Baroness Anderson of Stoke-on-Trent (Lab)

My Lords, it does not look as though we are ending on an easy group for me. Amendments 75A and 79A, tabled by the noble Lord, Lord Vaux of Harrowden, and the noble Baroness, Lady Bennett of Manor Castle, cover the same ground in Parts 1 and 2. The amendments would add a definition of what cannot constitute “reasonable grounds” in the legislation, setting out certain factors that will not constitute reasonable grounds for suspicion. Although I understand the intention behind the amendments, I want to assure your Lordships that stereotypes and generalisations would not be considered reasonable grounds for starting an investigation or issuing an information notice. Under the information powers, an information notice may be sent only when an authorised officer has reasonable grounds to suspect that a relevant offence has been committed. An authorised officer must genuinely suspect that the fraud has been carried out by the individual, and that belief will be based on an objective assessment of facts, information and/or intelligence. “Reasonable grounds” are a standard test used by other organisations, including the police, and it is clear that they cannot be based on a hunch or the types of personal factors listed in the amendments. The DWP has well-established safeguards to ensure that this test is applied properly in practice, with authorised officers documenting all reasoning for their decisions, including the basis for their suspicion, and through the Bill the PSFA will implement comparable safeguards. Management checks provide further internal assurance, and both the PSFA and the DWP intend to appoint His Majesty’s Inspectorate of Constabulary and Fire & Rescue Services to independently inspect the use of these powers. Finally, DWP guidance for authorised officers is also included in the new draft code of practice, which has been made available to noble Peers as a working draft prior to consultation. The PSFA will draft guidance on the lawful use of its information powers, which will cover this issue. I will review the specific points made, especially regarding automated processes, and will probably end up writing to noble Lords on the questions I do not cover, but I will give a flavour of the Government’s thinking. Do the PSFA or the DWP use automated processes that enable generalisations and stereotypes when gathering information about individuals? No, we do not. The DWP does not use automated processes to decide whether an information notice will be issued, and the PSFA will not do so when the power is granted. An information notice may only ever be issued by an authorised officer, who must carefully consider whether it is necessary and proportionate to do so and document their reasons. Regarding artificial intelligence in fraud and error, given what is being debated in the Chamber, I feel that we have two AI conversations going on. The DWP has a responsibility to ensure that fraud is minimised so that the right payments are made to the right people at the right time. Fraud controls are vital to reduce waste and protect taxpayers’ money. Advanced analytics, including machine learning, will play a critical role in tackling fraud, error and debt. There is currently one fraud error and error machine-learning model in full deployment on universal credit advances, and others are at various stages of testing and development, designed to prevent fraud in the highest areas of loss. We have been careful to implement a supervised machine-learning approach and incorporate human intervention to consider the case and make further inquiries if necessary. Our use of advanced analytics does not replace human judgment. The Bill does not introduce automated decision-making. To improve our approach and assure Parliament and the public of our processes, we intend to develop fairness and analysis assessments, which can be published through the annual report and accounts process. We will ensure that the fairness analysis assessment sets out the rationale for why we judge the models to be reasonable and proportionate, but without divulging the detail of our fraud and error controls, which would put the department’s security at risk. The noble Viscount will know better than me that two proofs of concept were completed by the last Government on this issue. So there is proof of concept on EVM, but we are clear, especially from the PSFA side, that we will continue with a test and learn approach to this, and will report back with any other developments. As I said, DWP decisions on fraud and error will be made by a human. I will review his other questions to see whether I need to write to him. I hope that that gives a level of reassurance to noble Lords, and that the amendment can be withdrawn.