Week 4 Flashcards
Test Bias vs Test Fairness
Whats Difference between Test Bias and Test Fairness?
Test Bias = Statistical Concept
Test Fairness = Social Values Concept
Technical Meaning of Test Bias
An empirical question that can ONLY be examined by test validation studies
What is Differential Validity
Differences in relationship between a test and a criterion when administered to different groups of people.
i.e., vocab test on non-eng vs eng speakers.
Test Bias in Content Validity + when it occurs
Most common criticism against tests
Occurs when:
- Test items asks for information that certain groups didnt have chance to learn
- Certain groups are penalised for answers that are correct in their culture.
- Wording is unfamiliar/difficult for groups.
Can only be demonstrated through empirical research (No panel of experts)
What is Differential Item Functioning Analysis
Attempts to identify items that are biased against any groups.
Identifies subgroups and compares performance on items.
If differ significantly they they are thrown out and rescored.
Test Bias in Criterion-Related Validity
An unbiased test will equally predict future performance for all subgroups.
What should the regression line be for an unbiassed test
Both groups on the slops of the regression line (groups may overall have differences in average score for criterion but need to be on same line)
What should regression look like for intercept bias
Slops are the same but are parallel as y int is different
Using one line discriminates in favour of one group over another
What should regression look like for slope bias
Slope (Gradient) different. not parallel.
What is test bias in construct validity
When test measures the same same trait/construct but with different degrees of accuracy between groups.
Demonstrated when a test is shown to measure traits/constructs different for one group versus another group
How to see if there is no test bias in construct validity
When the test is shown to have the factor structure for the two groups.
If you rank the item difficulties within the test are highly similar.
What are the three philosophies of Test Fairness
Unqualified Individualism
Qualified Individualism
Quotas
What does Unqualified Individualism refer to
Selection decisions are made on the basis of BEST QUALIFIED applicants, however, if AGE, GENDER and OTHER DEMOGRAPHIC CHARACTERISITCS are found to be a VALID PREDICTOR of PERFORMANCE, these variables should be considered.
Direct opposite of Qualified Individualism
What are some issues with Unqualified Individualism
More emphasis could be placed on the demographic characteristics rather than test scores
What does Qualified Individualism refer to?
The process of selecting the best qualified individual based SOLEY ON TEST ABILITIES.
Other demographic characteristics are not considered.
Opposite of Unqualified Individualism
What are some issues with Qualified Individualism?
Selection based exclusively on test abilities without considering any variables that could affect the performance
What does Quotas refer to?
Using separate selection procedures for the various subgroups in the community
For example,
If in a particular location the population is comprised of 35% Indigenous Australian and 65% non-Indigenous Australians, then selection procedures will be used to select candidates in approximately the same ratio. One selection procedure will be used to select the best available indigenous Australian applicants while another procedure is used to select the best available non-indigenous Australians.
What is the issue with Quotas
Those selected do not necessarily have the highest test scores.
What are the 5 Major Steps in test development
- Test Conceptualisation
- Test Construction
- Test Try-out
- Item Analysis
- Test Revision
What is required in Test Conceptualisation?
Requires clear specification of the construct to be measured and what is known about it?
What is statement of purpose in Test Conceptualisation
Statement of Purpose
- Begins with a statement of purpose of the test and construct or construct domain to be measured.
- Simple and identifies the trait/s to be measured and the target audience for the test
What is the Literature Check stage for Test Conceptualisation?
Checking whether an appropriate test already exists for that purpose.
What is the preliminary design issues stage of Test Conceptualisation?
Test developers need to make some preliminary decisions about the design of the test:
- Mode of administration
- Length of the test
- Number of scores
- Response format
- Score reports
- Administrator training
- Norm-referenced or criterion-referenced.
What is an Operational Definition:
A specification of the observable characteristics that will be measured and the process for assigning a value to the concept.
Example 1:
Intention to quit smoking
- Individual’s rating of the probability that they will stop smoking on a scale from 1 = very unlikely to 5 very likely
Example 2:
Construct of “intelligence” as measured by the WAIS-IV
- “the capacity of the individual to act purposefully, to think rationally, and to deal effectively with his environment”
- “Intelligence is a global construct (g) which can also be categorized by the sum of many specific abilities” ‐‐ Wechsler, 1944
- Comprised of subtests with specific administration and scoring protocols