Data Protection and Digital Information Bill

Baroness Jones of Whitchurch Excerpts

Committee stage
Wednesday 27th March 2024 Grand Committee

[Lord Kamall (Con)]

I apologise and thank the noble Lord for his collegiate approach.

[Baroness Jones of Whitchurch (Lab)]

My Lords, I thank all noble Lords who have contributed to this debate. We have had a major common theme, which is that any powers exercised by the Secretary of State in Clause 14 should be to enhance, rather than diminish, the protections for a data subject affected by automated decision-making. We have heard some stark and painful examples of the way in which this can go wrong if it is not properly regulated. As noble Lords have said, this seems to be regulation on automated decision-making by the backdoor, but with none of the protections and promises that have been made on this subject.

Our Amendment 59 goes back to our earlier debate about rights at work when automated decision-making is solely or partly in operation. It provides an essential underpinning of the Secretary of State’s powers. The Minister has argued that ADM is a new development and that it would be wrong to be too explicit about the rules that should apply as it becomes more commonplace, but our amendment cuts through those concerns by putting key principles in the Bill. They are timeless principles that should apply regardless of advances in the adoption of these new technologies. They address the many concerns raised by workers and their representatives, about how they might be disfranchised or exploited by machines, and put human contact at the heart of any new processes being developed. I hope that the Minister sees the sense of this amendment, which will provide considerable reassurance for the many people who fear the impact of ADM in their working lives.

I draw attention to my Amendments 58 and 73, which implement the recommendations of the Delegated Powers and Regulatory Reform Committee. In the Bill, the new Articles 22A to 22D enable the Secretary of State to make further provisions about safeguards when automated decision-making is in place. The current wording of new Article 22D makes it clear that regulations can be amended

“by adding or varying safeguards”.

The Delegated Powers Committee quotes the department saying that

“it does not include a power to remove safeguards provided in new Article 22C and therefore cannot be exercised to weaken the protections”

afforded to data subjects. The committee is not convinced that the department is right about this, and we agree with its analysis. Surely “vary” means that the safeguards can move in either direction—to improve or reduce protection.

The committee also flags up concerns that the Bill’s amendments to Sections 49 and 50 of the Data Protection Act make specific provision about the use of automated decision-making in the context of law enforcement processing. In this new clause, there is an equivalent wording, which is that the regulations may add or vary safeguards. Again, we agree with its concerns about the application of these powers to the Secretary of State. It is not enough to say that these powers are subject to the affirmative procedure because, as we know and have discussed, the limits on effective scrutiny of secondary legislation are manifest.

We have therefore tabled Amendments 58 and 73, which make it much clearer that the safeguards cannot be reduced by the Secretary of State. The noble Lord, Lord Clement-Jones, has a number of amendments with a similar intent, which is to ensure that the Secretary of State can add new safeguards but not remove them. I hope the Minister is able to commit to taking on board the recommendations of the Delegated Powers Committee in this respect.

The noble Baroness, Lady Kidron, once again made the powerful point that the Secretary of State’s powers to amend the Data Protection Act should not be used to reduce the hard-won standards and protections for children’s data. As she says, safeguards do not constitute a right, and having regard to the issues is a poor substitute for putting those rights back into the Bill. So I hope the Minister is able to provide some reassurance that the Bill will be amended to put these hard-won rights back into the Bill, where they belong.

I am sorry that the noble Lord, Lord Holmes, is not here. His amendment raises an important point about the need to build in the views of the Information Commissioner, which is a running theme throughout the Bill. He makes the point that we need to ensure, in addition, that a proper consultation of a range of stakeholders goes into the Secretary of State’s deliberations on safeguards. We agree that full consultation should be the hallmark of the powers that the Secretary of State is seeking, and I hope the Minister can commit to taking those amendments on board.

I echo the specific concerns of the noble Lord, Lord Clement-Jones, about the impact assessment and the supposed savings from changing the rules on subject access requests. This is not specifically an issue for today’s debate but, since it has been raised, I would like to know whether he is right that the savings are estimated to be 50% and not 1%, which the Minister suggested when we last debated this. I hope the Minister can clarify this discrepancy on the record, and I look forward to his response.

