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Unit IX: Validity and Reliability in
nursing research
Prepared by: NUR 500 Research team
1ST semester 38/39. H
Scientific Rigor
Function of Methods Used:
 To define the problems and develop an evidence based aims and hypothesis
 To measure the variables with attention to potential sources of
measurement error and bias.
 To use and interpret statistical and other analysis precisely.
 To limit generalizations
Polit & Beck 2017
OBJECTIVES
On completing this Unit, you will be able to:
Describe measurement error and its impact on the research process.
Identify how item analysis can assist in maintaining rigor of measurement
instruments.
Describe reliability & validity strategies.
Explain the concept of responsiveness and its associated techniques.
Clarify sensitivity and specificity.
Item Analysis
Not usually reported in the literature unless the study is one that seeking to
establishing the psychometric properties of an instrument.
 An instrument that has to many items will artificially increase the scores used in
reliability testing as well as respondent fatigue.
 Goal:
 To determine that each item is measuring the concept that it intents to
measure.
To delete items that are redundant or are measuring another concepts.
 Technique: Item to Total Correlation
 Items that score a correlation score >0.70 are redundant of other items on the
scale
Polit & Beck 2017
Measurement Error
An measurement’s results varies as a result of accuracy in the
measurement (true scores) and other factors (commonly called
error)
 The degree of deviation between true scores and obtained scores
when measuring a characteristic
 Observed Data = True Score + Error (XO = XT +_ XE)
 Too much error can lead to misleading conclusions about study
findings
Polit & Beck 2017
Error of Measurement
Error score does not necessarily mean “wrong” score
Error component is a composite of other factors that are also
being measured by the researcher
Error score includes other factors
Example: Pain score (how much of the score is from
“anxiety” around pain)?
Polit & Beck 2017
Types of Error
Random Error
Inconsistent, random variation
Error without qualification
Cannot find a pattern in error
Systematic Error
Consistent error, not random
Bias
Has a consistent pattern
Polit & Beck 2017
Sources of Measurement Error
Situational Contaminants
Was there disruptions during the measurement?
Response-Set Bias
Where a respondent always chooses the same answer or one that they believe
the investigators want
Transitory Personal Factors
Such as a headache, or increased stress
Polit & Beck 2017
Sources of Measurement Error
Administration Variations
Are score different at different times of the year?
Instrument Clarity
Was the instrument written at the correct literacy level?
Response Sampling
Was the convenience sample biased in some way such as all female?
Polit & Beck 2017
Reliability: Data Collection
• Degree of consistency with repeated measurements
Categories of Reliability:
1. Stability: Used with same people (patients) on separate occasions (over time)
and get same answers
2. Internal Consistency: All subparts/items are measuring same general thing
3. Equivalence: Equitable results from two or more instruments or observers
Polit & Beck 2017
Reliability: Stability
 Sometimes called test, re-test reliability
 Is the agreement of measuring instruments over time.
 To determine stability, a measure or test is repeated on the same subjects at a future
date.
 Results are compared and correlated with the initial test to give a measure of stability.
 Typically the Spearman-Brown coefficient.
 Scores equal to or greater than 0.70 are usually considered sufficient.
Polit & Beck 2017
Reliability: Internal Consistency
 This form of reliability is used to judge the consistency of results across items on the same test.
 Essentially, you are comparing test items that measure the same construct to determine the tests internal
consistency.
 Statistical Techniques
 Split-Half:
Items are divided into 2 sections, then a correlation between the two sections is determined.
 Cronbach’s Alpha:
 The average of all possible split half reliabilities for a set of items
By convention, a lenient cut-off of .60 is common in exploratory research; alpha should be at least .70 or
higher to retain an item in an "adequate" scale; and many researchers require a cut-off of .80 for a "good
scale."
Polit & Beck 2017
Reliability: Equivalence
 Equivalency reliability is the extent to which two observers or items measure identical concepts at an identical
level of difficulty.
