Psy 407 Validity

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    Determining Validity

    There are several ways to measure validity. The mostcommonly addressed include:

    - Face Validity

    - Construct & Content Validity

    - Convergent & Divergent Validity

    - Predictive Validity

    - Discriminant Validity

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    Validity

    Refers to measuring what we intend to measure.

    If math and vocabulary truly represent intelligence then

    a math and vocabulary test might be said to have high

    validity when used as a measure of intelligence.

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    Face Validity Is the extent to which it is self-evident that a scale is measuring

    what it is suppose to measure.For Example - you might look at a measure of math ability, read through

    the questions, and decide that yep, it seems like this is a good measure of

    math ability

    It would clearly be weak evidence because it is essentially a

    subjective judgment call. Just because it is weak evidence doesn't

    mean that it is wrong. We need to rely on our subjective judgment

    throughout the research process.

    For example- suppose you were taking an instrument reportedly

    measuring your attractiveness, but the questions were asking you to

    identify the correctly spelled word in each list. Not much of a link

    between the claim of what it is supposed to do and what it actuallydoes.

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    Face Validity (cont.)

    In all cases, face validity is not based on empirical research

    evidence.

    When used alone, face validity provides very weak support for the

    overall validity of a scale.

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    Face Validity (cont.)

    Possible Advantage of face validity... If the respondent trusts the test and believes it is

    measuring what it should be measuring, they may

    provide more useful, thoughtful, and accurate answers. E.g., if a nursing test seems to measure constructs not

    associated with nursing, the respondent may become

    frustrated and answer poorly or without much thought

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    Possible Disadvantage of face validity...

    If the respondent knows what information weare looking for, they might try to bend &

    shape their answers to what they think wewant.

    i.e., fake good or fake bad

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    Content Validity

    Does the test contain items from the desired content

    domain?

    Based on assessment by experts in that content domain.

    Is especially important when a test is designed to have

    low face validity.

    Is generally simpler for tests of ability than for

    psychological constructs to demonstrate content

    validity

    .

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    For Example- Easier for math experts to agreeon an item for an algebra test than it is forpsych experts to agree whether or not an item

    should be placed in a personality measure

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    Content Validity (cont.)

    Basic Procedure for Assessing Content Validity:

    1. Describe the content domain

    2. Determine the areas of the content domain that aremeasured by each test item

    For Example - In developing a nursing licensure exam, experts on

    the field of nursing would identify the information and issues

    required to be an effective nurse and then choose (or rate) items

    that represent those areas of information and skills.

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    Content Validity (cont.)

    Lawshe (1975) proposed that each rater should respond to

    the following question for each item in content validity:

    Is the skill or knowledge measured by this item

    1. Essential

    2. Useful but not essential

    3. Not necessary

    We need to have a high proportion of essential

    responses from the raters

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    Construct Validity

    Construct Validity basically refers to the general validity

    of the measurement tool.

    Does the instrument measure the construct that it is

    intended to measure?

    There is no statistical test that will provide an absolute

    measure for construct validity. Therefore, construct

    validity is never proven, it can only be supported.

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    A) Assess how well the test predicts the relevantconstruct

    Assume that we have developed theJohnson

    Inventory of Aggression (JAS) A person who scores high on the JAS should

    be more likely to engage in aggressive behaviorin any situation relative to those who score lowon the JAS

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    B) Compare the new measure to an existing, valid measure (i .e, the

    JAS should correlate highly with an existing valid measure of

    aggression) .

    Although a valid measure will exist but a new scale is being

    created that will have some advantage over the older measure.

    Advantages of new measure A) more consistent with current theory B) shorter and more accurate

    -

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    Sometimes existing valid measures dontexist. That is often why the new scale isbeing created in the first place.

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    Tyson (1997) contends that there is a clearracial divide between Blacks and Whites intheir perceptions of the prevalence of

    discrimination in America Crocker (1999) found that when compared to

    White Americans, Black Americans (across allsocioeconomic levels) were much more likely

    to believe in conspiracy theories that suggestthat the government engaged in organizedefforts to harm Blacks

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    Monteith & Spicer (2000)showed thatBlack negative attitudes towards

    Whites generally reflected reactionsto perceived racism (eg., Theyalways have negative thoughts about

    Blacks)

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    A) Media and experiences

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    83% of Blacks have experienced racism in their day-to-daylife and 68% experiencing racism during healthcare.(Peters, 2006)

    70% of Blacks reported being treated unfairly by strangers,34% reported unfair treatment by helping professions, and31% were called derogatory names connected to race.(Pieterse & Carter, 2007).

    67% of Black participants felt that their life would havebeen different over the past year if they had notexperienced these racist events

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    However, despite popular opinions,Blacks are not a monolithic group!

    There is variation among Blacks regarding their

    racism expectations involving Whites

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    In his book Country of Strangers,Shiplersuggests that Blacks in America range fromthose who tend to see racism in everyencounter with a white to those who trymightily not to see it all (p. 448).

    Yet there was no direct measureof variation in Black beliefs inWhite racism

    To address the limitations in the racism studies

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    To address the limitations in the racism studiesliterature,Johnson & Lecci (2003) developedthe Johnson-Lecci Scale of Black antiWhite bias

    This scale was based on responses and lifeexperiences of approximately 450 Black collegestudents

    The scale had 20 items and four subscales

    A major subscale was the ingroupstigmatization and discrimination expectation(I.e., the expectation that the typical White personwill discriminate against Blacks)

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    ***All questions were answered on a four point scale (1-strongly disagree, 4-strongly agree)

    I believe that most whites really do support the ideas andthoughts of racist political groups

    I believe that most whites really believe that blacks aregenetically inferior.