[The Parliamentary Under-Secretary of State, Department for Science, Innovation and Technology (Viscount Camrose) (Con)]

I thank the noble Lords, Lord Clement-Jones and Lord Knight, my noble friend Lord Holmes and the noble Baronesses, Lady Jones, Lady Kidron and Lady Bennett—

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[Viscount Camrose (Con)]

Indeed. That may well be the case, but how that regulatory instruction is expressed can be done in multiple ways. Let me continue; otherwise, I will run out of time.

[Baroness Jones of Whitchurch (Lab)]

I am having a senior moment as well. Where are the outcomes written? What are we measuring this against? I like the idea; it sounds great—management terminology—but I presume that it is written somewhere and that we could easily add children’s rights to the outcomes as the noble Baroness suggests. Where are they listed?

[Lord Harlech (Con)]

My Lords, I think we should try to let the Minister make a little progress and see whether some of these questions are answered.

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[Viscount Camrose (Con)]

I absolutely recognise the seriousness and importance of the points made by the noble Baroness. Of course, I would be happy to write to her and meet her, as I would be for any Member in the Committee, to give—I hope—more satisfactory answers on these important points.

As an initial clarification before I write, it is perhaps worth me saying that the ICO has a responsibility to keep guidance up to date but, because it is an independent regulator, it is not for the Government to prescribe this, only to allow it to do so for flexibility. As I say, I will write and set out that important point in more detail.

Amendment 59 relates to workplace rights. I reiterate that the existing data protection legislation and our proposed reforms—

[Baroness Jones of Whitchurch (Lab)]

Has the Minister moved on from our Amendments 58 and 59? He was talking about varying safeguards. I am not quite sure where he is.

[Viscount Camrose (Con)]

It is entirely my fault; when I sit down and stand up again, I lose my place.

We would always take the views of the DPRRC very seriously on that. Clearly, the Bill is being designed without the idea in mind of losing or diminishing any of those safeguards; otherwise, it would have simply said in the Bill that we could do that. I understand the concern that, by varying them, there is a risk that they would be diminished. We will continue to find a way to take into account the concerns that the noble Baroness has set out, along with the DPRRC. In the interim, let me perhaps provide some reassurance that that is, of course, not the intention.

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I would like to believe that we all want the same thing, which is that we do not want to diminish the trust that citizens hold in public and private services that use their data. We do not want to stop that process that forces engineers to set out what they are trying to do and what the risks are. I am willing to be open-minded that there may be some improvements in the Bill—I cannot see them at the moment—but I think we have to go through that detail. As currently set out, it really looks to me that, as the noble Baroness, Lady Kidron, said, we are replacing granularity with general requirements, when it is granularity that we need. All my experience of building and running digital services is that the huge temptation as a non-technologist is to not get involved in the detail. I give everyone who is not a technologist and starts running a tech business this advice: do not be afraid of the detail, force your engineers to speak in English and get to the detail of what will change for your customers. I feel that we need to do the same with the Bill. I urge the Minister to engage with us between Committee and Report so that we are not voting on very high-end principles but are establishing the detail of what the Bill will do.

[Baroness Jones of Whitchurch (Lab)]

My Lords, I thank all noble Lords who have contributed to this very wide-ranging debate. Our amendments cover a lot of common ground, and we are in broad agreement on most issues, so I hope noble Lords will bear with me if I primarily focus on the amendments that I have tabled, although I will come back to other points.

We have given notice of our intention to oppose Clause 16 standing part of the Bill which is similar to Amendment 80 tabled by the noble Lord, Lord Clement-Jones, which probes why the Government have found it necessary to remove the requirement that companies outside the UK should appoint a representative within the UK. The current GDPR rules apply to all those active in the UK market, regardless of whether their organisation is based or located in the UK. The intention is that the representative will ensure UK compliance and act as a primary source of contact for data subjects. Without this clause, data subjects will be forced to deal with overseas data handlers, with all the cultural and language barriers that might ensue. There is no doubt that this will limit their rights to apply UK data standards.

