Interdisciplinary Journal of Nursing and Health (eISSN 3103-537X) continues Infermieristica Journal (eISSN 2785-7018).
Psychometric Properties and Measurement Invariance of the Parental Health Locus of Control Scale in an Italian Population
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Supplementary Files

Supplementary File 1

Keywords

Parental Health Locus of Control
Vaccine Hesitancy
Health Literacy
Health Behavior
Parents
Measurement Invariance
Psychometrics
Surveys
Questionnaires
Psychometric Validation

How to Cite

Psychometric Properties and Measurement Invariance of the Parental Health Locus of Control Scale in an Italian Population. (2026). Interdisciplinary Journal of Nursing and Health, 5(1), 47-59. https://doi.org/10.82051/ijnh-2026-265

Abstract

Introduction. Parents play a pivotal role in shaping children’s health behaviors, preventive practices, and adherence to medical recommendations. The Parental Health Locus of Control (PHLOC) scale measures parental beliefs about the sources of control over child health outcomes. Although an Italian version exists, its psychometric properties had not yet been comprehensively evaluated. This study aimed to validate the Italian version of the PHLOC by assessing its factorial structure, internal consistency reliability, convergent validity with health literacy and vaccine hesitancy measures, and measurement invariance across healthcare professionals and non-healthcare professionals.

Methods. A cross-sectional psychometric study was conducted among 308 Italian parents of children aged 0–18 years using EUSurvey®. Confirmatory factor analysis (CFA) tested the six-factor structure of the PHLOC (Parent, Child, Professionals, Media, Divine, Fate), and internal consistency was assessed with McDonald’s omega. Convergent validity was examined through correlations with health literacy (HLS-EU-Q6) and vaccine hesitancy (PACV-5). Measurement invariance by professional status was evaluated using a Multiple Indicators Multiple Causes (MIMIC) model.

Results. CFA supported the six-factor model with good fit indices (CFI=0.954; TLI=0.949; RMSEA=0.068; SRMR=0.070). Internal consistency was satisfactory across subscales (ω=0.67-0.95). Correlations were consistent with theoretical expectations: higher health literacy and lower vaccine hesitancy were associated with lower endorsement of external attributions (Divine, Fate). The hierarchical second-order model (Internal, External-Powerful Others, External-Chance) yielded inadmissible solutions.

Discussion. The Italian PHLOC demonstrated sound psychometric properties, supporting its validity, reliability, and measurement invariance. Future studies should further investigate higher-order structures and temporal stability to strengthen the scale’s theoretical and practical applications in research and clinical contexts.

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References

Amit Aharon, A., Nehama, H., Rishpon, S., & Baron-Epel, O. (2018). A path analysis model suggesting the association between health locus of control and compliance with childhood vaccinations. Human Vaccines & Immunotherapeutics, 14(7), 1618–1625. https://doi.org/10.1080/21645515.2018.1471305

Bonichini, S., Axia, G., & Bornstein, M. H. (2009). Validation of the Parent Health Locus of Control Scales in an Italian sample. Italian Journal of Pediatrics, 35(1), 13. https://doi.org/10.1186/1824-7288-35-13

Chen, Y., Haines, J., Charlton, B. M., & VanderWeele, T. J. (2019). Positive parenting improves multiple aspects of health and well-being in young adulthood. Nature Human Behaviour, 3(7), 684–691. https://doi.org/10.1038/s41562-019-0602-x

Corsello, G., Ferrara, P., Chiamenti, G., Nigri, L., Campanozzi, A., & Pettoello-Mantovani, M. (2016). The Child Health Care System in Italy. The Journal of Pediatrics, 177, S116–S126. https://doi.org/10.1016/j.jpeds.2016.04.048

De Vet, H. C. W., Terwee, C. B., Mokkink, L. B., & Knol, D. L. (2011). Measurement in Medicine: A Practical Guide (1st ed.). Cambridge University Press. https://doi.org/10.1017/CBO9780511996214

Demakakos, P., Pillas, D., Marmot, M., & Steptoe, A. (2016). Parenting style in childhood and mortality risk at older ages: A longitudinal cohort study. British Journal of Psychiatry, 209(2), 135–141. https://doi.org/10.1192/bjp.bp.115.163543

DeVellis, R. F., McEvoy DeVellis, B., Blanchard, L. W., Klotz, M. L., Luchok, K., & Voyce, C. (1993). Development and Validation of the Parent Health Locus of Control Scales. Health Education Quarterly, 20(2), 211–225. https://doi.org/10.1177/109019819302000213