    I believe that most whites would discriminate against blacks, ifthey could get away with it

    I believe that most of the negative actions of whites towards

    blacks are due to racist feelings I believe that most whites would harm blacks if they could get

    away with it.

    I believe that most whites think that they are superior to blacks.

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    However, scales are useless if they dontpredict!

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    The JLS has been shown to predict:

    A) the probability of perceiving racism in anambiguously racist scenario (Johnson & Lecci, 2003) Restaurant example, airline choice

    B) the number of a Black persons White friends

    (Johnson & Lecci, 2003) C) the probability that a Black person will confront a

    racist person (Johnson et al., 2006)

    D) racial preferences regarding a mental health

    counselor (Ferguson et al., 2008) E) the probability that of prosocial responses

    towards a White person-in-need (Johnson et al.,2008)

    F) bias against lighter skinned Blacks who were inneed ohnson et al., under review

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    What would be a comparable measure inPacific Island/Fiji culture?

    What might be some of the items on the scale?

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    Discriminant Validity The statistical assessment of Construct Validity

    Does the instrument show the right pattern of interrelationships

    with other instruments.

    Discriminant Validity has two parts:

    Convergent Validity

    Divergent Validity

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    Convergent & Divergent Validity

    Convergent Validity: the extent to which the scale

    correlates with measures of the same or related concepts.

    e.g.,

    A new scale to measure Assertiveness should

    correlate with existing measures of Assertiveness, andwith existing measures of related concepts like

    Independence.

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    Divergent Validity: the extent to which does notcorrelate with measures of unrelated or distinctconcepts.

    e.g., An assertiveness scale shouldnot correlate with measures of aggressiveness.

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    This type of validity measures the relationship between thepredictor and the criterion, and the accuracy with which the

    predictor is able to predict performance on the criterion.

    What is the actual association between a test to predictjob

    performance and actualjob performance

    If the test has high criterion validity, then it should be close

    Criterion-Related Validity (cont.)

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    HOW THIS TYPE IS ESTABLISHED:Criterion-related validity can be either concurrent or

    predictive. The distinguishing factor is the time when criterion

    and predictor data are collected.

    Concurrent- criterion data are collected before or at the same

    time that the predictor is administered.

    Predictive- criterion data are collected after the predictor is

    administered.

    Criterion-Related Validity (cont.)

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    Concurrent Validity This type of validity indicates the correlation between the

    predictor and criterion when data on both were collected ataround the same time.

    Is used to determine a persons current status.

    For ExampleIf a person seems depressed, they should score fairly

    high on a depression inventory given the same day

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    Predictive Validity This type of validity also indicates the correlation between

    the predictor (X) and the criterion (Y). However, criteriondata are collected after predictor data are obtained. In other

    words, this method determines the degree, that X can

    accurately predict Y

    For Example - giving high school juniors the ACT test for

    admission to a university.

    The test is the predictor and first semester grades in college are

    the criterion. If the correlation is large, this means the ACT

    is useful for predicting future grades.

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    Predictive Validity (cont.)

    The extent to which scores on the scale are related to,and predictive of, some future outcome that is of

    practical utility.

    e.g., If higher scores on the SAT are positively correlated with

    higher G.P.A.s and visa versa, then the SAT is said to

    have predictive validity.

    The Predictive Validity of the SAT is mildly supported by

    the relation of that scale with performance in graduate

    school.

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    Predictive Validity

    A predictive validity study consists of two basic steps:

    1.Obtain test scores from a group of respondents, but do not

    use the test in making a decision.

    2.At some later time, obtain a performance measure for those

    respondents, and correlate these measures with test scores to

    obtain predictive validity.

    A Test Must Be Valid -

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    When evaluating test to real-life predictions, even very

    modest correlations of r= .02 or .03 can be of

    considerable importance. For example, the impact of

    chemotherapy on breast cancer survival is r= .03.

    In selection, hiring, and counseling contexts, current

    interpretations suggest that correlations as low as r= .02

    or .03 are meaningful, with many psychological (andmedical test) assessments and real life criteria falling in

    the r = .10 to .30 level, and a few rising beyond that level.

    A Test Must Be Valid -

    Predictive Validity

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    Resilience-----an ability to recover from oradjust easily to misfortuneor change

    Sh ld i t lli b di ti f th

    http://www.merriam-webster.com/dictionary/misfortunehttp://www.merriam-webster.com/dictionary/misfortune
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    Should intelligence be predictive of theprobability of joining a cult?

    More importance should a measure of

    resilience be predictive of (i.e., correlate with)joining a cult?

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    FACTORS THAT INFLUENCE VALIDITY

    Inadequate sample

    Items that do not function as intended

    Improper arrangement/unclear directionsToo few items for interpretation

    Improper test administration

    Scoring that is subjective

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    RELATIONSHIP BETWEEN

    RELIABILITY AND VALIDITY

    Reliability means

    nothing when theproblem is Validity.

    Reliability caps

    validity

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    Reliability and validity are two different standards used to gage the

    usefulness of a test. Though different, they work together.

    It would not be beneficial to design a test with good reliability that

    did not measure what it was intended to measure. The inverse,

    accurately measuring what you desire to measure with a test that isso flawed that results are not reproducible, is impossible.

    Reliability is a necessary requirement for validity. This means that

    you have to have good reliability in order to have validity. Reliability

    actually puts a cap or limit on validity, and if a test is not reliable, it

    can not be valid.

    - from the MSCEIT Manual

    Relationship Between Reliability & Validity