The Work Ability Index (WAI) in the Healthcare Sector: A Cross-Sectional/Retrospective Assessment of the Questionnaire
Abstract
:1. Introduction
- Current work ability compared with lifetime best;
- Work ability in relation to the demands of the job;
- Number of current diseases diagnosed by a physician;
- Estimated work impairment due to illness;
- Sick leave during the past 12 months;
- Personal prognosis of work ability 2 years from now;
- Mental resources.
- Is the WAI score significantly influenced by the age, gender, or occupational category of the workers?
- Does the questionnaire have a unifactorial structure, or is it better to recognize two or more distinct factors within it?
- Does the simplified questionnaire, without the list of diseases, have an acceptable correlation with the complete version?
- Does the shortest version of the questionnaire (limited to the first dimension) have an acceptable correlation with the final score obtained from the complete questionnaire?
- Is the assessment of the demands of the job reliable, i.e., do workers who carry out the same job consider it equally demanding from a physical or psychological point of view?
- Is there a correspondence between the diseases reported in the questionnaire and those reported to the occupational doctor during the medical examination carried out at the workplace?
- Are illnesses not diagnosed by a doctor, and which therefore do not contribute to the WAI score, irrelevant for the purposes of assessing work capacity?
- Is there an association between the WAI and sickness absence?
- Which group of pathologies determines the greatest impairment of the WAI? And which determines the highest burden of sickness absence?
- Are mental resources correlated with the presence of mental illnesses?
2. Materials and Methods
2.1. Population
2.2. Questionnaire and Objective Data
2.3. Statistics
3. Results
3.1. Distribution of Work Ability by Age, Gender, and Occupational Category
3.2. Factorial Structure of the Work Ability Index
3.3. Relationships between the Complete WAI and the Shortened Version
3.4. Relationships between the Complete WAI and the One-Item Version
3.5. Reliability of the Question on Job Characteristics
3.6. Reliability of the Reported Diseases
3.7. Relevance of Diseases Not Confirmed by a Doctor
3.8. Association between Diseases and Impairment
3.9. Reliability of Reported Sickness Absences
3.10. Relationship between Mental Resources and Psychiatric Diseases
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Category | WAI (Mean ± s.d.) | Significant Comparisons 1 |
---|---|---|
1. Physician (n = 38) | 37.1 ± 4.7 | none |
2. Nurse (n = 97) | 35.3 ± 6.2 | 2 vs. 3 p < 0.001; 2 vs. 4 p < 0.01 |
3. Assistant nurse (n = 75) | 38.8 ± 5.6 | 3 vs. 2 p < 0.001; 3 vs. 5 p < 0.05 |
