“The triage process uses the following eight criteria.”
“An extensive model training exercise was undertaken in 2018-19 to select the most appropriate features as defined above. It is important to note that the model works by combining the predictive power of all the features. For instance, a larger value of one feature doesn’t necessarily mean there is a stronger correlation of a pass or fail of the triage. The most powerful features identified related to the interactions between the couple, reflecting the fact that the model is predicting the likelihood of sham marriages. In the case of the Section 24 features, these are generated from the Section 24 form which is populated by the registrar observing the behaviour of the couple. Registrars meet large numbers of people giving notice to marry and are able to ascertain unusual behaviour. Another important feature is shared travel events, whereby if a couple have travelled on many flights together there is a suggestion of a stronger relationship between the parties. Other considerations included the independence of the features and the avoidance of protected characteristics. Age is a protected characteristic, but it is important to consider the at the model does not use an individual’s age, but instead uses the age difference in days between the couples ages.”
“I considered redacting this section. This is the only triage criteria that touches on a protected characteristic. There is the potential for there to be some indirect discrimination based on age. I felt it was in the public interest to understand how we justified this potential indirect discrimination. The risk of disclosing one criteria was outweighed by the public interest in understanding this impact. The other criteria do not use protected characteristics and therefore the risk of disclosing them outweighed the public interest.”
“As part of the AQA process and the production of the [EIA], the [Data Services and Analytics unit] conducted a review of the nationalities involved in the marriage process. This review has been copied into the EIA. No further review exists.”
“It is well-established that the prejudice must be real, actual or of substance, and that in this context “likely” means a very significant and weighty chance of prejudice (see R (Lord) v Secretary of State for the Home Department[2003] EWHC 2073 (Admin) at paragraph [106])”
“The HO has disclosed a large amount of information about the need for a triage system and have clearly thought carefully to limit that to information which would minimise or reduce the risk of cause of prejudice.”