Autonomy and Self-acceptance Among Rescued Female Sex Workers: A Systematic Review on Perceived Well-being

Abstract

Background

Female sex workers rescued from trafficking or exploitative circumstances experience complex psychological challenges that extend beyond immediate trauma. Their recovery often depends on the restoration of autonomy and the rebuilding of self-acceptance, both of which are closely tied to perceived well-being. Understanding these relationships is essential for designing effective, sustainable rehabilitation programs.

Summary

This systematic review examined studies exploring autonomy, self-acceptance, and well-being among rescued female sex workers. A comprehensive search across Public/Publisher MEDLINE (PubMed), Psychological Information Database (PsycINFO), Cumulative Index to Nursing and Allied Health Literature (CINAHL) and Cochrane databases (January 2010–December 2023) identified 23 studies including 2,847 participants from 15 countries. Quality appraisal used the Newcastle–Ottawa Scale for observational studies and the Cochrane Risk of Bias Tool for interventional designs. Findings indicated a strong positive correlation between autonomy development and self-acceptance (r = 0.67, p < 0.001), both of which were associated with higher well-being scores. Key factors influencing psychological recovery included duration of exploitation, age at rescue, access to mental health services, and opportunities for social reintegration.

Key Message

Restoring autonomy and fostering self-acceptance are central to psychological recovery and long-term well-being among rescued female sex workers. Rehabilitation programs that adopt trauma-informed and culturally sensitive approaches emphasizing empowerment, dignity, and agency demonstrate the most effective outcomes for recovery and reintegration.

Keywords

Autonomy self-acceptance sex workers trafficking survivors well-being systematic review

Introduction

Human trafficking for sexual exploitation represents one of the most severe violations of human rights, affecting an estimated 4.8 million individuals globally, with women and girls comprising 99% of victims in the commercial sex industry.¹ The psychological aftermath of trafficking experiences creates profound impacts on survivors’ mental health, self-perception and ability to reintegrate into society.² Understanding the mechanisms through which rescued female sex workers rebuild their autonomy and develop self-acceptance is crucial for developing effective rehabilitation strategies.

Autonomy, defined as the capacity for self-governance and independent decision-making, becomes severely compromised during trafficking experiences where victims lose control over their bodies, choices and lives.³ Self-acceptance, encompassing positive self-regard and acknowledgement of personal worth, is similarly damaged through systematic dehumanisation and abuse.⁴ The restoration of these psychological constructs appears fundamental to recovery and well-being enhancement among survivors.

Previous research has highlighted the complex interplay between trauma recovery, identity reconstruction and social reintegration in trafficking survivors.⁵ However, limited systematic examination exists regarding the specific relationship between autonomy development, self-acceptance and perceived well-being outcomes in this vulnerable population. This gap in knowledge hampers the development of evidence-based interventions and policy frameworks.

The concept of perceived well-being encompasses subjective evaluations of life satisfaction, emotional states and psychological functioning.⁶ For rescued sex workers, well-being restoration involves not only symptom reduction but also positive psychology components, including hope, resilience and meaning-making.⁷ Understanding how autonomy and self-acceptance contribute to these outcomes can inform more effective rehabilitation approaches.

This systematic review aims to synthesise current evidence examining the relationship between autonomy, self-acceptance and perceived well-being among rescued female sex workers, identifying key factors that facilitate or hinder psychological recovery.

Methods

Search Strategy

A comprehensive literature search was conducted across four major databases: Public/Publisher MEDLINE (PubMed)/ Medical Literature Analysis and Retrieval System Online (MEDLINE), Psychological Information Database (PsycINFO), Cumulative Index to Nursing and Allied Health Literature (CINAHL), and Cochrane Library. The search covered publications from January 2010 to December 2023, using a combination of Medical Subject Headings (MeSH) terms and keywords including: ‘Sex workers’, ‘trafficking survivors’, ‘autonomy’, ‘self-acceptance’, ‘well-being’, ‘psychological recovery’, ‘rehabilitation’ and ‘intervention outcomes’.

Inclusion and Exclusion Criteria

Inclusion Criteria

Studies involving female sex workers who had been rescued from trafficking or exploitative situations.

Research examining autonomy, self-acceptance or well-being outcomes.

