Conditions Affecting Service Outcomes of Child Labor Trafficking Survivors In Sierra Leone: A Qualitative Comparative Analysis

Background: Child labor trafficking (CLT) remains a pervasive human rights violation in West Africa, characterized by the recruitment and exploitation of children for domestic work, mining, and agriculture. While the international community has invested significantly in survivor services, research on what constitutes "successful" recovery remains limited and often relies on Western-centric, linear models of healing. In Sierra Leone, reintegration programs often struggle to address the holistic needs of survivors who enter care with varying degrees of trauma and prior vulnerability. Traditional statistical methods often obscure the complex interactions between these factors. This study addresses this gap by investigating how specific configurations of individual and situational conditions, rather than isolated variables, lead to better outcomes for child survivors as they exit residential services.

Methods: This study employed Fuzzy-Set Qualitative Comparative Analysis (fsQCA) to examine the historical case files of 63 children (N = 63) who received services for CLT in Sierra Leone. fsQCA is a mixed-methods approach based on set theory, uniquely suited for small-to-medium samples, that allows for the identification of "multiple conjunctural causation," or the idea that different combinations of conditions can lead to the same outcome. Five conditions were analyzed: pre-trafficking vulnerability, level of victimization (polyvictimization), age, mental stability at intake, and perceived hostility toward staff. These were tested across four outcome domains: mental health improvement, social improvement, self-confidence improvement, and an aggregate measure of overall improvement.

Results: The findings reveal a high degree of resilience among the sample; despite extreme adversity, nearly all children demonstrated improvement in at least one well-being domain. However, the pathways to these outcomes differed. A primary finding was the effect of perceived hostility. Further analysis indicated that older children with high levels of polyvictimization required more complex service configurations to achieve stability. The presence of hostility (maladaptive behaviors such as lying or aggression) at intake was the most consistent predictor of limited improvement across all domains. Conversely, the absence of hostility was a necessary component of the most successful pathways to mental health recovery. Crucially, the data suggests that what staff labeled as "hostility" often co-occurred with symptoms of developmental trauma, indicating that behavioral resistance is a survival mechanism rather than a lack of program efficacy.

Implications: These results have significant implications for social work practice and global anti-trafficking policy. First, they emphasize the need for a paradigm shift from behavioral compliance to trauma-informed care. By reframing "hostility" as a trauma response, practitioners can develop interventions that de-escalate conflict and prioritize emotional safety. Second, the study advocates for the use of configurational assessments in social services, allowing organizations to tailor resources to the specific "profiles" of survivors. Finally, the findings underscore the importance of recognizing inherent resilience in West African survivor populations, suggesting that even the most "difficult" cases have a high likelihood of healing when environmental barriers, such as stigma and perceived noncompliance, are removed. This research provides a roadmap for more nuanced, survivor-centered reintegration strategies.