Secondary Outcomes (explanation)
Following our theory of change, we measure our secondary outcomes at the parent-, adolescent-, and family-level. We consider these more ‘distal’ outcomes from the intervention but connected to the primary outcomes “downstream”. In other words, we expect that any change that might occur in the secondary outcomes stems from changes in the primary outcomes. Secondary outcomes will also be measured using established scales or adaptations of items from other large-scale studies following recent guidelines (Macours et al., 2023).
For adolescents, we will measure: (i) externalising and internalising symptoms with the Youth Externalizing Problems Screener (Renshaw & Cook, 2018) and Kessler-10 Psychological Distress (Kessler et al., 2003), respectively, and well-being with Mental Health Continuum-Short Form (Lamers et al., 2011); (ii) risky behaviour (Young Lives; Seager & De Wet, 2003); (iii) school enrolment and attainment, educational/cognitive scores.
For parents, we will measure: (i) Brief Parental Self-efficacy Scale (Woolgar et al., 2023), and (ii) Kessler-10 Psychological Distress (Kessler et al., 2003).
For the family-level, we will assess effects on multiple dimensions of family functioning, as reported by both parents and children through the McMaster Family Assessment Device (Epstein et al., 1983).
Finally, we also explore potential mechanisms underlying program effectiveness: (i) parental and child knowledge of stress management techniques and disciplinary techniques (measured among parents only); (ii) implementation data (for treatment households, both self-reported and based on intervention attendance, SMS delivery rates, monitoring calls); (iii) spousal agreement; (iv) beliefs, preference and costs for child outcomes and time spent with child (as measured by a series of pre-registered lab-in-the-field experiments, see AEARCTR-0015304); time use; and risk/time preferences.
If the adolescent has a young sibling, we will also explore spillover parenting effects on the younger sibling via parent-reported items from the Alabama Parenting Questionnaire (Essau et al., 2006).
Update – 2026 Round
Several measures were added to broaden coverage of family dynamics and adolescent outcomes. Parent-child closeness was assessed using the Inclusion of Other in the Self Scale (Aron et al., 1992). To capture contributors to adolescent well-being, we added a self-efficacy/locus of control measure (Bandura 1993). To avoid survey fatigue, the Mental Health Continuum – Short Form was removed, given that mental health is already assessed through other instruments in the survey.
For family-based outcomes, the McMaster Family Assessment Device showed very poor measurement validity in the 2025 round. For 2026, we therefore retained only a three-item version of the scale (the Brief Assessment of Family Functioning Scale; Mansfield et al., 2019). The McMaster communication and problem-solving subscales, which also performed very poorly in the 2025 data, were replaced with a purpose-built instrument: the Parent-Child Communication and Problem-Solving Scale. We also introduced a parental monitoring scale (Krohn et al., 1992) and incorporated parental engagement modules from the Parenting Across Cultures scale.
To explore additional mechanisms through which the intervention may operate, we added a dedicated module on parenting knowledge of adolescent development and the Inclusion of Other in the Self Scale for parent-community closeness to capture perceived social support.
Finally, to complement self-reported data — which may underestimate the prevalence of sensitive behaviours — we ran two list experiments: one with parents on disciplinary practices, and one with adolescents on risky health behaviours. Drawing on Lepine et al. (2020), pilot data confirmed that the standard assumptions underlying both experiments held. We will nevertheless examine data from the full sample to verify their reliability before including these measures in the main analysis.