The Data Science Lifecycle Procedural Instruction And A Presentation And Key Considerations Regarding Insights Generated By Artificial Intelligence (ai) To Support Home Affairs' Efforts To Prevent…

Written by Claude Haiku 4.5 from the extracted text on 28 Feb 2026. It can miss or misread redacted and scanned pages. Check the source before relying on it.

The Department of Home Affairs released a Data Science Lifecycle Procedural Instruction (TI-7143, approved 28 March 2025) that establishes standardized processes for delivering data science and artificial intelligence projects across Home Affairs and the Australian Border Force. The document outlines a six-stage lifecycle framework—Identify, Collect/Prepare/Approach, Analyse/Build/Evaluate, Deploy, Maintain/Monitor/Promote, and Decommissioning—with defined roles, responsibilities, documentation requirements, and assurance controls at each stage. The instruction emphasizes that data science and AI are already deployed across the department to detect border threats, facilitate trade and travel, automate routine tasks, and monitor policy efficacy. The document establishes common language and governance structures to align departmental policies, define accountability, and facilitate collaboration. Specifically, it addresses visa program risk prevention and response through AI-generated insights, though operational details and quant