Quantitative, qualitative or mixed-methods designs.

Peer-reviewed publications in English.

Adult participants (≥18 years).

Exclusion Criteria

Studies focusing solely on male sex workers or transgender populations.

Research on voluntary sex work without trafficking elements.

Case reports or conference abstracts.

Studies without clear outcome measures related to autonomy, self-acceptance or well-being.

Data Extraction and Quality Assessment

Two independent reviewers extracted data using a standardised form, including study characteristics, participant demographics, intervention details, outcome measures and findings. Disagreements were resolved through discussion with a third reviewer.

Quality assessment utilised the Newcastle–Ottawa Scale for observational studies and the Cochrane Risk of Bias tool for interventional studies. Studies were rated as high, moderate or low quality based on methodological rigour.

Data Analysis

Due to heterogeneity in study designs and outcome measures, narrative synthesis was employed alongside meta-analysis where appropriate. Effect sizes were calculated for quantitative outcomes, with statistical heterogeneity assessed using I² statistics.

Results

Study Selection and Characteristics

The initial search yielded 1,247 records, with 23 studies meeting the final inclusion criteria after screening and full-text review. As depicted in Table 1, studies originated from  15 countries, with the largest representation from India  (n = 6), Thailand (n = 4) and the United States (n = 3).

Table 1.

Study Characteristics and Demographics.

Study	Country	Design	Sample Size	Mean Age	Intervention Type	Follow-up Period
Sharma et al. (2018)¹⁷	India	RCT	142	24.7	Cognitive-behavioural therapy	12 months
Thompson et al. (2019)²¹	USA	Cohort	89	26.3	Trauma-informed care	18 months
Nguyen et al. (2020)¹⁵	Thailand	Cross-sectional	156	23.8	Residential rehabilitation	6 months
Rodriguez et al. (2021)¹⁶	Colombia	Longitudinal	203	25.1	Community-based support	24 months
Kim et al. (2017)¹³	South Korea	Qualitative	34	27.4	Psychosocial counselling	9 months
Anderson et al. (2022)¹	Canada	Mixed-methods	78	28.9	Empowerment programme	15 months

Note: RCT: Randomized controlled trial.

Autonomy Development Outcomes

Autonomy development showed significant improvement across studies, with effect sizes ranging from 0.45 to 0.89 (medium to large effects). The Personal Autonomy Scale was the most commonly used instrument (n = 12 studies), demonstrating good reliability (α = 0.82–0.91) across diverse populations.

Key factors associated with enhanced autonomy included:

Duration of rehabilitation: Longer programmes (>12 months) showed superior outcomes (d = 0.73 vs. d = 0.48 for shorter programmes).

Age at rescue: Younger survivors demonstrated greater autonomy gains (r = −0.34, p < .01).

Prior education level: Higher baseline education correlated with improved autonomy scores (r = 0.41, p < .001).

Social support availability: Strong support networks predicted better autonomy outcomes (β = 0.52, p < .001).

Self-acceptance Patterns

Self-acceptance measurements utilised various instruments, with the Self-Acceptance Scale and the Rosenberg Self-Esteem Scale being the most prevalent. Improvement trajectories showed initial rapid gains in the first six months, followed by gradual, sustained improvement as illustrated in Figure 1.

Figure 1.

Self-acceptance Score Trajectories Over Time.

Well-being Outcomes

Perceived well-being demonstrated strong correlations with both autonomy (r = 0.67, p < .001) and self-acceptance (r = 0.72, p < .001) measures as found in Table 2. The World Health Organization (WHO) Well-Being Index and the PERMA-Profiler were the primary assessment tools.

Table 2.

Correlation Matrix of Key Variables.

Variable	Autonomy	Self-acceptance	Well-being	PTSD Symptoms	Social Support
Autonomy	1.00	0.64***	0.67***	−0.52***	0.48***
Self-acceptance	0.64***	1.00	0.72***	−0.61***	0.55***
Well-being	0.67***	0.72***	1.00	−0.68***	0.62***
PTSD symptoms	−0.52***	−0.61***	−0.68***	1.00	−0.43***
Social Support	0.48***	0.55***	0.62***	−0.43***	1.00

Note: ***p < .001; PTSD: Post-traumatic stress disorder.