4. Clerk (n = 50) | 38.6 ± 4.8 | 4 vs.2 p < 0.01 |
5. Technician (n = 80) | 36.2 ± 5.4 | 5 vs. 4 p < 0.05 |
Items | Principal Component Analysis | Principal Component Analysis 1 | |
---|---|---|---|
Factor 1 | Factor 1 | Factor 2 | |
1. Current work ability compared with lifetime best | 0.71 | 0.73 | |
2. Current work ability in relation to its demands | 0.74 | 0.75 | |
3. Number of current diseases diagnosed by a physician | 0.62 | 0.59 | |
4. Estimated work impairment due to disease | 0.70 | 0.68 | |
5. Sick leave during the past year (12 months) | 0.49 | 0.83 | |
6. Own prognosis of work ability two years from now | 0.55 | 0.71 | |
7. Mental resources (feelings of joy, alertness, or optimism) | 0.68 | 0.67 | |
Variance of the component (%) | 42.09 | 42.09 | 13.57 |
WAInodis | WAS | WAI | |
---|---|---|---|
WAInodis | 1.000 | 0.832 ** | 0.958 ** |
WAS | 1.000 | 0.789 ** | |
WAI | 1.000 |
Class of Disease | 0 No Disease n (mean ± s.d.) | 1 Personal Diagnosis n (mean ± s.d.) | 2 Medical Diagnosis n (mean ± s.d.) | Anova p | Bonferroni p | ||
---|---|---|---|---|---|---|---|
0 vs. 1 | 0 vs. 2 | 1 vs. 2 | |||||
Injury | 256 (32.5 ± 4.0) | 49 (27.9 ± 5.0) | 35 (28.7 ± 4.8) | <0.001 | <0.001 | <0.001 | n.s. |
Musculoskeletal | 160 (33.8 ± 3.4) | 82 (28.4 ± 4.7) | 98 (30.1 ± 4.5) | <0.001 | <0.001 | <0.001 | <0.05 |
Cardiovascular | 276 (32.0 ± 4.3) | 51 (29.1 ± 5.2) | 13 (28.9 ± 5.5) | <0.001 | <0.001 | <0.05 | n.s. |
Respiratory | 312 (31.7 ± 4.5) | 17 (28.2 ± 5.1) | 11 (30.1 ± 6.1) | <0.01 | <0.01 | n.s. | n.s. |
Psychiatric | 267 (32.7 ± 3.7) | 15 (27.9 ± 5.1) | 58 (26.5 ± 4.7) | <0.001 | <0.001 | <0.001 | n.s. |
Neurological | 271 (32.4 ± 4.2) | 32 (28.1 ± 4.5) | 37 (27.3 ± 4.4) | <0.001 | <0.001 | <0.001 | n.s. |
Gastroenteric | 264 (32.1 ± 4.5) | 38 (29.5 ± 4.3) | 38 (28.9 ± 4.7) | <0.001 | <0.01 | <0.001 | n.s. |
Genitourinary | 302 (31.7 ± 4.7) | 24 (29.8 ± 4.0) | 14 (29.3 ± 4.6) | <0.05 | n.s. | n.s. | n.s. |
Skin | 288 (31.9 ± 4.4) | 28 (28.5 ± 4.7) | 24 (28.6 ± 5.3) | <0.001 | <0.001 | <0.01 | n.s. |
Cancer | 324 (31.5 ± 4.7) | 12 (30.3 ± 2.5) | 4 (32.5 ± 3.4) | n.s. | n.s. | n.s. | n.s. |
Endocrine | 277 (31.7 ± 4.6) | 48 (30.0 ± 5.1) | 15 (31.4 ± 4.3) | n.s. | n.s. | n.s. | n.s. |
Blood | 324 (31.5 ± 4.6) | 11 (30.1 ± 4.2) | 5 (28.2 ± 7.8) | n.s. | n.s. | n.s. | n.s. |
Abortion | 320 (31.5 ± 4.7) | 16 (29.5 ± 4.4) | 4 (33.5 ± 2.5) | n.s. | n.s. | n.s. | n.s. |
Other | 316 (31.7 ± 4.5) | 16 (27.2 ± 5.4) | 8 (30.9 ± 5.9) | <0.01 | <0.001 | n.s. | n.s. |
Beta | t | p | |
---|---|---|---|
(Constant) | 16.187 | 0.000 | |
Age | −0.142 | −2.304 | 0.022 |
Gender | −0.123 | −2.125 | 0.034 |
Night shift | 0.086 | 1.312 | 0.191 |
Category | 0.071 | 1.124 | 0.262 |
Absence | −0.259 | −4.317 | 0.000 |
