{"id":4427,"date":"2023-07-10T14:14:00","date_gmt":"2023-07-10T13:14:00","guid":{"rendered":"https:\/\/www.calligo.io\/insights\/\/"},"modified":"2024-01-18T14:10:38","modified_gmt":"2024-01-18T14:10:38","slug":"beyond-data-episode-data-sovereignty-unveiled","status":"publish","type":"post","link":"https:\/\/www.calligo.io\/insights\/beyond-data-podcast\/beyond-data-episode-data-sovereignty-unveiled\/","title":{"rendered":"Data Sovereignty Unveiled &#8211; Balancing Rights, Privacy, and Innovation"},"content":{"rendered":"\n<p class=\"has-small-font-size\"><\/p>\n\n\n\n<div class=\"wp-block-buttons alignwide is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-8057eaf3 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\"><a class=\"wp-block-button__link has-black-color has-vivid-green-cyan-background-color has-text-color has-background wp-element-button\" href=\"https:\/\/open.spotify.com\/show\/7bv5zDim4bNUB6ZRCBYsjT?si=80660be038a84ccb\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Listen on Spotify<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<p>In this episode of the Beyond Data podcast series,\u202f<a href=\"https:\/\/www.calligo.io\/about-us\/leadership\/tessa-jones\/\" target=\"_blank\" rel=\"noreferrer noopener\">Tessa Jones<\/a>\u202f(Calligo\u2019s Chief Data Scientist) and\u202f<a href=\"https:\/\/www.linkedin.com\/in\/petertheanalyst\/\" target=\"_blank\" rel=\"noreferrer noopener\">Peter Matson<\/a>\u202f(ML Solution Architect) are joined by <a href=\"https:\/\/www.linkedin.com\/in\/martin-hosken-471aa410\/\" target=\"_blank\" rel=\"noreferrer noopener\">Martin Hoskin<\/a>, Chief Technologist at VMware and Advisory Board Member for the Centre for Data Ethics &amp; Innovation. In this enlightening discussion, we delve into the concept of data sovereignty and its implications for ethical data use, as well as explore how federated learning offers a promising solution to the challenges we face.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Understanding Data Sovereignty<\/strong><\/h2>\n\n\n\n<p>Data sovereignty encompasses the notion of data residency, access control, and <a href=\"https:\/\/www.calligo.io\/services\/data-governance\/\">governance<\/a>. The dominance of American cloud providers, subject to U.S. laws, raises concerns about data privacy and security, particularly in the European context. For certain organizations, like government agencies and defense suppliers, data sovereignty becomes a critical factor. VMware has introduced a program to certify partners as Sovereign, ensuring data storage, processing, and governance are specified, differentiating them from major hyperscale cloud providers.\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Challenge of Data Sharing<\/strong><\/h2>\n\n\n\n<p>Data sovereignty also touches upon the ethical dilemma of sharing data for legitimate purposes like law enforcement investigations. Striking a balance between data privacy and the greater good is complex. For instance, the case of Apple&#8217;s cloud security raises questions about when governments should access personal data to combat serious crimes.&nbsp;<\/p>\n\n\n\n<p>Federated learning emerges as a promising solution to data sharing challenges. This approach enables entities to collaboratively train <a href=\"https:\/\/www.calligo.io\/services\/machine-learning-as-a-service\/\">machine learning<\/a> models without sharing raw data. Instead, local models are trained on separate datasets, and only aggregated model updates are shared with a central server. This preserves privacy and protects sensitive data, making it suitable for applications like fraud detection in the banking industry.\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Experimenting with Federated Learning<\/strong><\/h2>\n\n\n\n<p><a href=\"https:\/\/www.gov.uk\/government\/organisations\/centre-for-data-ethics-and-innovation\" target=\"_blank\" rel=\"noreferrer noopener\">The Centre for Data Ethics &amp; Innovation (CDI)<\/a> conducted an experiment using federated learning for government-provided services. The CDI set up two data sets\u2014one for detecting fraud in financial transactions using SWIFT data and another for studying the spread of COVID-19. The experiment highlighted the complexities of sharing data, including obtaining government buy-in and ensuring data anonymization to protect privacy.&nbsp;<\/p>\n\n\n\n<p>While federated learning is ingenious, it comes with its own set of challenges. Concerns arise about the aggregator potentially being reverse engineered to extract sensitive information. Additionally, the scale of data involved in real-world applications may make reverse engineering even more difficult.