous variables. Changing the instrument might address measurement issues, but not necessarily control extraneous variables directly. Changing the research method is too broad and not a specific control technique.
Therefore, the techniques used to control extraneous variables from the given options are Randomisation, Matching, and Removing variables.
| Technique | Used for Controlling Extraneous Variables? | Explanation |
|---|---|---|
| (A) Change of instrument | No (Primarily addresses measurement validity/reliability) | Addresses how variables are measured, not the extraneous variables themselves. |
| (B) Randomisation | Yes | Distributes extraneous variable effects evenly across groups. |
| (C) Matching | Yes | Ensures groups are equivalent on specific extraneous variables. |
| (D) Removing variables | Yes | Eliminates or minimizes the presence/variability of the extraneous variable. |
| (E) Changing the research method | No (Too broad; not a specific control technique) | Refers to a shift in overall study design, not a technique within a design for control. |
The options that list these techniques are (B), (C), and (D).
| Term | Definition | Importance in Research |
|---|---|---|
| Independent Variable | The variable manipulated by the researcher. | Its effect on the dependent variable is studied. |
| Dependent Variable | The variable measured to see the effect of the independent variable. | The outcome being investigated. |
| Extraneous Variable | Any variable other than the independent variable that could affect the dependent variable. | Must be controlled to ensure results are due to the independent variable. |
| Confounding Variable | A specific type of extraneous variable that varies systematically with the independent variable, making it impossible to separate their effects. | A major threat to internal validity; rigorous control methods are needed. |
Controlling extraneous variables is a cornerstone of good research design, particularly in quantitative studies aiming for high internal validity. Beyond randomisation, matching, and removing variables, other techniques include:
The choice of control technique depends on the nature of the extraneous variable, the research design, ethical considerations, and practical feasibility.
Match List I with List II :
| List I Variables | List II Characteristic features | ||
| (A) | Independent | (I) | Can be used to divide subjects into specific categories |
| (B) | Dependent | (II) | Cannot be divided into subparts |
| (C) | Control | (III) | Represents the cause |
| (D) | Discrete | (IV) | The variable that is affected |
Choose the correct answer from the options given below:
The values which explain how closely the variables are related to each one of the factors discovered are known as
Sometimes, subjects who know that they are in a control group may work hard to excel against the experimental group. Such a phenomenon is known as
Given below are two statements, one is labeled as Assertion A and the other is labeled as Reason R
Assertion A :-
Causal relationship between the independent variable and the dependent variable cannot be established beyond doubt, if the researcher fails to control the conditions.
Reason R : -
A set of confounding variables are likely to influence the value of the dependent variable, if they are not controlled by the researcher.
In light of the above statements, choose the most appropriate answer from the options given below