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AI statecraft heating-up: the automation of governance through Canada’s Chinook case study

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Abstract

In the years 2020–2021, journalists, lawyers, scholars, and civil society actors noticed an unusual spike in the refusal of francophone African immigrants in Québec, Canada. While Immigration, refugee and citizenship Canada’s systemic racism problem were already documented, the novelty appeared to be how standardized and sometimes, “nonsensical” the reasons given to many of the applicants were. This eventually prompted a lawsuit against IRCC in which it was revealed that a new piece of software called “Chinook” had been deployed since 2018, approximately at the same time application refusal started spiking. Online and media-fueled speculations culminated in a broad debate about whether Chinook was an artificial intelligence-based technology. Such controversy, for instance, unfolded during parliamentary consultations in which it was finally disclosed that Chinook was not AI per se., but more of a half-baked automated interface. The present article aims to understand how the performative ambiguity of Chinook informs on the progressive becoming of the Canadian Federal state and its immigration control practices in the current Machine Learning hype. Furthermore, it seeks to understand how the interlacing of public–private partnership, in which the private sector is mobilized to produce AI-driven technology, recursively transforms the exercise of governance and governmentality. We argue, through the Chinook controversy and its unfolding, that there is a shift occurring where AI becomes ever more central in statecraft “anarchitecture” and cybernetic adaptability.

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Notes

  1. To produce the description of Chinook, we used a snowball method to acquire pertinent public documents in the Federal State’s website search engine. We also used this method to collect a multitude of journal and blog article, spanning well-established Canadian media such as CBC Radio-Canada, The Globe and Mail, The Toronto Star and Le Devoir, to law firms of individual lawyer blogs. These documents were then condensed in an unpublished report written by Nicolas Chartier-Edwards during the spring-early summer of 2022 for the Project ShapingAI. The description of Chinook found in this present article is thus mostly a condensed version of this unpublished report, actualised with the latest publications on the matter.

  2. Our sampling was indexed to a Zotero library. It is constituted of 10 official government publication on AI, Advanced analytics, softwares and engagements toward the use of these systems; 13 blog publications from different canadian law frims; 22 articles on Chinook and the immgiration refusal spike controversy from different media, including CBC news, Le Devoir, Radio-Canada, Canadian Immigrant, TVA, The Logic, The Toronto Star, The Tyee and Quartier Libre; 3 public consultations held by the House of Commons. An exhaustive and comprehensive reading of these different source material was then summerized in an internal report for the ShapingAI Canada team.

  3. Access to information and privacy online request.

  4. The Pollara report was produced and published by the firm Pollara Strategic Insight in 2019. The report revealed that racist behaviors, ranging from microaggressions to promotion denial, plagued IRCC’s workplace. Of interest to us is the fact that employees warned that such work climate could have an impact on case processing.

  5. It was well documented by the media that IRCC had fallen behind in the treatment of dossiers from applicants wishing to migrate to Canada, especially those who wanted to acquire a permanent residence in Québec (Schué 2022; Chevance 2022).

  6. Our translation.

  7. The Chinook tool is being re-platformed from Microsoft Excel to the Cloud and is currently under early development internally within IRCC. The current iterations of the Chinook tool allow some spreadsheet headings to be shifted between English and French per user language preference. Re-platforming efforts will see a fully bilingual tool. The re-platforming is expected to be completed by the end of the 2022–2023 fiscal year. (Government of Canada 2022b, paragr.7).

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Correspondence to Nicolas Chartier-Edwards.

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Chartier-Edwards, N., Blottiere, M. & Roberge, J. AI statecraft heating-up: the automation of governance through Canada’s Chinook case study. AI & Soc (2024). https://doi.org/10.1007/s00146-024-01903-5

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