In addition, as my colleagues in the Commons identified, the removal of the provisions in Clause 16 was not included in the Government’s consultation, so stakeholders have not had the chance to register some of the many practical concerns that they feel will arise from this change. There is also little evidence that compliance with Article 27 is an unnecessary barrier to responsible data use by reputable overseas companies. Again, this was a point made by the noble Lord, Lord Clement-Jones. In fact, the international trend is for more countries to add a representative obligation to their data protection laws, so we are becoming outriders on the global stage.

Not only is this an unnecessary change but, compared to other countries, it will send a signal that our data protection rights are being eroded in the UK. Of course, this raises the spectre of the EU revisiting whether our UK adequacy status should be retained. It also has implications for the different rules that might apply north and south of the border in Ireland so, again, if we are moving away from the standard rules applied by other countries, this has wider implications that we need to consider.

For many reasons, I challenge the Government to explain why this change was felt to be necessary. The noble Lord, Lord Clement-Jones, talked about whether the cost was really a factor. It did not seem that there were huge costs, compared to the benefits of maintaining the current system, and I would like to know in more detail why the Government are doing this.

Our Amendments 81 and 90 seek to ensure that there is a definition of “high-risk processing” in the Bill. The current changes in Clauses 17 and 20 have the effect of watering down data controllers’ responsibilities, from carrying out data protection impact assessments to assessing high-risk processing on the basis of whether it was necessary and what risks are posed. But nowhere does it say what constitutes high-risk processing—it is left to individual organisations to make that judgment—and nowhere does it explain what “necessary” means in this context. Is it also expected to be proportionate, as in the existing standards? This lack of clarity has caused some consternation among stakeholders.

The Equality and Human Rights Commission argues that the proposed wording means that

“data controllers are unlikely to go beyond minimum requirements”,

so the wording needs to be more explicit. It also recommends that

“the ICO be required to provide detailed guidance on how ‘the rights and freedoms of individuals’ are to be considered in an Assessment of High Risk Processing”.

More crucially, the ICO has written to Peers, saying that the Bill should contain a list of

“activities that government and Parliament view as high-risk processing, similar to the current list set out at Article 35(3) of the UK GDPR”.

This is what our Amendments 81 and 90 aim to achieve. I hope the Minister can agree to take these points on board and come back with amendments to achieve this.

The ICO also makes the case for future-proofing the way in which high-risk processing is regulated by making a provision in the Bill for the ICO to further designate high-risk processing activities with parliamentary approval. This would go further than the current drafting of Clause 20, which contains powers for the ICO to give examples of high-risk profiling, but only for guidance. Again, I hope that the Minister can agree to take these points on board and come back with suitable amendments.

Our Amendments 99, 100 and 102 specify the need for wider factors in the proposed risk assessment list to ensure that it underpins our equality laws. Again, this was an issue about which stakeholders have raised concerns. The TUC and the Institute for the Future of Work make the point that data protection impact assessments are a crucial basis for consultation with workers and trade unions about the use of technology at work, and this is even more important as the complexities of AI come on stream. The Public Law Project argues that, without rigorous risk and impact analysis, disproportionate and discriminatory processes could be carried out before the harm comes to light.

The Equality and Human Rights Commission argues that data protection impact assessments

“provide a key mechanism for ensuring equality impacts are assessed when public and private sector organisations embed AI systems in their operations”.

It specifically recommends that express references in Article 35(7) of GDPR to “legitimate interests” and

“the rights and freedoms of data subjects”,

as well as the consultation obligations in Article 35(2), should be retained. I hope that the Minister can agree to take these recommendations on board and come back with suitable amendments to ensure that our equalities legislation is protected.

Our Amendments 106 and 108 focus on the particular responsibilities of data controllers to handle health data with specific obligations. This is an issue that we know, from previous debates, is a major cause for concern among the general public, who would be alarmed if they thought that the protections were being weakened.

The BMA has raised concerns that Clauses 20 and 21 will water down our high standards of data governance, which are necessary when organisations are handling health data. As it says,

“Removing the requirement to conduct a thorough assessment of risks posed to health data is likely to lead to a less diligent approach to data protection for individuals”.


It also argues that removing the requirement for organisations to consult the ICO on high-risk processing is,

“a backward step from good governance … when organisations are processing large quantities of sensitive health data.

