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
Both A and R are correct and R is the correct explanation of A/(A)
The question asks us to evaluate two statements related to establishing a causal relationship in research and the role of controlling variables. Let's break down each statement.
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.
Now let's consider if Reason R explains Assertion A.
Both Assertion A and Reason R are correct statements. Furthermore, Reason R correctly explains why Assertion A is true. Therefore, the most appropriate answer is that both A and R are correct, and R is the correct explanation of A.
| Term | Description | Importance for Causality |
|---|---|---|
| Independent Variable (IV) | The variable that is manipulated or changed by the researcher. | Presumed cause. |
| Dependent Variable (DV) | The variable that is measured to see if it changes as a result of the IV. | Presumed effect. |
| Extraneous Variables | Any variable other than the IV that could potentially affect the DV. | Must be controlled to isolate the IV's effect. |
| Confounding Variables | A type of extraneous variable related to both IV and DV, making it hard to determine the true effect of the IV. | Major threat to establishing causality; must be controlled. |
| Control Conditions | Procedures used to minimize the influence of extraneous and confounding variables on the DV. | Essential for demonstrating that the IV is the only cause of changes in the DV. |
| Variable Type | Role | Impact if Uncontrolled |
|---|---|---|
| Independent Variable | Manipulated Cause | N/A (This is the variable being studied as a cause) |
| Dependent Variable | Measured Effect | Value influenced by uncontrolled variables |
| Confounding Variable | Influences both IV & DV / Related to IV & affects DV | Distorts the observed relationship between IV and DV, makes causality uncertain |
| Extraneous Variable | Any variable other than IV affecting DV | Adds noise or systematic bias, making it hard to detect or interpret the IV's effect on the DV |
Controlling variables is a cornerstone of good research design, particularly in studies aiming to establish cause-and-effect relationships, like experiments. The extent to which a study can confidently attribute the observed effects on the dependent variable solely to the independent variable is known as its internal validity. Lack of control over extraneous and confounding variables directly threatens internal validity. Different research designs employ various techniques to achieve control, such as:
Effective control increases the confidence that the independent variable, and nothing else, is responsible for the changes observed in the dependent variable, thereby allowing researchers to establish a causal relationship more definitively.
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
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 :
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