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content/english/_index.md

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- image: /images/supported_by/HAI.png
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link: "https://hai.stanford.edu/ai-audit-challenge-2023-finalists"
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alt_text: Stanford University Human-Centered Artificial Intelligence Lab
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- image: /images/partners/DUO.png
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- image: /images/supported_by/DUO.png
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link: "https://duo.nl"
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alt_text: Dutch Executive Agency for Education
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- image: /images/partners/NEN.svg

content/english/algoprudence/cases/aa202401_preventing-prejudice.md

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{{< accordion_item_close >}}
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{{< accordion_item_open title="DUO apologizes for indirect discrimination in college allowances control process" image="/images/partners/DUO.png" id="DUO-apologies" date="01-03-2024" tag1="press release" >}}
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{{< accordion_item_open title="DUO apologizes for indirect discrimination in college allowances control process" image="/images/supported_by/DUO.png" id="DUO-apologies" date="01-03-2024" tag1="press release" >}}
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##### Description
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content/english/events/press_room.md

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{{< accordions_area_open id="DUO_CBS" >}}
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{{< accordion_item_open title="DUO control process biased towards students with a non-European migration background" id="DUO_CBS" background_color="#ffffff" date="22-05-2024" tag1="DUO" tag2="CBS" tag3="bias analysis" image="/images/partners/DUO.png" >}}
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{{< accordion_item_open title="DUO control process biased towards students with a non-European migration background" id="DUO_CBS" background_color="#ffffff" date="22-05-2024" tag1="DUO" tag2="CBS" tag3="bias analysis" image="/images/supported_by/DUO.png" >}}
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**THE HAGUE - In its inspection of the legitimate use of student finance for students living away from home, DUO selected students for control with a non-European migration background significantly more often. This demonstrates an unconscious bias in DUO's control process. Students with a non-European migration background were assigned a higher risk score by a risk profile and were more often manually selected for a home visit. This is evident from follow-up research that NGO Algorithm Audit carried out on behalf of DUO, which was sent by the minister to the House of Representatives on May 22. The results of the research strengthen the outcomes of previous research, on the basis of which the minister apologized on behalf of the cabinet on March 1, 2024 for indirect discrimination in the control process.**
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{{< accordion_item_close >}}
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{{< accordion_item_open title="Irregularities identified in college allowances control process by Dutch public sector organization DUO" id="DUO" background_color="#ffffff" date="01-03-2024" tag1="DUO" tag2="audit report" tag3="" image="/images/partners/DUO.png" >}}
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{{< accordion_item_open title="Irregularities identified in college allowances control process by Dutch public sector organization DUO" id="DUO" background_color="#ffffff" date="01-03-2024" tag1="DUO" tag2="audit report" tag3="" image="/images/supported_by/DUO.png" >}}
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**THE HAGUE – In its control process into misuse of the allowances for students living away from home, Dutch public sector organization DUO selected individuals who lived close to their parent(s) significantly more often. The risk-taxation algorithm, that was used as an assisting tool for selecting students, worked as expected. However, the combination of the algorithm and manual selection resulted in a large overrepresentation of certain groups. Selected students were visited at home to inspect whether allowances were unduly granted. This is the main conclusion of research carried out by NGO Algorithm Audit on behalf of DUO. DUO’s control process was discredited in 2023 after media attention, in which was mentioned that students with a migration background were accused of misuse more often than other students.**
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content/english/knowledge-platform/collaboration.md

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* collaboratively submitted a request to the Dutch National Office of Statistics in order to conduct a large-scale study on proxy characteristics;
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* finding solutions to deal with the normative dimension of auditing and evaluating algorithmic-driven decision-making processes, for instance involvement of various stakeholders to qualitatively interpret quantitative measurements.
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{{< image id="DUO" width_desktop="4" width_mobile="12" image1="/images/partners/DUO.png" alt1="Dienst Uitvoering Onderwijs (DUO)" caption1="Dienst Uitvoering Onderwijs (DUO)" >}}
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{{< image id="DUO" width_desktop="4" width_mobile="12" image1="/images/supported_by/DUO.png" alt1="Dienst Uitvoering Onderwijs (DUO)" caption1="Dienst Uitvoering Onderwijs (DUO)" >}}
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{{< button button_text="Read the full audit report" button_link="/algoprudence/cases/aa202401_bias-prevented/" >}}
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content/english/knowledge-platform/project-work.md

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* Applying the algoprudence way of working to issue normative advice in the context of algorithm validations. More information on algoprudence can be found [here](/algoprudence/how-we-work/).
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{{< image id="DUO" width_desktop="4" width_mobile="12" image1="/images/partners/DUO.png" alt1="Dienst Uitvoering Onderwijs (DUO)" caption1="Dienst Uitvoering Onderwijs (DUO)" >}}
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{{< image id="DUO" width_desktop="4" width_mobile="12" image1="/images/supported_by/DUO.png" alt1="Dienst Uitvoering Onderwijs (DUO)" caption1="Dienst Uitvoering Onderwijs (DUO)" >}}
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{{< button button_text="Read the full audit reports" button_link="/algoprudence/" >}}
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content/nederlands/_index.md

