Algorithmic decision-making in financial services: economic and normative outcomes in consumer credit

H Sargeant - AI and Ethics, 2023 - Springer
Consider how much data is created and used based on our online behaviours and choices.
Converging foundational technologies now enable analytics of the vast data required for …

Machine learning, big data and the regulation of consumer credit markets: The case of algorithmic credit scoring

N Aggarwal - Autonomous Systems and the Law (Beck 2019), 2018 - papers.ssrn.com
Recent advances in machine learning (ML) and Big Data techniques have facilitated the
development of more sophisticated, automated consumer credit scoring models—a trend …

The role of financial regulators in the governance of algorithmic credit scoring

N Remolina - SMU Centre for AI & Data Governance Research …, 2022 - papers.ssrn.com
The use of algorithmic credit scoring presents opportunities and challenges for lenders,
regulators, and consumers. This paper provides an analysis of the perils of the use of AI in …

The norms of algorithmic credit scoring

N Aggarwal - The Cambridge Law Journal, 2021 - cambridge.org
This article examines the growth of algorithmic credit scoring and its implications for the
regulation of consumer credit markets in the UK. It constructs a frame of analysis for the …

Is algorithmic credit scoring a 'high risk'?

U Milkau - Journal of Digital Banking, 2023 - ingentaconnect.com
Current proposals of European regulations—the EU Artificial Intelligence Act and the UK pro-
innovation approach to regulating artificial intelligence (AI)—either define credit scoring as a …

Trust, automation bias and aversion: Algorithmic decision-making in the context of credit scoring

R Gsenger, T Strle - Interdisciplinary Description of Complex Systems …, 2021 - hrcak.srce.hr
Sažetak Algorithmic decision-making (ADM) systems increasingly take on crucial roles in
our technology-driven society, making decisions, for instance, concerning employment …

Algorithms, Creditworthiness, and Lending Decisions

AA Leal - International Conference on Autonomous Systems and …, 2022 - Springer
From a contract law perspective, this chapter addresses the implications of algorithmic
creditworthiness assessments in credit agreements. On the assumption that (a) access to …

Responsible AI Credit Scoring–A Lesson from Upstart. com

K Langenbucher, P Corcoran - Digital Finance in Europe: Law …, 2022 - degruyter.com
Modern FinTech companies are disrupting the traditional credit scoring model for loan
decision-making by turning to artificial intelligence and machine learning systems. They use …

Algorithmic Fairness in Consumer Credit Underwriting: Towards a Harm-Based Framework for AI Fair Lending

JJX Wu - Berkeley Bus. LJ, 2024 - HeinOnline
Credit discrimination undermines consumer financial autonomy and distorts market pricing
of lending risks. To ensure equal access to credit, existing federal fair lending laws-eg …

[PDF][PDF] Using artificial intelligence and algorithms

A Smith, F Director - FTC, Apr, 2020 - privacysecurityacademy.com
Headlines tout rapid improvements in artificial intelligence technology. The use of AI
technology–machines and algorithms–to make predictions, recommendations, or decisions …