{"id":6540,"date":"2025-03-07T09:29:34","date_gmt":"2025-03-07T08:29:34","guid":{"rendered":"https:\/\/www.uni.lu\/c2dh-en\/?post_type=events&#038;p=6540"},"modified":"2025-05-02T14:31:24","modified_gmt":"2025-05-02T12:31:24","slug":"so-everything-is-biased-now-what","status":"publish","type":"events","link":"https:\/\/www.uni.lu\/c2dh-en\/events\/so-everything-is-biased-now-what\/","title":{"rendered":"So everything is biased \u2026 now what?!"},"content":{"rendered":"\n<section class=\"wp-block-unilux-blocks-free-section section\"><div class=\"container xl:max-w-screen-xl\">\n<p><strong>Hands-on History lecture with Mrinalini Luthra, Huygens Institute, Royal Dutch Academy of Arts and Sciences (KNAW)<\/strong><\/p>\n\n\n\n<p>The contemporary moment seems to be one of &#8220;enchanted determinism&#8221;\u2014a constructed belief that technology will inevitably \ufb01nd the right answers if fed enough data. Yet the familiar principle of &#8220;Garbage In, Garbage Out&#8221; remains as relevant as ever. The &#8220;garbage&#8221; in this equation increasingly takes the form of bias, manifesting in algorithms that discriminate against marginalized populations and (digital) systems that reproduce harmful content.<\/p>\n\n\n\n<p>For digital humanities researchers, this challenge is compounded by multiple intersecting forms of bias they must navigate: archival biases in source selection, historical power structures in interpretation, representational biases in digitisation, and algorithmic biases in analysis. Despite growing attention to \u2018bias mitigation\u2019, the term carries different meanings across disciplines, complicating systematic approaches. This conceptual instability, if left unexamined, has the tendency to render bias both omnipresent and at a risk of becoming meaningless.<\/p>\n\n\n\n<p>The <em>Combatting Bias <\/em>project focuses speci\ufb01cally on datasets as its primary unit of study, as a critical intersection point where creators, users, and digital infrastructures meet. It acknowledges that eliminating bias entirely is an impossible task. Instead, it examines the vocabulary of bias, how it transforms across research stages and contexts, using it as a category of analysis and tool for critical re\ufb02ection. The project is developing a framework with three components:<\/p>\n\n\n\n<ul class=\"ulux-list\">\n<li class=\"ulux-list-item\"><strong>A Bias Thesaurus<\/strong>: A list of the concepts connected to bias (such as representation, offensive language, FAIR, CARE, silences, ETC)<\/li>\n\n\n\n<li class=\"ulux-list-item\"><strong>A Bias-Aware Data Lifecycle Model<\/strong>: Showing where and how bias manifests at different research stages<\/li>\n\n\n\n<li class=\"ulux-list-item\"><strong>Practical Guidelines<\/strong>: Includes re\ufb02ective questions at each stage of the dataset lifecycle and illustrative examples, and &#8220;good-better-best&#8221; recommendations<\/li>\n<\/ul>\n\n\n\n<p>The idea of this framework is to shift thinking about bias merely as a problem, to thinking about it as conditions of production and features of the dataset itself. By explicitly describing these conditions of production, researchers can enhance transparency, improve dataset documentation, and enable more informed reuse of their data. Mrinalini will present this ongoing work through examples and interactive exercises with participants.<\/p>\n\n\n\n<p><strong>Mrinalini Luthra <\/strong>is a Data Ethics Specialist on the <em>Combatting Bias <\/em>project. She engages with questions around responsible stewardship of (historical) data and how to express the subjectivities and relationality of data, technologies, and interfaces. Trained as a mathematician, philosopher, and logician, her interests lie at the intersection of technology, ethics, and design.<\/p>\n\n\n\n<p><strong>Combatting Bias <\/strong>is a NWO funded <a href=\"https:\/\/combattingbias.huygens.knaw.nl\/\" target=\"_blank\" rel=\"noreferrer noopener\"><u>project<\/u><\/a>, which focuses on the ethical creation of datasets for the social sciences and humanities. It is a collaborative initiative based at the Huygens Institute and International Institute of Social History in Amsterdam, Netherlands. It consists of partnerships with four projects working with digitisation of colonial archives: <a href=\"https:\/\/www.slavevoyages.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><u>Slave Voyages<\/u><\/a>, <a href=\"https:\/\/globalise.huygens.knaw.nl\/\"><u>GLOBALISE<\/u><\/a>, <a href=\"https:\/\/exploringslavetradeinasia.com\/\" target=\"_blank\" rel=\"noreferrer noopener\"><u>Exploring Slave Trade in Asia<\/u><\/a>, and <a href=\"https:\/\/www.ru.nl\/onderzoek\/onderzoeksprojecten\/historische-database-van-suriname-en-de-cariben\" target=\"_blank\" rel=\"noreferrer noopener\"><u>Historische Databases of<\/u><\/a> <a href=\"https:\/\/www.ru.nl\/onderzoek\/onderzoeksprojecten\/historische-database-van-suriname-en-de-cariben\" target=\"_blank\" rel=\"noreferrer noopener\"><u>Suriname and Cura\u00e7ao<\/u><\/a>. CB\u2019s work is enriched by its advisors from different geographies and disciplines such as museum studies, critical archival studies, ethnomusicology, history, computer science, and economics.<\/p>\n\n\n\n<ul class=\"wp-block-unilux-blocks-custom-buttons btn-list justify-center\"><li class=\"wp-block-unilux-blocks-custom-button\"    aria-disabled=\"false\"\n    >\n    <a\n        role=\"link\"\n        aria-disabled=\"false\"\n                    href=\"https:\/\/www.uni.lu\/c2dh-en\/calendar?post_type=events&#038;p=6540&#038;calendar\"\n                target=\"_self\"\n        class=\"btn btn--primary\"\n            >Add to calendar<\/a>\n<\/li>\n\n\n<li class=\"wp-block-unilux-blocks-custom-button\"    aria-disabled=\"false\"\n    >\n    <a\n        role=\"link\"\n        aria-disabled=\"false\"\n                    href=\"https:\/\/unilu.webex.com\/unilu\/j.php?MTID=m509923bd37d5a42bb8062e03312031bd\"\n                target=\"_blank\"\n        class=\"btn btn--primary\"\n            >Join online<\/a>\n<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-unilux-blocks-spacer is-spacer-size-sm\"><\/div>\n\n\n<p><sup>Photo: Dayanita Singh, <em>The File Room<\/em>, 2013<\/sup><\/p>\n<\/div><\/section>\n","protected":false},"excerpt":{"rendered":"<p>Hands-on History lecture with Mrinalini Luthra, Huygens Institute, Royal Dutch Academy of Arts and Sciences (KNAW).<\/p>\n","protected":false},"author":57,"featured_media":7211,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"featured_image_focal_point":{"x":0.5,"y":0.8},"show_featured_caption":false,"ulux_newsletter_groups":"","uluxPostTitle":"","uluxPrePostTitle":"","_trash_the_other_posts":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"event_start_date":"2025-03-26 14:00:00","event_end_date":"2025-03-26 15:00:00","event_speaker_name":"Mrinalini Luthra","event_speaker_link":"","event_is_online":false,"event_location":"C\u00b2DH Open Space, MSH and online","event_street":"11, Porte des Sciences","event_location_link":"","event_zip_code":"4366","event_city":"Esch-sur-Alzette","event_country":"Luxembourg"},"events-topic":[305],"events-type":[324,323,316,322],"organisation":[224,221],"authorship":[57],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.3 (Yoast SEO v22.3) - 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