Our amendments aim to address these concerns by specifying that, with regard to specific cases, such as the handling of health data, prior consultation with the ICO should remain mandatory. I hope that the Minister will see the sense in these amendments and recognise that further action is needed in this Bill to maintain public trust in how health data is managed for individual care and systemwide scientific development.

I realise that we have covered a vast range of issues, but I want to touch briefly on those raised by the noble Baroness, Lady Kidron. She is right that, in particular, applications of risk assessments by public bodies should be maintained, and we agree with her that Article 35’s privacy-by-design requirements should be retained. She once again highlighted the downgrading of children’s rights in this Bill, whether by accident or intent, and we look forward to seeing the exchange of letters with the Minister on this. I hope that we will all be copied in and that the Minister will take on board the widespread view that we should have more engagement on this before Report, because there are so many outstanding issues to be resolved. I look forward to the Minister’s response.

[Viscount Camrose (Con)]

I thank the noble Baronesses, Lady Kidron and Lady Jones, and the noble Lord, Lord Clement-Jones, for their amendments, and I look forward to receiving the letter from the noble Baroness, Lady Kidron, which I will respond to as quickly as I can. As everybody observed, this is a huge group, and it has been very difficult for everybody to do justice to all the points. I shall do my best, but these are points that go to the heart of the changes we are making. I am very happy to continue engaging on that basis, because we need plenty of time to review them—but, that said, off we go.

The changes the Government are making to the accountability obligations are intended to make the law clearer and less prescriptive. They will enable organisations to focus on areas that pose high risks to people resulting, the Government believe, in improved outcomes. The new provisions on assessments of high-risk processing are less prescriptive about the precise circumstances in which a risk assessment would be required, as we think organisations are best placed to judge whether a particular activity poses a high risk to individuals in the context of the situation.

However, the Government are still committed to high standards of data protection, and there are many similarities between our new risk assessment measures and the previous provisions. When an organisation is carrying out processing activities that are likely to pose a high risk to individuals, it will still be expected to document that processing, assess risks and identify mitigations. As before, no such document would be required where organisations are carrying out low-risk processing activities.

One of the main aims of the Bill is to remove some of the UK GDPR’s unnecessary compliance burdens. That is why organisations will be required to designate senior responsible individuals, keep records of processing and carry out the risk assessments above only when their activities pose high risks to individuals.

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[Viscount Camrose (Con)]

That is a very interesting question, but I am not sure that there is a read-across between the AI Act and our approach here. The fundamental starting point was that, although the provisions of the original GDPR are extremely important, the burdens of compliance were not proportionate to the results. The overall foundation of the DPDI is, while at least maintaining existing levels of protection, to reduce the burdens of demonstrating or complying with that regulation. That is the thrust of it—that is what we are trying to achieve—but noble Lords will have different views about how successful we are being at either of those. It is an attempt to make it easier to be safe and to comply with the regulations of the DPDI and the other Acts that govern data protection. That is where we are coming from and the thrust of what we are trying to achieve.

I note that, as we have previously discussed, children need particular protection when organisations are collecting and processing their personal data.

[Baroness Jones of Whitchurch (Lab)]

I did not interrupt before because I thought that the Minister would say more about the difference between high-risk and low-risk processing, but he is going on to talk about children. One of my points was about the request from the Information Commissioner—it is very unusual for him to intervene. He said that a list of high-risk processing activities should be set out in the Bill. I do not know whether the Minister was going to address that important point.

[Viscount Camrose (Con)]

I will briefly address it now. Based on that letter, the Government’s view is to avoid prescription and I believe that the ICO’s view— I cannot speak for it—is generally the same, except for a few examples where prescription needs to be specified in the Bill. I will continue to engage with the ICO on where exactly to draw that line.

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[Viscount Camrose (Con)]

No, I do not accept that at all. I would suggest that we are saying to businesses, “You must provide access to the ICO and data subjects in a way that is usable by all parties, but you must do so in the manner that makes the most sense to you”. That is a good example of going after outcomes but not insisting on any particular process or methodology in a one-size-fits-all way.

