Table 3.
Overview of the analytic process using a Rasch model approach
| Step | Psychometric property | Statistical approach and criteria | Results original 10-item GSE | Results reduced 7-item GSE (omits items with poor fit) a |
|---|---|---|---|---|
| 1 |
Rating scale functioning: Does the rating scale function consistently across items? (substantive validity) |
• Average measures for each step category and threshold on each item should advance monotonically |
• Rating scale met criteria for all items but item 2. Scale steps 1 and 2 reversed. Recoded into 1(2)34scale |
• Rating scale met criteria |
| |
|
• z-values < 2.0 in outfit mean square (MnSq) values for step category calibrationsb |
|
|
| 2 |
Internal scale validity: How well do the actual item responses match the expected responses from the Rasch model? (content validity) |
Item goodness-of-fit statistics • MnSq values < 1.3c |
• 3 items failed to meet criteriond: • Item 2: MnSq=1.64 (1) • Item 3: MnSq=1.39 (2) • Item 1: MnSq=1.38 (3) |
• All items met criterion |
| 3 |
Internal scale validity: Is the scale unidimensional (i.e., does it measure a single construct)? (structural validity) |
Principal component analysis • ≥ 50% of total variance explained by first component (general self-efficacy)e • Any additional component explains < 5% (or eigenvalue<2.0) of the remaining variance after removing first componente No more than 5% (or 1 out of 20) of the residual correlations >.30 |
• First component explained 61.3% of total variance • Second component • explained 6.9% of total variance, but eigenvalue <2.0 (1.8) • One out of 45 (2.2%) residual correlations >.30 (#3 - #8: r = -.31) |
• First component explained 64.5% of total variance • Second component explained 8.9% of total variance, but eigenvalue <2.0 (1.7) • One out of 21 (4.8%) residual correlations >.30 (#4 - #9: r = -.33) |
| 4 |
Person-response validity: How well do the individual responses match expected responses from the Rasch model? (substantive validity) |
Person goodness-of-fit statistics • Infit MnSq values < 1.5 and z-value ≤ 2.0f • ≤ 5% of sample fails to demonstrate acceptable goodness-of-fit valuesf |
• 13/14 respondents (9.2/9.9% of sample) failed to demonstrate acceptable goodness-of-fit values |
• 8/9 respondents ( 5.7/6.4% of sample) failed to demonstrate acceptable goodness-of-fit values |
| |
|
• Infit MnSq values < 1.5 and z-value ≤ 2.0f |
|
|
| |
|
• ≤ 5% of sample fails to demonstrate acceptable goodness-of-fit valuesf |
|
|
| 5 |
Person-separation reliability: Can the scale distinguish ≥3 distinct groups of self-efficacy in the sample tested? (reliability) |
Person-separation index • ≥ 2.0g |
• 2.75 |
• 2.67 |
| 6 | Internal consistency: Are item responses consistent with each other? (reliability) | Cronbach’s alpha coefficient • > 0.8g | • 0.93 | • 0.93 |
Note. After initial evaluation of the original 10-item GSE, a stepwise process was used whereby items failing to meet criteria were removed one at a time, and only those meeting criteria in earlier steps advanced to subsequent steps. If more than one item failed to meet a criterion, the item with the worst fit was removed and the step was repeated with the remaining items. The last column includes a 7-item version omitting misfitting items 1, 2, and 3.
b[38].
c[52].
dItems are listed in the order of removal and the MnSq values shown reflect the iteration prior to the item’s removal.
e[47].
f[53].
g[48].