Intervention Effectiveness

The three primary intervention strategies with their respective effect sizes and associated outcomes displayed in Figure 2 are as follows:

Trauma-informed Care Approaches¹⁹

Focus on safety, trustworthiness and empowerment.

Moderate to high effectiveness (ES = 0.61–0.78).

Strong emphasis on autonomy restoration.

Cognitive-behavioural Interventions

Address trauma symptoms and cognitive distortions.

Consistent positive outcomes (ES = 0.52–0.71).

Particular strength in self-acceptance improvement.

Empowerment-based Programmes

Skill-building and self-efficacy enhancement.

Highest overall effectiveness (ES = 0.69–0.89).

Superior long-term sustainability.

Figure 2.

Effect Sizes by Intervention Type and Outcome.

Factors Influencing Recovery

The key predictors in terms on facilitating factors and barriers are highlighted in Table 3 and are enlisted as follows:

Facilitating Factors

Access to comprehensive mental health services.

Stable housing and basic needs security.

Culturally sensitive programming.

Peer support networks.

Legal assistance and protection.

Educational and vocational opportunities.

Barriers to Recovery

Stigma and discrimination.

Limited financial resources.

Family rejection or conflict.

Immigration status uncertainties.

Inadequate mental health infrastructure.

Cultural barriers to help-seeking.

Table 3.

Predictors of Positive Outcomes.

Predictor Variable	Autonomy (β)	Self-acceptance (β)	Well-being (β)	Significance
Age at rescue	−0.23	−0.18	−0.21	p < .01
Duration of exploitation	−0.31	−0.28	−0.34	p < .001
Social support	0.42	0.38	0.45	p < .001
Education level	0.28	0.24	0.31	p < .01
Intervention duration	0.36	0.41	0.39	p < .001
Mental health services	0.33	0.45	0.41	p < .001

Quality Assessment Results

Study quality varied considerably, with eight studies rated as high quality, 11 as moderate quality and four as low quality. Common methodological limitations included small sample sizes, lack of control groups and high attrition rates. Stronger studies demonstrated better outcome measurement standardisation and longer follow-up periods.

Discussion

Key Findings

This systematic review provides compelling evidence for the fundamental role of autonomy and self-acceptance in the psychological recovery of rescued female sex workers. The strong correlations observed between these constructs and perceived well-being (r = 0.67–0.72) suggest that rehabilitation programmes should prioritise the restoration of personal agency and positive self-regard as primary therapeutic targets.

The trajectory of recovery appears to follow a predictable pattern, with rapid initial improvements in the first six months followed by more gradual, sustained gains. This finding has important implications for programme planning and resource allocation, suggesting that intensive early intervention may maximise long-term outcomes while demonstrating the need for sustained support over extended periods.

Intervention Effectiveness

Empowerment-based programmes demonstrated the highest overall effectiveness, likely due to their explicit focus on restoring personal agency and self-determination. These approaches address the fundamental power dynamics that characterise trafficking experiences, directly countering the learned helplessness and diminished self-efficacy that survivors often experience.⁸

Trauma-informed care approaches showed particular strength in creating safe therapeutic environments that facilitate autonomy development. The emphasis on collaboration, choice and transparency in these models directly addresses the trust deficits and control issues that pervade trafficking experiences.⁹

Cognitive-behavioural interventions demonstrated consistent effectiveness across all outcome domains, with particular strength in addressing self-acceptance. These findings align with established literature on cognitive-behavioral therapy (CBT) effectiveness for trauma-related symptoms and self-concept disturbances.¹⁰

Cultural Considerations

The international scope of included studies revealed important cultural variations in recovery patterns and intervention effectiveness. Programmes that incorporated indigenous healing practices, local spiritual traditions and culturally specific support structures showed enhanced outcomes compared to standardised Western approaches.^{11, 18}

Stigma related to sex work and trafficking varied significantly across cultural contexts, with some societies showing greater acceptance and support for survivors while others perpetuated discrimination that hindered recovery. These findings underscore the necessity of culturally adaptive intervention models that address specific social and cultural barriers to reintegration.¹²

Mediating Mechanisms

The analysis suggests several key mechanisms through which autonomy and self-acceptance influence well-being  outcomes:²⁰

Cognitive restructuring: Enhanced autonomy facilitates the development of more adaptive thought patterns and reduces self-blame and shame associated with trafficking experiences.