Medical Diagnosis Class of Disease | Days of Absence 2021 Range (mean ± s.d.) | Days of Absence 2022 Range (mean ± s.d.) | Days of Absence 2023 Range (mean ± s.d.) | Days of Absence 2021–2023 Range (mean ± s.d.) |
---|---|---|---|---|
Injury | 0–21 (5.0 ± 5.2) | 0–36 (11.0 ± 10.1) | 0–31 (7.9 ± 8.3) | 1–83 (23.9 ± 18.5) |
Musculoskeletal | 0–54 (7.5 ± 10.4) | 0–120 (11.8 ± 16.8) | 0–83 (9.0 ± 13.4) | 1–172 (28.3 ± 31.5) |
Cardiovascular | 0–14 (7.0 ± 4.9) | 0–33 (12.6 ± 10.5) | 0–134 (2.7 ± 39.7) | 1–179 (40.4 ± 49.1) |
Respiratory | 0–172 (21.7 ± 53.1) | 0–24 (9.7 ± 8.2) | 0–21 (7.4 ± 7.7) | 2–196 (39.8 ± 52.3) |
Psychiatric | 0–172 (14.8 ± 30.6) | 0–64 (11.3 ± 12.6) | 0–134 (15.2 ± 27.0) | 1–179 (37.0 ± 47.0) |
Neurological | 0–36 (7.3 ± 9.2) | 0–45 (13.0 ± 12.7) | 0–134 (15.2 ± 27.0) | 1–179 (35.5 ± 39.7) |
Gastroenteric | 0–172 (12.1 ± 29.7) | 0–45 (11.4 ± 12.3) | 0–83 (10.3 ± 17.3) | 2–196 (33.8 ± 42.6) |
Genitourinary | 0–172 (22.4 ± 47.4) | 0–40 (10.9 ± 12.7) | 0–83 (10.2 ± 21.7) | 1–196 (34.5 ± 60.6) |
Skin | 0–172 (23.2 ± 45.5) | 0–45 (11.3 ± 11.0) | 0–41 (8.1 ± 9.2) | 2–196 (42.6 ± 48.9) |
Cancer | 0–10 (4.7 ± 4.2) | 0–16 (7.3 ± 8.5) | 2–19 (7.5 ± 7.8) | 2–35 (19.5 ± 15.6) |
Endocrine | 0–10 (4.9 ± 4.5) | 0–24 (11.0 ± 8.1) | 0–66 (11.7 ± 20.7) | 2–80 (27.6 ± 23.2) |
Blood | 0–172 (37.2 ± 75.4) | 0–24 (9.2 ± 10.0) | 0–19 (7.2 ± 7.6) | 2–196 (53.6 ± 80.6) |
Abortion | 0–6 (2.2 ± 2.8) | 0–13 (3.2 ± 6.5) | 2–19 (7.2 ± 7.9) | 2–35 (12.7 ± 15.4) |
Other | 0–172 (29.6 ± 63.4) | 0–24 (7.0 ± 8.8) | 0–19 (6.0 ± 6.6) | 2–196 (42.6 ± 69.2) |
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Magnavita, N.; Meraglia, I.; Viti, G.; Borghese, L. The Work Ability Index (WAI) in the Healthcare Sector: A Cross-Sectional/Retrospective Assessment of the Questionnaire. Int. J. Environ. Res. Public Health 2024, 21, 349. https://doi.org/10.3390/ijerph21030349
Magnavita N, Meraglia I, Viti G, Borghese L. The Work Ability Index (WAI) in the Healthcare Sector: A Cross-Sectional/Retrospective Assessment of the Questionnaire. International Journal of Environmental Research and Public Health. 2024; 21(3):349. https://doi.org/10.3390/ijerph21030349
Chicago/Turabian StyleMagnavita, Nicola, Igor Meraglia, Giacomo Viti, and Lorenzo Borghese. 2024. "The Work Ability Index (WAI) in the Healthcare Sector: A Cross-Sectional/Retrospective Assessment of the Questionnaire" International Journal of Environmental Research and Public Health 21, no. 3: 349. https://doi.org/10.3390/ijerph21030349
APA StyleMagnavita, N., Meraglia, I., Viti, G., & Borghese, L. (2024). The Work Ability Index (WAI) in the Healthcare Sector: A Cross-Sectional/Retrospective Assessment of the Questionnaire. International Journal of Environmental Research and Public Health, 21(3), 349. https://doi.org/10.3390/ijerph21030349