[Baroness Jones of Whitchurch (Lab)]

The Minister mentioned the freedom to choose the best solution. Would it be possible for someone to be told that their contact was someone who spoke a different language to them? Do they have to be able to communicate properly with the data subjects in this country?

[Viscount Camrose (Con)]

Yes—if the person they were supposed to communicate with did not speak English or was not available during reasonable hours, that would be in violation of the requirement.

I apologise if we briefly revisit some of our earlier discussion here, but Amendment 81 would reintroduce a list of high-risk processing activities drawn from Article 35 of the UK GDPR, with a view to helping data controllers comply with the new requirements around designating a senior responsible individual.

The Government have consulted closely with the ICO throughout the development of all the provisions in the Bill, and we welcome its feedback as it upholds data subjects’ rights. We recognise and respect that the ICO’s view on this issue is different to the Government’s, but the Government feel that adding a prescriptive list to the legislation would not be appropriate for the reasons we have discussed. However, as I say, we will continue to engage with it over the course of the passage of the Bill.

Some of the language in Article 35 of the UK GDPR is unclear and confusing, which is partly why we removed it in the first place. We believe organisations should have the ability to make a judgment of risk based on the specific nature, scale and context of their own processing activities. We do not need to provide prescriptive examples of high-risk processing on the face of legislation because any list could quickly become out of date. Instead, to help data controllers, Clause 20 requires the ICO to produce a document with examples of what the commissioner considers to be high-risk processing activities.

I turn to Clause 17 and Amendment 82. The changes we are making in the Bill will reduce prescription by removing the requirement to appoint a data protection officer in certain circumstances. Instead, public bodies and other organisations carrying out high-risk processing activities will have to designate a senior responsible individual to ensure that data protection risks are managed effectively within their organisations. That person will have flexibility about how they manage data protection risks. They might decide to delegate tasks to independent data protection experts or upskill existing staff members, but they will not be forced to appoint data protection officers if suitable alternatives are available.

The primary rationale for moving to a senior responsible individual model is to embed data protection at the heart of an organisation by ensuring that someone in senior management takes responsibility and accountability for it if the organisation is a public body or is carrying out high-risk processing. If organisations have already appointed data protection officers and want to keep an independent expert to advise them, they will be free to do so, providing that they also designate a senior manager to take overall accountability and provide sufficient support, including resources.

Amendment 83, tabled by the noble Baroness, Lady Kidron, would require the senior responsible individual to specifically consider the risks to children when advising the controller on its responsibilities. As drafted, Clause 17 of the Bill requires the senior responsible individual to perform a number of tasks or, if they cannot do so themselves, to make sure that they are performed by another person. They include monitoring the controller’s compliance with the legislation, advising the controller of its obligations and organising relevant training for employees who carry out the processing of personal data. Where the organisation is processing children’s data, all these requirements will be relevant. The senior responsible individual will need to make sure that any guidance and training reflects the type of data being processed and any specific obligations the controller has in respect of that data. I hope that this goes some way to convincing the noble Baroness not to press her amendment.

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Amendments 85 and 86, put forward by the noble Baroness, Lady Kidron, would require any records kept by controllers to take account of the fact that a higher standard of protection is needed for children than adults. However, the clause already requires organisations to consider the context and nature of the processing and the likely risks arising to people of all ages when determining whether the record-keeping provisions apply. The ICO will be required to publish a document with a list of examples that it considers to be high-risk processing activities and we—

[Baroness Jones of Whitchurch (Lab)]

The Minister has reached his 20 minutes. We nudged him at 15 minutes.

[Viscount Camrose (Con)]

Do I have to shut up?

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[Lord Clement-Jones (LD)]

Yes. We will not stand on ceremony.

[Baroness Jones of Whitchurch (Lab)]

As long as that applies to us on occasion as well.

[Viscount Camrose (Con)]

I apologise for going over. I will try to be as quick as possible.

I turn now to the amendments on the new provisions on assessments of high-risk processing in Clause 20. Amendments 87, 88, 89, 91, 92, 93, 94, 95, 97, 98 and 101 seek to reinstate requirements in new Article 35 of the UK GDPR on data protection impact assessments, and, in some areas, make them even more onerous for public authorities. Amendment 90 seeks to reintroduce a list of high-risk processing activities drawn from new Article 35, with a view to help data controllers comply with the new requirements on carrying out assessments of high-risk processing.