Di Battista, S., Pivetti, M., & Berti, C. (2018). Moral Foundations, Political Orientation and Religiosity In Italy. The Open Psychology Journal, 11(1), 46–58. https://doi.org/10.2174/1874350101811010046

Drenowatz, C., Erkelenz, N., Wartha, O., Brandstetter, S., Steinacker, J. M., & On Behalf Of The Urmel-Ice Study Group. (2014). Parental Characteristics Have a Larger Effect on Children’s Health Behaviour than Their Body Weight. Obesity Facts, 7(6), 388–398. https://doi.org/10.1159/000369984

Dunn, T. J., Baguley, T., & Brunsden, V. (2014). From alpha to omega: A practical solution to the pervasive problem of internal consistency estimation. British Journal of Psychology, 105(3), 399–412. https://doi.org/10.1111/bjop.12046

Feinberg, M., Hotez, E., Roy, K., Ledford, C. J. W., Lewin, A. B., Perez-Brena, N., Childress, S., & Berge, J. M. (2022). Family Health Development: A Theoretical Framework. Pediatrics, 149(Supplement 5), e2021053509I. https://doi.org/10.1542/peds.2021-053509I

Golding, J., Iles-Caven, Y., Ellis, G., Gregory, S., & Nowicki, S. (2019). The relationship between parental locus of control and adolescent obesity: A longitudinal pre-birth cohort. International Journal of Obesity, 43(4), 724–734. https://doi.org/10.1038/s41366-018-0141-y

Hayes, A. F., & Coutts, J. J. (2020). Use Omega Rather than Cronbach’s Alpha for Estimating Reliability. But…. Communication Methods and Measures, 14(1), 1–24. https://doi.org/10.1080/19312458.2020.1718629

Hu, L., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1–55. https://doi.org/10.1080/10705519909540118

Klapproth, C. P., Fischer, F., & Rose, M. (2023). Scale agreement, ceiling and floor effects, construct validity, and relative efficiency of the PROPr and EQ-5D-3L in low back pain patients. Health and Quality of Life Outcomes, 21(1), 107. https://doi.org/10.1186/s12955-023-02188-w

Kone, J., Bartels, I.-M., Valkenburg-van Roon, A. A., & Visscher, T. L. (2022). Parents’ perception of health promotion: What do parents think of a healthy lifestyle in parenting and the impact of the school environment? A qualitative research in the Netherlands. Journal of Pediatric Nursing, 62, e148–e155. https://doi.org/doi.org/10.1016/j.pedn.2021.09.005

Kraft, P., & Loeb, M. (1996). On the replicability and correlates of the Parent Health Locus of Control Scales. Health Education Research, 11(4), 433–441. https://doi.org/10.1093/her/11.4.433

Li, C.-H. (2016). The performance of ML, DWLS, and ULS estimation with robust corrections in structural equation models with ordinal variables. Psychological Methods, 21(3), 369–387. https://doi.org/10.1037/met0000093

Lorini, C., Lastrucci, V., Vettori, V., Bonaccorsi, G., Alti, E., Baglioni, S., Bechini, A., Bellino, L., Berzi, N., & Bianchi, J. (2019). Measuring health literacy in Italy: A validation study of the HLS-EU-Q16 and of the HLS-EU-Q6 in Italian language, conducted in Florence and its surroundings. Annali Dell’Istituto Superiore Di Sanita, 55(1), 10–18. https://doi.org/10.4415/ANN_19_01_04

Magi, C. E., Buccione, E., Bambi, S., Iovino, P., Zanobini, P., Cecchi, F., De Blasi, F. M., De Marchis, L., Peduto, C., Sinisi, D., Vanella, A. M., Bonacaro, A., Lorini, C., Bonaccorsi, G., Rasero, L., El Aoufy, K., & Longobucco, Y. (2025). Exploring health locus of control among vaccine-hesitant parents: A scoping review. BMJ Open, 15(5), e100202. https://doi.org/10.1136/bmjopen-2025-100202

Magi, C. E., El Aoufy, K., Bambi, S., Campoli, A., Longobucco, Y., Buccione, E., Amato, C., Bonacaro, A., Rasero, L., & Iovino, P. (2025). Psychometric validation of the 5-item parent attitudes about childhood vaccines survey (PACV-5) in an Italian parental population. European Journal of Pediatrics, 184(8), 514. https://doi.org/10.1007/s00431-025-06342-y

