AI-Assisted Fraud Detection for Temporary Foreign Worker Assessments
Enforcement · Employment & Work
What it collects
Operational data
Anonymized data
- Labour Market Impact Assessment (LMIA) application records, Immigration Case Management System (ICMS) data, and Temporary Absence Management System (TAMS) data. The register states the system does not involve personal information.
- Run by
- Employment and Social Development Canada (ESDC)
- Where
- No fixed location
- Kept
- Not stated by the Helpful Places.
- Shared with
- Accountable organization
- Your copy
- You cannot see the data it holds about you. What you can do
What it is for
Enforcement
Employment & WorkThis system uses AI and robotic process automation to help Employment and Social Development Canada officers review Labour Market Impact Assessments under the Temporary Foreign Worker Program. It automatically analyzes data and flags potential fraud, generating reports to support officer decision-making. The system affects employers applying for LMIAs; it does not process personal information about individuals. Officers are informed that AI is used in producing the reports they review.
What it collects and what happens to it
Data taken in
Operational data
Anonymized data
- Labour Market Impact Assessment (LMIA) application records, Immigration Case Management System (ICMS) data, and Temporary Absence Management System (TAMS) data. The register states the system does not involve personal information.
Processing
Language Models
- Natural Language Processing is used to analyze textual content in LMIA applications and supporting data sources, enabling the system to extract relevant information and generate officer-facing reports.
Anomaly Detection
- Identifies patterns and signals associated with potential fraud in LMIA applications by comparing application data against learned baselines and known fraud indicators.
What it does
Deciding (Analytical AI)
Human decides
- Scores and flags LMIA applications for potential fraud indicators; program officers review the AI-generated reports and make the final assessment decisions.
Creating (Generative AI)
Human decides
- Generates structured review reports for officers, summarizing LMIA application data and highlighting fraud risk signals using RPA and generative AI capabilities.
Outputs
Generated content
Anonymized data
- AI-generated review reports for ESDC program officers summarizing LMIA application data, automating data analysis, and highlighting potential fraud indicators to support officer decision-making.
A recommendation or prediction
Anonymized data
- Fraud risk signals and flagged application indicators presented to officers as advisory outputs; final LMIA determinations remain with human officers.
Run by
Employment and Social Development Canada (ESDC)
- ESDC is the federal department that operates the Temporary Foreign Worker Program and deploys this AI system to support LMIA review and fraud detection by program officers.
Built by
Government of Canada
- The system was developed internally by the Government of Canada, with no external vendor identified in the register entry.
Kept for
Not stated by the Helpful Places.
Shared with
Available to the accountable organization
- AI-generated reports and fraud flags are accessible to ESDC program officers and management for LMIA review purposes. The register indicates only Government of Canada employees are primary users.
Not available to me
- Employers and workers subject to LMIA decisions do not have access to the AI-generated reports or fraud flag outputs. The system is an internal decision-support tool for ESDC officers only.
Stored
Not stated by the Helpful Places.
How to read the colours
Can it identify you?
- Anonymized data
- Data about people with the link to who is broken. Stripped of identifiers, blurred, aggregated, or noised so this system can’t reasonably tie a record back to an individual.
- Pseudonymous data
- Each person’s data is tied to a token (hash, ID, template) that lets this system recognise the same person across events, but the token itself doesn’t reveal a name. Reidentification is possible with extra information.
- Identifiable data
- The data either contains a direct identifier (name, address, account name, recognisable face or voice, plate number) or carries a token this system uses to look up legal identity during processing.
Who completes the loop?
- Human decides
- This mode suggests; a person decides what to do next. The AI is always advisory — a human is in the loop on every decision. Example: a triage tool ranks cases for a clinician who chooses which to see first.
- Human executes
- This mode decides; a person carries out the result. Example: an optimizer plans the day’s trash-collection routes, and drivers run them.
- Autonomous
- This mode decides and acts on its own. No person reviews each decision or carries out the resulting action.
Definitions from the DTPR standard. Amber is about your data, violet about who decides. The fuller the shape and the deeper the colour, the more identifying the data or the less a person is involved.
- AI registerGovernment of Canada Algorithmic Impact Assessment Registry — TFWP LMIA and Fraud Detection through AI (2526-ESDC-EDSC-011)Employment and Social Development Canada, Government of Canada AI Register entry 2526-ESDC-EDSC-011.
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- AI registerGovernment of Canada AI Register — 2526-ESDC-EDSC-011
- Register entryPublished by the Helpful Places. Reference 0ddcda16. This disclosure was drafted with AI assistance.Schema: ai@2026-05-06-beta
What you can do
Ask about this system
Questions go to the Helpful Places, not the vendor.
Your rights
- Right to Be Informed of AI UseThe register confirms that AI use is disclosed to users (GC employees/officers). Employers and workers whose LMIA applications are reviewed are not identified as users in the register; the extent of public-facing disclosure to affected parties is not documented in the available source material.
- Right to a Human ReviewAll AI-generated reports and fraud flags are reviewed by ESDC program officers before any determination is made. The system is advisory only; no automated decision is taken without human review. Employers may contact ESDC through existing program channels to raise concerns about LMIA decisions.
Risks and safeguards
- Reputational harmAn employer or LMIA application could be incorrectly flagged as fraudulent based on AI analysis, leading to reputational damage or unjustified denial of the ability to hire temporary foreign workers.Safeguard: The system produces advisory reports only; ESDC officers make all final determinations, providing a human review layer before any enforcement action.
- Financial & business harmA false positive fraud detection could result in LMIA denial, causing financial harm to employers who depend on temporary foreign workers for their operations.Safeguard: Human officer review of all AI-flagged cases ensures that automated fraud signals do not automatically translate into adverse decisions without human oversight.