Amendment 96, tabled by the noble Baroness, Lady Kidron, seeks to amend Clause 20, so that, where an internet service is likely to be accessed by children, the processing is automatically classed as high risk and the controller must do a children’s data protection impact assessment. Of course, I fully understand why the noble Baroness would like those measures to apply automatically to organisations processing children’s data, and particularly to internet services likely to be accessed by children. It is highly likely that many of the internet services that she is most concerned about will be undertaking high-risk activities, and they would therefore need to undertake a risk assessment.

Under the current provisions in Clause 20, organisations will still have to undertake risk assessments where their processing activities are likely to pose high risks to individuals, but they should have the ability to assess the level of risk based on the specific nature, scale and context of their own processing activities. Data controllers do not need to be directed by government or Parliament about every processing activity that will likely require a risk assessment, but the amendments would reintroduce a level of prescriptiveness that we were seeking to remove.

Clause 20 requires the ICO to publish a list of examples of the types of processing activities that it considers would pose high risks for the purposes of these provisions, which will help controllers to determine whether a risk assessment is needed. This will provide organisations with more contemporary and practical help than a fixed list of examples in primary legislation could. The ICO will be required to publish a document with a list of examples that it considers to be high-risk processing activities, and we fully expect the vulnerability age of data subjects to be a feature of that. The commissioner’s current guidance on data protection impact assessments already describes the use of the personal data of children or other vulnerable individuals for marketing purposes, profiling or offering internet services directly to children as examples of high-risk processing, although the Government cannot of course tell the ICO what to include in its new guidance.

Similarly, in relation to Amendments 99, 100 and 102 from the noble Baroness, Lady Jones, it should not be necessary for this clause to specifically require organisations to consider risks associated with automated decision-making or obligations under equalities legislation. That is because the existing clause already requires controllers to consider any risks to individuals and to describe

“how the controller proposes to mitigate those risks”.

I am being asked to wrap up and so, in the interests of time, I shall write with my remaining comments. I have no doubt that noble Lords are sick of the sound of my voice by now.

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[Lord Clement-Jones (LD)]

My Lords, given the hour, I will be brief. That was an absolute tour de force by the noble Baroness. As with all the Minister’s speeches, I will read her speech over Easter.

I was very interested to be reminded of the history of Napster, because that was when many of us realised that we were, in many ways, entering the digital age in the creative industries and beyond. The amendments that the noble Baroness put forward are examples of where the Bill could make a positive impact, unlike the impact that so much of the rest of it is making in watering down rights. She described cogently how large language models are ingesting or scraping data from the internet, social media and journalism, how very close to the ingestion of copyright material this whole agenda is and how it is being done by anonymous bots in particular. It fits very well with the debate in which the Minister was involved last Friday on the Private Member’s Bill of the noble Lord, Lord Holmes, who inserted a clause requiring transparency on the ingestion or scraping of data and copyright material by large language models. It is very interesting.

The opportunity in the data area is currently much greater than it is in the intellectual property area. At least we have the ICO, which is a regulator, unlike the IPO, which is not really a regulator with teeth. I am very interested in the fact that the ICO is conducting a consultation on generative AI and data protection, which it launched in January. Conterminously with this Bill, perhaps the ICO might come to some conclusions that we can use. That would of course include the whole area of biometrics, which, in the light of things such as deepfakes and so on, is increasingly an issue of great concern. The watchword is “transparency”: we must impose a duty on the generative AI models about the use of the material that they use to train their models and then use in operation. I fully support Amendments 103 and 104 in the name of the noble Baroness, even though, as she describes them, they are a small step.

[Baroness Jones of Whitchurch (Lab)]

My Lords, I, too, will be relatively brief. I thank the noble Baroness, Lady Kidron, for her amendments, to which I was very pleased to add my name. She raised an important point about the practice of web scrapers, who take data from a variety of sources to construct large language models without the knowledge or permission of web owners and data subjects. This is a huge issue that should have been a much more central focus of the Bill. Like the noble Baroness, I am sorry that the Government did not see fit to use the Bill to bring in some controls on this increasingly prevalent practice, because that would have been a more constructive use of our time than debating the many unnecessary changes that we have been debating so far.

