Accountability, a requisite for responsible AI, can be facilitated through transparency mechanisms such as audits and explainability. However, prior work suggests that the success of these mechanisms may be limited to Global North contexts; understanding the limitations of current interventions in varied socio-political conditions is crucial to help policymakers facilitate wider accountability. To do so, we examined the mediation of accountability in the existing interactions between vulnerable users and a 'high-risk' AI system in a Global South setting. We report on a qualitative study with 29 financially-stressed users of instant loan platforms in India. We found that users experienced intense feelings of indebtedness for the 'boon' of instant loans, and perceived huge obligations towards loan platforms. Users fulfilled obligations by accepting harsh terms and conditions, over-sharing sensitive data, and paying high fees to unknown and unverified lenders. Users demonstrated a dependence on loan platforms by persisting with such behaviors despite risks of harms such as abuse, recurring debts, discrimination, privacy harms, and self-harm to them. Instead of being enraged with loan platforms, users assumed responsibility for their negative experiences, thus releasing the high-powered loan platforms from accountability obligations. We argue that accountability is shaped by platform-user power relations, and urge caution to policymakers in adopting a purely technical approach to fostering algorithmic accountability. Instead, we call for situated interventions that enhance agency of users, enable meaningful transparency, reconfigure designer-user relations, and prompt a critical reflection in practitioners towards wider accountability. We conclude with implications for responsibly deploying AI in FinTech applications in India and beyond.
翻译:问责制是负责任的大赦国际的必要条件,可以通过审计和解释等透明机制促进问责制。然而,先前的工作表明,这些机制的成功可能仅限于全球北方环境;理解当前各种社会政治条件下干预措施的局限性对于帮助决策者促进更广泛的问责制至关重要。为此,我们审查了脆弱用户之间现有互动中的问责调解以及全球南方环境中“高风险”的AI系统。我们报告了与印度快速贷款平台29个财政紧张用户进行的质量研究。我们发现,用户对“立即贷款”的“负担”和对贷款平台的被认为巨大的义务感到了沉重的负债感。用户履行义务的方式是接受苛刻的条款和条件,过度分享敏感数据,向未知和未经核实的贷款者支付高额费用。用户表现出对贷款平台的依赖,尽管存在滥用、一再债务、歧视、隐私伤害和自我伤害等伤害的风险。我们发现,用户对短期贷款平台感到愤怒,用户承担了消极经历的责任,从而将高额贷款平台从问责义务中释放出来,从而摆脱问责义务。我们主张,通过一个可靠的客户问责平台来维持这类行为。我们主张,通过一个安全的问责平台来推动投资者关系。