Rethinking wellbeing measurement: Learning from a scale development study with adolescents living with HIV in Zimbabwe

Adolescents living with HIV (ALHIV) in Eastern and Southern Africa experience challenges around medication adherence, mental health and wellbeing. Although interventions such as Zvandiri aim to strengthen mental health and wellbeing to impact HIV treatment outcomes, available measures often focus on negative outcomes or rely on positive psychology instruments developed in high-income settings. These tools may not adequately capture culturally embedded and relational dimensions of wellbeing. We describe the development of the Zvandiri Character Strength (ZCS) scale and draw methodological lessons for culturally grounded wellbeing measurement. The multi-stage scale-development process (2022–2025) comprised a scoping and systematic review, qualitative discussions, expert panel input, construct and item prioritisation, cognitive interviews, iterative item reduction, and exploratory factor and Rasch analyses. We reduced an initial item bank to a 53-item candidate scale, then to the ZCS 38 (38 items) and finally, the ZCS 25 (25 items), based on quantitative analyses and participant feedback. We subsequently assessed the ZCS 25 using retrospective pretest, post-test and follow-up administration. The review identified conceptually overlapping positive psychological constructs, many of which are measured using instruments developed in high-income settings and not adequately validated for ALHIV in Africa. Qualitative work highlighted connectedness, hope, self-acceptance, self-efficacy, purpose, and flourishing as key. Discussions also highlighted that wellbeing was relational, contextually situated, and often co-occurring with distress. Quantitative testing showed highly positive responses, disordered thresholds, ceiling effects, weak internal structure, and fluctuating retrospective ratings. Participant feedback suggested that positive responses likely reflected affirmations, and were partly linked to social desirability. In conclusion, the ZCS scale did not support a single interpretable total score, but its development offers important methodological lessons. Future measurement should begin with clearer construct definition, response-process validation, domain-level testing and explicit decisions about whether the measure aims to capture lived wellbeing, domain-specific positive outcomes or intervention-relevant change.

Authors

Institutions

Publication Details

Journal
PLOS Global Public Health
Published
2026-09-30
DOI
https://doi.org/10.1371/journal.pgph.0006845
Primary Topic
Psychological Well-being and Life Satisfaction
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Rethinking wellbeing measurement: Learning from a scale development study with adolescents living with HIV in Zimbabwe

Webster M. Mavhu, Sarah Bernays, Victoria M. Simms, Frances Mary Cowan et al.
PLOS Global Public Health
Psychological Well-being and Life Satisfaction
article

Rethinking wellbeing measurement: Learning from a scale development study with adolescents living with HIV in Zimbabwe

Webster M. Mavhu, Sarah Bernays, Victoria M. Simms, Frances Mary Cowan, Carol Wogrin, Nicola Willis, Vivian Chitiyo, Jermaine Matewu Dambi, Abigail Mutsinze, Joni Lariat, Laura Kafata, Rufaro Mbundure, Leviticus Makoni, Faith Martin
article en

Abstract

Adolescents living with HIV (ALHIV) in Eastern and Southern Africa experience challenges around medication adherence, mental health and wellbeing. Although interventions such as Zvandiri aim to strengthen mental health and wellbeing to impact HIV treatment outcomes, available measures often focus on negative outcomes or rely on positive psychology instruments developed in high-income settings. These tools may not adequately capture culturally embedded and relational dimensions of wellbeing. We describe the development of the Zvandiri Character Strength (ZCS) scale and draw methodological lessons for culturally grounded wellbeing measurement. The multi-stage scale-development process (2022–2025) comprised a scoping and systematic review, qualitative discussions, expert panel input, construct and item prioritisation, cognitive interviews, iterative item reduction, and exploratory factor and Rasch analyses. We reduced an initial item bank to a 53-item candidate scale, then to the ZCS 38 (38 items) and finally, the ZCS 25 (25 items), based on quantitative analyses and participant feedback. We subsequently assessed the ZCS 25 using retrospective pretest, post-test and follow-up administration. The review identified conceptually overlapping positive psychological constructs, many of which are measured using instruments developed in high-income settings and not adequately validated for ALHIV in Africa. Qualitative work highlighted connectedness, hope, self-acceptance, self-efficacy, purpose, and flourishing as key. Discussions also highlighted that wellbeing was relational, contextually situated, and often co-occurring with distress. Quantitative testing showed highly positive responses, disordered thresholds, ceiling effects, weak internal structure, and fluctuating retrospective ratings. Participant feedback suggested that positive responses likely reflected affirmations, and were partly linked to social desirability. In conclusion, the ZCS scale did not support a single interpretable total score, but its development offers important methodological lessons. Future measurement should begin with clearer construct definition, response-process validation, domain-level testing and explicit decisions about whether the measure aims to capture lived wellbeing, domain-specific positive outcomes or intervention-relevant change.

PLOS Global Public HealthVol. 6(9)
The University of Sydney (AU), University of Zimbabwe (ZW), Liverpool School of Tropical Medicine (GB), London School of Hygiene & Tropical Medicine (GB), Centre for Sexual Health and HIV AIDS Research (ZW), University of Bath (GB)
No poverty
Openalex Percentile: Top 7%
Psychological Well-being and Life Satisfaction
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.