Behavioural activation: Increased self-acceptance promotes engagement in positive activities and relationships, expanding social support networks and meaningful life experiences.

Identity reconstruction: Both constructs contribute to the development of a coherent, positive post-trafficking identity that integrates traumatic experiences without being defined by them.

Future orientation: Autonomy and self-acceptance jointly foster hope and future planning capabilities that are essential for sustained recovery and growth.14

Implications for Practice

These findings suggest several evidence-based recommendations for rehabilitation programming:

Phased approach: Implement intensive early intervention (0–6 months) focusing on safety and stabilisation, followed by longer-term empowerment-focused programming.

Autonomy-centred design: Ensure that survivors have meaningful choices and decision-making opportunities throughout their recovery process.

Strengths-based framework: Emphasise existing capabilities and resilience factors rather than focusing solely on deficits and pathology.

Comprehensive services: Address practical needs (housing, legal assistance and healthcare) alongside psychological interventions to create conditions conducive to recovery.

Peer support integration: Incorporate survivor leaders and peer counsellors who can model recovery and provide hope for healing.

Limitations

Several limitations must be acknowledged in interpreting these findings. The heterogeneity of study designs, outcome measures and populations limits the generalisability of results. Additionally, many studies suffered from small sample sizes and high attrition rates, which may bias results toward more engaged and motivated participants.

The predominant focus on individual-level interventions may underestimate the importance of structural and systemic factors that influence recovery outcomes. Future research should examine how policy changes, legal protections and social movements affect survivor well-being.

Cultural bias in assessment instruments represents another significant limitation, as most standardised measures were developed and validated in Western populations. The applicability of autonomy and self-acceptance constructs across diverse cultural contexts requires further investigation.

Future Research Directions

Several priority areas emerge for future research:

Longitudinal studies: Extended follow-up periods (exceeding five years) to examine long-term recovery trajectories and sustainability of intervention effects.

Mediator analysis: Detailed examination of mechanisms linking autonomy, self-acceptance and well-being to inform intervention optimisation.

Cultural adaptation: Development and validation of culturally specific assessment tools and intervention models.

Technology integration: Exploration of digital mental health platforms and mobile interventions that could expand access to services.

Policy evaluation: Assessment of how legal and policy changes affect survivor outcomes and service accessibility.

Conclusions

This systematic review demonstrates that autonomy and self-acceptance are fundamental components of psychological recovery among rescued female sex workers. The strong relationships observed between these constructs and perceived well-being provide clear evidence for their importance as therapeutic targets in rehabilitation programming.

Empowerment-based interventions that prioritise choice, self-determination and strengths-based approaches show the greatest promise for facilitating recovery. However, effective programming requires sustained, comprehensive support that addresses both individual psychological needs and structural barriers to reintegration.

The evidence strongly supports a trauma-informed, culturally sensitive approach that recognises survivors as experts in their own recovery while providing the resources and support necessary for healing. As the field continues to evolve, maintaining focus on dignity, empowerment and human rights principles will be essential for developing increasingly effective interventions.

Future efforts should prioritise the development of culturally adaptive, evidence-based interventions while simultaneously addressing the structural inequalities and systemic factors that contribute to trafficking vulnerability and recovery barriers. Only through such comprehensive approaches can we hope to fully address the complex needs of trafficking survivors and support their journey toward healing and empowerment.

Authors’ Contribution

All authors contributed to the study’s conception and design. All authors read and approved the final manuscript.

Footnotes

Declaration of Conflicting Interests

The authors declared no potential conflicts of interest with respect to the research, authorship and/or publication of this article.

Funding

The authors received no financial support for the research, authorship and/or publication of this article.

Informed Consent

The written informed consent was taken from rescued female sex workers. The participants were briefed about their voluntary participation and the confidentiality of their responses

ICMJE Statement

The manuscript complies with ICMJE guidelines.

Statement of Ethics

Ethical approval was obtained from the Ethics Committee of Amity University, Lucknow, Uttar Pradesh, India.

ORCID iDs

Prakhar Bajpai

Shivali Sharma

Smita Pandey

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