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link: "https://hai.stanford.edu/ai-audit-challenge-2023-finalists"
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alt_text: Stanford University Human-Centered Artificial Intelligence Lab
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- image: /images/partners/DUO.png
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- image: /images/supported_by/DUO.png
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link: "https://duo.nl"
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alt_text: Dienst Uitvoering Onderwijs
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- image: /images/partners/NEN.svg

content/nederlands/algoprudence/cases/aa202401_preventing-prejudice.md

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{{< accordion_item_open title="DUO biedt excuses aan voor indirecte discriminatie bij controles op de uitwonendenbeurs" image="/images/partners/DUO.png" id="DUO-excuses" date="01-03-2024" tag1="persbericht" >}}
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{{< accordion_item_open title="DUO biedt excuses aan voor indirecte discriminatie bij controles op de uitwonendenbeurs" image="/images/supported_by/DUO.png" id="DUO-excuses" date="01-03-2024" tag1="persbericht" >}}
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##### Beschrijving
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content/nederlands/events/press_room.md

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{{< accordion_item_open title="Controleproces DUO vooringenomen voor studenten met een niet-Europese migratieachtergrond" id="DUO_CBS" background_color="#ffffff" date="22-05-2024" tag1="DUO" tag2="CBS" tag3="bias analyse" image="/images/partners/DUO.png" >}}
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{{< accordion_item_open title="Controleproces DUO vooringenomen voor studenten met een niet-Europese migratieachtergrond" id="DUO_CBS" background_color="#ffffff" date="22-05-2024" tag1="DUO" tag2="CBS" tag3="bias analyse" image="/images/supported_by/DUO.png" >}}
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**DEN HAAG – In de controle op rechtmatig gebruik van studiefinanciering
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voor uitwonende studenten controleerde DUO aanzienlijk vaker studenten met een niet-Europese
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{{< accordion_item_open title="Afwijkingen geconstateerd in controleproces DUO naar misbruik met uitwonendenbeurs" id="DUO" background_color="#ffffff" date="01-03-2024" tag1="DUO" image="/images/partners/DUO.png" tag2="audit rapport" >}}
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{{< accordion_item_open title="Afwijkingen geconstateerd in controleproces DUO naar misbruik met uitwonendenbeurs" id="DUO" background_color="#ffffff" date="01-03-2024" tag1="DUO" image="/images/supported_by/DUO.png" tag2="audit rapport" >}}
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<b>DEN HAAG – DUO selecteerde in onderzoek naar misbruik met de uitwonendenbeurs aanzienlijk
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vaker studenten die dicht bij hun ouder(s) woonden. Het algoritme dat ter ondersteuning van

content/nederlands/knowledge-platform/collaboration.md

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* een ingediend verzoek bij het Centraal Bureau voor de Statistiek (CBS) om een rigoreus onderzoek te verrichten naar proxy-attributen;
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* het ontwikkelen van werkmethoden om om te leren gaan met de normatieve dimensie van het auditeren van algoritmes, bijvoorbeeld door het betrekken van verschillende belanghebbende bij oordeelsvorming over normatieve vraagstukken.
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{{< image id="DUO" width_desktop="4" width_mobile="12" image1="/images/partners/DUO.png" alt1="Dienst Uitvoering Onderwijs (DUO)" caption1="Dienst Uitvoering Onderwijs (DUO)" >}}
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{{< image id="DUO" width_desktop="4" width_mobile="12" image1="/images/supported_by/DUO.png" alt1="Dienst Uitvoering Onderwijs (DUO)" caption1="Dienst Uitvoering Onderwijs (DUO)" >}}
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{{< button button_text="Lees het volledige audit rapport" button_link="/nl/algoprudence/cases/aa202401_bias-prevented/" >}}
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content/nederlands/knowledge-platform/project-work.md

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Voor deze werkzaamheden wordt Algorithm Audit, DUO en het Ministerie van Binnenlandse Zaken ondersteund door Innovatiebudget 2024-25.
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{{< image id="DUO" width_desktop="4" width_mobile="12" image1="/images/partners/DUO.png" alt1="Dienst Uitvoering Onderwijs (DUO)" caption1="Dienst Uitvoering Onderwijs (DUO)" >}}
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{{< image id="DUO" width_desktop="4" width_mobile="12" image1="/images/supported_by/DUO.png" alt1="Dienst Uitvoering Onderwijs (DUO)" caption1="Dienst Uitvoering Onderwijs (DUO)" >}}
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{{< button button_text="Lees de volledige auditrapporten" button_link="/nl/algoprudence/" >}}
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