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Algorithms

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Algorithms
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Report

Help wanted: an examination of hiring algorithms, equity, and bias


This report explores how predictive tools affect equity throughout the entire hiring process. It examines some popular tools that many employers currently use, and offers recommendations for further scrutiny and reflection. It concludes that without active measures to mitigate them, bias will arise in predictive hiring tools by default.
Report

Algorithmic accountability: a primer


Algorithmic decision-making is becoming more common every day. Increasingly, important decisions that affect people’s lives are governed by datasets that are too big for an individual to process.
Guide

Artificial Intelligence primer


Members of the Victorian Parliament have established an All-Party Group on Artificial Intelligence (AI) to learn more about this technology and the impacts it will have on Victorians in the future. This primer provides a basic explanation of some of the key issues surrounding AI.
Report

Public scrutiny of automated decisions: early lessons and emerging methods


Automated decisions are increasingly part of everyday life, but how can the public scrutinize, understand, and govern them? This report maps out the landscape, providing practical examples and a framework to think about what has worked.
Report

Mixed messages? The limits of automated social media content analysis


This paper explains the capabilities and limitations of tools for analysing the text of social media posts and other online content. It is intended to help policymakers understand and evaluate available tools and the potential consequences of using them to carry out government policies.