As the noble Baroness said, large language models are built on capturing text, data and images from infinite sources without the permission of the original creator of the material. As she also said, it is making a mockery of our existing data rights. It raises issues around copyright and intellectual property, and around personal information that is provided for one purpose and commandeered by web scrapers for another. That process often happens in the shadows, whereby the owner of the information finds out only much later that their content has been repurposed.

What is worse is that the application of AI means that material provided in good faith can be distorted or corrupted by the bots scraping the internet. The current generation of LLMs are notorious for hallucinations in which good quality research or journalistic copy is misrepresented or misquoted in its new incarnation. There are also numerous examples of bias creeping into the LLM output, which includes personal data. As the noble Baroness rightly said, the casual scraping of children’s images and data is undermining the very essence of our existing data protection legislation.

It is welcome that the Information Commissioner has intervened on this. He argued that LLMs should be compliant with the Data Protection Act and should evidence how they are complying with their legal obligations. This includes individuals being able to exercise their information rights. Currently, we are a long way from that being a reality and a practice. This is about enforcement as much as giving guidance.

I am pleased that the noble Baroness tabled these amendments. They raise important issues about individuals giving prior permission for their data to be used unless there is an easily accessible opt-out mechanism. I would like to know what the Minister thinks about all this. Does he think that the current legislation is sufficient to regulate the rise of LLMs? If it is not, what are the Government doing to address the increasingly widespread concerns about the legitimacy of web scraping? Have the Government considered using the Bill to introduce additional powers to protect against the misuse of personal and creative output?

In the meantime, does the Minister accept the amendments in the name of the noble Baroness, Lady Kidron? As we have said, they are only a small part of a much bigger problem, but they are a helpful initiative to build in some basic protections in the use of personal data. This is a real challenge to the Government to step up to the mark and be seen to address these important issues. I hope the Minister will say that he is happy to work with the noble Baroness and others to take these issues forward. We would be doing a good service to data citizens around the country if we did so.

[Viscount Camrose (Con)]

I thank the noble Baroness, Lady Kidron, for tabling these amendments. I absolutely recognise their intent. I understand that they are motivated by a concern about invisible types of processing or repurposing of data when it may not be clear to people how their data is being used or how they can exercise their rights in respect of the data.

On the specific points raised by noble Lords about intellectual property rather than personal data, I note that, in their response to the AI White Paper consultation, the Government committed soon to provide a public update on their approach to AI and intellectual property, noting the importance of greater transparency in the use of copyrighted material to train models, as well as labelling and attribution of outputs.

Amendment 103 would amend the risk-assessment provisions in Clause 20 so that any assessment of high-risk processing would always include an assessment of how the data controller would comply with the purpose limitation principle and how any new processing activity would be designed so that people could exercise their rights in respect of the data at the time it was collected and at any subsequent occasion.

I respectfully submit that this amendment is not necessary. The existing provisions in Clause 20, on risk assessments, already require controllers to assess the potential risks their processing activities pose to individuals and to describe how those risks would be mitigated. This would clearly include any risk that the proposed processing activities would not comply with the data protection principles—for example, because they lacked transparency—and would make it impossible for people to exercise their rights.

Similarly, any assessment of risk would need to take account of any risks related to difficulties in complying with the purpose limitation principle—for example, if the organisation had no way of limiting who the data would be shared with as a result of the proposed processing activity.

According to draft ICO guidance on generative AI, the legitimate interests lawful ground under Article 6(1)(f) of the UK GDPR can be a valid lawful ground for training generative AI models on web-scrape data, but only when the model’s developer can ensure that they pass the three-part test—that is, they identify a legitimate interest, demonstrate that the processing is necessary for that purpose and demonstrate that the individual’s interests do not override the interest being pursued by the controller.

Controllers must consider the balancing test particularly carefully when they do not or cannot exercise meaningful control over the use of the model. The draft guidance further notes that it would be very difficult for data controllers to carry out their processing activities in reliance on the legitimate interests lawful ground if those considerations were not taken into account.