By: Yasmin Afina and Sarah Grand-Clément

Data plays a critical role in the training, testing and use of artificial intelligence (AI), including in the military domain. Research and development for AI-enabled military solutions is proceeding at breakneck speed, and the important role data plays in shaping these technologies has implications and, at times, raises concerns. These issues are increasingly subject to scrutiny and range from difficulty in finding or creating training and testing data relevant to the military domain, to (harmful) biases in training data sets, as well as their susceptibility to cyberattacks and interference (for example, data poisoning). Yet pathways and governance solutions to address these issues remain scarce and very much underexplored.

This paper aims to fill this gap by first providing a comprehensive overview on data issues surrounding the development, deployment and use of AI. It then explores data governance practices from civilian applications to identify lessons for military applications, as well as highlight any limitations to such an approach. The paper concludes with an overview of possible policy and governance approaches to data practices surrounding military AI to foster the responsible development, testing, deployment and use of AI in the military domain.

CIGI Papers No. 308 — October 2024

By Clare Ringland, Stewart Boiteux and Suzanne Poynton 

AIM To describe the proportion of people with disability in New South Wales who offend, and the proportion of offenders who have a disability, separately for young and adult offenders. METHOD Data were obtained for individuals in contact with the criminal justice system and/or specific disability support services between 1 January 2009 and 31 December 2018. For those who accessed these core disability support services (the “disability cohort”), we report frequencies and percentages relating to whether individuals had offending and/or custodial records during the 10-year period. Similarly, for the young and adult offender cohorts, we report frequencies and percentages relating to whether individuals had a disability, as per the disability cohort definition or a broader disability indicator. The following characteristics were also considered: age, sex, Aboriginality, type of disability (cognitive, psychosocial, physical), offence type (violent, domestic violence (DV) related, property), whether custodial episodes were sentenced episodes, and whether individuals were recorded as victims of crime during the same 10-year period. RESULTS Sixteen per cent of the disability cohort had a finalised matter (caution, youth justice conference, or court appearance) during the 10-year period; 5 per cent had a custodial episode. Across all offence types, rates were highest for those with psychosocial disability, particularly those with both cognitive and psychosocial disabilities. Rates were also higher for males (vs. females), for those aged 15–34 years (vs. <15 years and 35–64 years), for Aboriginal people, and for those recorded as victims of crime. Almost a quarter of young offenders were identified as people with disability (10% in the disability cohort), with rates of disability highest for DV offenders (42% identified with disability, 19% in the disability cohort). Similarly, 27 per cent of adult offenders were identified as people with disability (16% in the disability cohort), with highest rates of disability for property offenders (45% identified with disability, 25% in the disability cohort). Rates of disability were higher in Aboriginal offenders than non-Aboriginal offenders. Aboriginal offenders were also more likely than non-Aboriginal offenders to have been victims of crime during the period. For example, 90 per cent of Aboriginal female young offenders with disability were recorded as victims of crime during the period, versus 59 per cent of non-Aboriginal female young offenders with no identified disability. More than 2 in 5 young people and around 1 in 2 adults with sentenced custodial episodes were identified as people with disability.

CONCLUSION:  A significant proportion of young and adult offenders were identified as people with disability and many of these individuals had also been victims of crime. There is an urgent need for further disability focused research to identify opportunities for strengthened support and diversion for this vulnerable group

(Bureau Brief No. 164).

Sydney: NSW Bureau of Crime Statistics and Research, 2023. 22p