Thursday, August 22, 2019

Difference between internal and external validity


Difference between internal and external validity


Internal and external validity are concepts that reflect       whether or not the results of a study are trustworthy and meaningful. While internal validity relates to how well a study is conducted (its structure), external validity relates to how applicable the findings are to the real world( (‘Difference Between Internal and External Validity (with Comparison Chart)—Key Differences’, n.d.).


Figure 1.internal and external validity
Internal Validity
Internal validity is the extent to which a study establishes a trust worthy cause and effect relationship between a treatment and an outcome. It also reflects that a given study make it possible to eliminate alternative explanations for a finding.  For example, If you implement a smoking cessation programme with a group of individuals, how sure can you be that any improvement seen in the treatment group is due to the treatment that you administered. In short, you can only be confident that your study is internally valid if you can rule out alternative explanation for your findings.  As a brief summary, you can only assume cause and effect when you meet the following three criteria in your study.
The cause preceded the effect in terms of time.
The cause and effect vary together.
There are no other likely explanations for this relationship that you have observed.
It depends largely on the procedures of a study and how rigorously it performed.
It is not a yes or no type of concept (instead, we consider how confident we can be with the findings of a study, based on whether it avoids traps that may make the findings questionable.)
Factors that improve internal validity includes Randomization, Random selection, Blinding, experimental manipulation, study protocol.
Factors that threaten internal validity confounding, historical events, maturation, testing, instrumentation, attrition, diffusion, experimenter bias
External Validity
External validity refers to how well the outcome of a study can be expected to apply to other settings. In other words, this type of validity refers to how generalizable the findings are.  For instance, do the findings apply to other people, settings, situations and time periods. Ecological validity, an aspect of external validity, refers to whether a study's findings can be generalized to the real world. Another term called transferability relates to external validity and refers to the qualitative research design. Transferability refers to whether results transfer to situations with similar characteristics( (Gans & MD, n.d.). Factors that improve external validity involve inclusion and exclusion criteria, Psychological realism, Replication, Field experiments, Reprocessing or Calibration. Factors that threaten external validity includes situational factors such as time of day, location, noise, researcher characteristics, pre- and post test effect, sample features, selection bias etc.

The essential difference between internal and external validity is that internal validity refers to the structure of a study and its variables while external validity relates to how universal the results are.  There are further differences between the two as well.




Table 1difference of internal and external validity
Basis for comparison
Internal validity
External validity
Meaning
Internal validity is the extent to which the experiment is free from errors and any difference in measurement is due to independent variable and nothing else.
External validity is the extent to which the research results can be inferred to world at large.

Concerned with
Control
Naturalness
What is it ?
It is a measure of accuracy of the experiment
It checks whether the casual relationship discovered in the experiment can be generalized or not.
Identifies
How strong the research methods are?
Can the outcome of the research be applied to the real world
Describes
Degree to which the conclusion is warranted
Degree to which the study is warranted to generalize the result to other context
Used to
Address or eliminate alternative explanation for the result
Generalize the outcome

Reference
https://key differences.com
Difference Between Internal and External Validity (with Comparison Chart)—Key Differences. (n.d.). Retrieved 20 August 2019, from https://keydifferences.com/difference-between-internal-and-external-validity.html
Gans, S., & MD. (n.d.). Understanding Internal and External Validity. Retrieved 20 August 2019, from Verywell Mind website: https://www.verywellmind.com/internal-and-external-validity-4584479



No comments:

Post a Comment