Magi, C. E., Poliani, A., Campoli, A., Marcomini, I., Villa, G., Bambi, S., Rasero, L., Iovino, P., & Longobucco, Y. (2026). Characteristics of Vaccine-Hesitant and Non-Hesitant Parents in Italy: A Cross-Sectional Study. Nursing Research. https://doi.org/10.1097/NNR.0000000000000890

Maia, C., Braz, D., Fernandes, H. M., Sarmento, H., & Machado-Rodrigues, A. M. (2025). The Impact of Parental Behaviors on Children’s Lifestyle, Dietary Habits, Screen Time, Sleep Patterns, Mental Health, and BMI: A Scoping Review. Children, 12(2), 203. https://doi.org/10.3390/children12020203

Mokkink, L. B., De Vet, H. C. W., Prinsen, C. A. C., Patrick, D. L., Alonso, J., Bouter, L. M., & Terwee, C. B. (2018). COSMIN Risk of Bias checklist for systematic reviews of Patient-Reported Outcome Measures. Quality of Life Research, 27(5), 1171–1179. https://doi.org/10.1007/s11136-017-1765-4

Moreland, A. D., Felton, J. W., Hanson, R. F., Jackson, C., & Dumas, J. E. (2016). The Relation Between Parenting Stress, Locus of Control and Child Outcomes: Predictors of Change in a Parenting Intervention. Journal of Child and Family Studies, 25(6), 2046–2054. https://doi.org/10.1007/s10826-016-0370-4

Morniroli, D., Sannino, P., Rampini, S., Bezze, E. N., Milotta, E., Poggetti, S., Marchisio, P., Bosis, S., Plevani, L., Mosca, F., & Giannì, M. L. (2022). Parent’s Health Locus of Control and Its Association with Parents and Infants Characteristics: An Observational Study. International Journal of Environmental Research and Public Health, 19(10), 5804. https://doi.org/10.3390/ijerph19105804

Mozafari, S., Yang, A., & Talaei-Khoei, J. (2024). Health Locus of Control and Medical Behavioral Interventions: Systematic Review and Recommendations. Interactive Journal of Medical Research, 13, e52287. https://doi.org/10.2196/52287

Muthén, B., & Muthén, B. O. (2009). Statistical analysis with latent variables (Vol. 123, Number 6). Wiley New York.

Náfrádi, L., Nakamoto, K., & Schulz, P. J. (2017). Is patient empowerment the key to promote adherence? A systematic review of the relationship between self-efficacy, health locus of control and medication adherence. PLOS ONE, 12(10), e0186458. https://doi.org/10.1371/journal.pone.0186458

Nowicki, S., Iles-Caven, Y., Gregory, S., Ellis, G., & Golding, J. (2017). The Impact of Prenatal Parental Locus of Control on Children’s Psychological Outcomes in Infancy and Early Childhood: A Prospective 5 Year Study. Frontiers in Psychology, 8. https://doi.org/10.3389/fpsyg.2017.00546

Rotter, J. B. (1966). Generalized expectancies for internal versus external control of reinforcement. Psychological Monographs: General and Applied, 80(1), 1–28. https://doi.org/10.1037/h0092976

Truong, M., & Fenton, S. H. (2022). Understanding the Current Landscape of Health Literacy Interventions within Health Systems. Perspectives in Health Information Managemen, 19(Spring), 1h.

Wallston, K. A., Strudler Wallston, B., & DeVellis, R. (1978). Development of the Multidimensional Health Locus of Control (MHLC) Scales. Health Education Monographs, 6(1), 160–170. https://doi.org/10.1177/109019817800600107

Wang, W.-C., & Shih, C.-L. (2010). MIMIC Methods for Assessing Differential Item Functioning in Polytomous Items. Applied Psychological Measurement, 34(3), 166–180. https://doi.org/10.1177/0146621609355279

Wang, W.-C., & Yeh, Y.-L. (2003). Effects of Anchor Item Methods on Differential Item Functioning Detection with the Likelihood Ratio Test. Applied Psychological Measurement, 27(6), 479–498. https://doi.org/10.1177/0146621603259902

Zhao, Y., Summers, R., Gathara, D., & English, M. (2024). Conducting cross-cultural, multi-lingual or multi-country scale development and validation in health care research: A 10-step framework based on a scoping review. Journal of Global Health, 14, 04151. https://doi.org/10.7189/jogh.14.04151

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Copyright (c) 2026 Camilla Elena Magi, Yari Longobucco, Carla Amato, Laura Rasero, Stefano Bambi, Emanuele Buccione, Khadija El Aoufy, Paolo Iovino

Interdisciplinary Journal of Nursing and Health (eISSN: 3103-537X) continues Infermieristica Journal (eISSN 2785-7018).