 Inter-Rater Reliability
 Are different observers using the same instrument measuring the same phenomena equivalent?
 A statistical measure of inter-rater reliability is Cohen’s Kappa
Ranges from -1.0 to 1.0 where
Large numbers mean better reliability,
Values near zero suggest that agreement is attributable to chance, and
Values less than zero signify that agreement is even less than that which could be attributed to chance.
 Instrumental Equivalency
 Are two (presumably parallel) instruments administered at about the same time equivalent?
Polit & Beck 2017
Validity: Data Collection
Degree to which a data collection instrument measures what it is supposed to be
measuring.
Validity isn’t determined by a single statistic, but by a body of research that
demonstrates the relationship between the test and the behavior it is intended to
measure.
Polit & Beck 2017
Levels of Validity
There are many types of validity:
Face validity
Content validity
Construct validity
Criterion-related validity
Polit & Beck 2017
Validity: Face Validity
Face validity is concerned with how a measure or procedure appears.
 Does it seem like a reasonable way to gain the information the researchers are attempting
to obtain?
 Does it seem well designed?
 Does it seem as though it will work reliably?
 Unlike content validity, face validity does not depend on established theories for support
Polit & Beck 2017
Validity: Content Validity
Content validity evidence involves the degree to which the content of the test matches a content domain
associated with the construct.
Ask experts, based on judgment
Adequacy of the “content” area
Do my questions adequately get to the area of interest?
Yes No Maybe
Content Validity Index
 Statistical measure of agreement among the experts.
Polit & Beck 2017
Validity: Construct Validity
Validity of a test or a measurement tool that is established by demonstrating its ability to
identify or measure the variables or constructs that it proposes to identify or measure.
The judgment is based on the accumulation of statistical findings, usually correlations,
from numerous studies using the instrument being evaluated.
Polit & Beck 2017
Validity: Criterion-related Validity
Most common strategy: Factor Analysis
Types
Exploratory
Confirmatory
How many factors did the analysis reveal?
What variance was explained by all of the factors?
Usually want to explain more than 70% of the variance
Polit & Beck 2017
Validity: Criterion-related Validity
 A measure of how well one variable or set of variables predicts an outcome based on information from other variables.
 Criterion of comparison must be valid itself!
 Types
 Concurrent (Known Groups)
A measurement/instrument is given to two divergent groups. If the measurement is valid, the scores should
diverge.
 Predictive
A measurements ability to predict scores on another measurement that is related or purports to measure the
same or similar construct
Polit & Beck 2017
Responsiveness
 Controversial as to whether or not this is separate from or just one type of validity.
 Looking for the effect size change of the instrument across time.
 For some investigators, it is also an assessment of an instruments:
 Ceiling Effect
 A ceiling effect occurs when test items aren't challenging enough for a group of individuals. Thus, the test score will not
increase for a subsample of people who may have clinically improved because they have already reached the highest score
that can be achieved on that test.
 Floor Effect
 The floor effect is when data cannot take on a value lower than some particular number. Thus, it represents a subsample
for whom clinical decline may not register as a change in score, even if there is worsening of function/behavior etc.
Polit & Beck 2017
Reliability & Validity
Not totally independent of each other
An instrument that is not reliable cannot possibly be valid
erratic, inconsistent, inaccurate
However, an instrument can be reliable and not valid
Polit & Beck 2017
Sensitivity & Specificity
Assess the properties of a diagnostic instrument.
Sensitivity and specificity describe how well the test discriminates between patients with
and without disease.
Sensitivity is the proportion of patients with disease who test positive.
Specificity is the proportion of patients without disease who test negative
Polit & Beck 2017
Reliability and Validity in Qualitative Studies
Polit & Beck 2017
Traditional Criteria for Judging
Quantitative Research
Alternative Criteria for Judging
Qualitative Research
Internal validity
External validity
Credibility
Transferability
Dependability
Conformability
Thank you

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week_10._validity_and_reliability_0.pptx

  • 1. Unit IX: Validity and Reliability in nursing research Prepared by: NUR 500 Research team 1ST semester 38/39. H
  • 2. Scientific Rigor Function of Methods Used:  To define the problems and develop an evidence based aims and hypothesis  To measure the variables with attention to potential sources of measurement error and bias.  To use and interpret statistical and other analysis precisely.  To limit generalizations Polit & Beck 2017
  • 3. OBJECTIVES On completing this Unit, you will be able to: Describe measurement error and its impact on the research process. Identify how item analysis can assist in maintaining rigor of measurement instruments. Describe reliability & validity strategies. Explain the concept of responsiveness and its associated techniques. Clarify sensitivity and specificity.
  • 4. Item Analysis Not usually reported in the literature unless the study is one that seeking to establishing the psychometric properties of an instrument.  An instrument that has to many items will artificially increase the scores used in reliability testing as well as respondent fatigue.  Goal:  To determine that each item is measuring the concept that it intents to measure. To delete items that are redundant or are measuring another concepts.  Technique: Item to Total Correlation  Items that score a correlation score >0.70 are redundant of other items on the scale Polit & Beck 2017
  • 5. Measurement Error An measurement’s results varies as a result of accuracy in the measurement (true scores) and other factors (commonly called error)  The degree of deviation between true scores and obtained scores when measuring a characteristic  Observed Data = True Score + Error (XO = XT +_ XE)  Too much error can lead to misleading conclusions about study findings Polit & Beck 2017
  • 6. Error of Measurement Error score does not necessarily mean “wrong” score Error component is a composite of other factors that are also being measured by the researcher Error score includes other factors Example: Pain score (how much of the score is from “anxiety” around pain)? Polit & Beck 2017
  • 7. Types of Error Random Error Inconsistent, random variation Error without qualification Cannot find a pattern in error Systematic Error Consistent error, not random Bias Has a consistent pattern Polit & Beck 2017
  • 8. Sources of Measurement Error Situational Contaminants Was there disruptions during the measurement? Response-Set Bias Where a respondent always chooses the same answer or one that they believe the investigators want Transitory Personal Factors Such as a headache, or increased stress Polit & Beck 2017
  • 9. Sources of Measurement Error Administration Variations Are score different at different times of the year? Instrument Clarity Was the instrument written at the correct literacy level? Response Sampling Was the convenience sample biased in some way such as all female? Polit & Beck 2017
  • 10. Reliability: Data Collection • Degree of consistency with repeated measurements Categories of Reliability: 1. Stability: Used with same people (patients) on separate occasions (over time) and get same answers 2. Internal Consistency: All subparts/items are measuring same general thing 3. Equivalence: Equitable results from two or more instruments or observers Polit & Beck 2017
  • 11. Reliability: Stability  Sometimes called test, re-test reliability  Is the agreement of measuring instruments over time.  To determine stability, a measure or test is repeated on the same subjects at a future date.  Results are compared and correlated with the initial test to give a measure of stability.  Typically the Spearman-Brown coefficient.  Scores equal to or greater than 0.70 are usually considered sufficient. Polit & Beck 2017
  • 12. Reliability: Internal Consistency  This form of reliability is used to judge the consistency of results across items on the same test.  Essentially, you are comparing test items that measure the same construct to determine the tests internal consistency.  Statistical Techniques  Split-Half: Items are divided into 2 sections, then a correlation between the two sections is determined.  Cronbach’s Alpha:  The average of all possible split half reliabilities for a set of items By convention, a lenient cut-off of .60 is common in exploratory research; alpha should be at least .70 or higher to retain an item in an "adequate" scale; and many researchers require a cut-off of .80 for a "good scale." Polit & Beck 2017
  • 13. Reliability: Equivalence  Equivalency reliability is the extent to which two observers or items measure identical concepts at an identical level of difficulty.  Inter-Rater Reliability  Are different observers using the same instrument measuring the same phenomena equivalent?  A statistical measure of inter-rater reliability is Cohen’s Kappa Ranges from -1.0 to 1.0 where Large numbers mean better reliability, Values near zero suggest that agreement is attributable to chance, and Values less than zero signify that agreement is even less than that which could be attributed to chance.  Instrumental Equivalency  Are two (presumably parallel) instruments administered at about the same time equivalent? Polit & Beck 2017
  • 14. Validity: Data Collection Degree to which a data collection instrument measures what it is supposed to be measuring. Validity isn’t determined by a single statistic, but by a body of research that demonstrates the relationship between the test and the behavior it is intended to measure. Polit & Beck 2017
  • 15. Levels of Validity There are many types of validity: Face validity Content validity Construct validity Criterion-related validity Polit & Beck 2017
  • 16. Validity: Face Validity Face validity is concerned with how a measure or procedure appears.  Does it seem like a reasonable way to gain the information the researchers are attempting to obtain?  Does it seem well designed?  Does it seem as though it will work reliably?  Unlike content validity, face validity does not depend on established theories for support Polit & Beck 2017
  • 17. Validity: Content Validity Content validity evidence involves the degree to which the content of the test matches a content domain associated with the construct. Ask experts, based on judgment Adequacy of the “content” area Do my questions adequately get to the area of interest? Yes No Maybe Content Validity Index  Statistical measure of agreement among the experts. Polit & Beck 2017
  • 18. Validity: Construct Validity Validity of a test or a measurement tool that is established by demonstrating its ability to identify or measure the variables or constructs that it proposes to identify or measure. The judgment is based on the accumulation of statistical findings, usually correlations, from numerous studies using the instrument being evaluated. Polit & Beck 2017
  • 19. Validity: Criterion-related Validity Most common strategy: Factor Analysis Types Exploratory Confirmatory How many factors did the analysis reveal? What variance was explained by all of the factors? Usually want to explain more than 70% of the variance Polit & Beck 2017
  • 20. Validity: Criterion-related Validity  A measure of how well one variable or set of variables predicts an outcome based on information from other variables.  Criterion of comparison must be valid itself!  Types  Concurrent (Known Groups) A measurement/instrument is given to two divergent groups. If the measurement is valid, the scores should diverge.  Predictive A measurements ability to predict scores on another measurement that is related or purports to measure the same or similar construct Polit & Beck 2017
  • 21. Responsiveness  Controversial as to whether or not this is separate from or just one type of validity.  Looking for the effect size change of the instrument across time.  For some investigators, it is also an assessment of an instruments:  Ceiling Effect  A ceiling effect occurs when test items aren't challenging enough for a group of individuals. Thus, the test score will not increase for a subsample of people who may have clinically improved because they have already reached the highest score that can be achieved on that test.  Floor Effect  The floor effect is when data cannot take on a value lower than some particular number. Thus, it represents a subsample for whom clinical decline may not register as a change in score, even if there is worsening of function/behavior etc. Polit & Beck 2017
  • 22. Reliability & Validity Not totally independent of each other An instrument that is not reliable cannot possibly be valid erratic, inconsistent, inaccurate However, an instrument can be reliable and not valid Polit & Beck 2017
  • 23. Sensitivity & Specificity Assess the properties of a diagnostic instrument. Sensitivity and specificity describe how well the test discriminates between patients with and without disease. Sensitivity is the proportion of patients with disease who test positive. Specificity is the proportion of patients without disease who test negative Polit & Beck 2017
  • 24. Reliability and Validity in Qualitative Studies Polit & Beck 2017 Traditional Criteria for Judging Quantitative Research Alternative Criteria for Judging Qualitative Research Internal validity External validity Credibility Transferability Dependability Conformability