&nbsp;<\/p>\n\n\n\n<p>As data continues to play a critical role in various industries, addressing data sovereignty and privacy concerns remains paramount. Federated learning offers a way to enable collaboration without compromising data privacy. However, continuous innovation is necessary to tackle challenges like reverse engineering and fully realize the potential benefits of this approach.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Ethical Considerations in AI and Data Technology<\/strong><!--2--><\/h2>\n\n\n\n<p>The conversation takes a broader turn, exploring the intersection of AI, data, and ethics. AI development should consider risks, probabilities, and potential biases to build robust and ethical systems. Ethical implications of sharing genetic data and the responsibility of pharmaceutical companies in handling such information are discussed.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Regulating AI Ethics and the Divide between Academia and Industry<\/strong><\/h2>\n\n\n\n<p>The need for clear regulations to define and enforce ethical standards in AI and data technology is acknowledged. Balancing philosophical academic perspectives with industry practicality becomes essential as AI progresses toward stronger AI with self-learning capabilities.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Navigating Legal Frameworks and Data Sharing in Healthcare<\/strong><\/h2>\n\n\n\n<p>Enforcing ethical standards and regulations on a global scale, especially with rogue states, poses challenges. Collaboration through global forums, like Gaia X, can facilitate trust, data security, and individual interpretations of frameworks. Standardized data-sharing frameworks and data portability regulations can address data sharing challenges in healthcare.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Autonomous Weapons and the Role of Global Forums<\/strong><\/h2>\n\n\n\n<p>The ethical challenges of deploying AI in autonomous weapons, especially in making life and death decisions, raise profound moral dilemmas. The hosts stress the importance of engaging in public discourse and involving the global community to shape AI and robotics&#8217; future.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Impact of Social Media on Data Privacy<\/strong><\/h2>\n\n\n\n<p>The podcast concludes with a discussion on the influence of social media on data privacy and the ethical considerations surrounding its use. Addressing the impact on young minds and the potential implications on decision-making, including voting rights for 16- and 17-year-olds, is highlighted.&nbsp;<\/p>\n\n\n\n<p>In conclusion, data sovereignty, AI ethics, and federated learning are crucial components of an evolving data landscape. Ethical considerations must be at the forefront of AI development and data sharing to ensure responsible and equitable data-driven futures. By embracing ethical practices and fostering interdisciplinary collaboration, we can harness the potential of AI while respecting individual rights and privacy. Establishing global forums and transparent public discussions will play a pivotal role in shaping the future of AI and robotics in a manner that benefits humanity as a whole.&nbsp;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><a href=\"https:\/\/podcasters.spotify.com\/pod\/show\/beyond-data-calligo\/episodes\/Data-Sovereignty-Unveiled-Balancing-Rights--Privacy--and-Innovation-e26p5m2\"><strong>Listen on Spotify<\/strong><\/a> or watch below<\/p>\n\n\n\n<section id=\"\" class=\"block-video      \">\n\t<div class=\"container\">\n\t\t<div class=\"video-inner\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\n\t\t\t<a href=\"https:\/\/youtu.be\/UNwrnK8qZKY\" data-lity class=\"video-item\" data-aos=\"fade-down\">\n\t\t\t\t<picture alt=\"\"><source media=\"(min-width: 992px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-1400x900-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-1920x1234-c.png 1.371x\"> <source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-800x600-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-1920x1440-c.png 2.400x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-400x300-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-400x300-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-800x600-c.png 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-400x300-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-400x300-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4428\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1-800x600-c.png 2.000x\" alt=\"\" width=\"1400\" height=\"900\" class=\"lazyload\"><\/picture>\t\t\t\t<div class=\"play-icon\" data-aos=\"fade-in\">\n\t\t\t\t\t<svg width=\"34\" height=\"40\" viewBox=\"0 0 34 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M31.18 16.8657L5.29472 1.56987C3.16212 0.319727 0 1.56987 0 4.58491V35.1766C0 37.971 2.94151 39.6624 5.29472 38.2652L31.18 22.9693C33.4597 21.5721 33.4597 18.2629 31.18 16.8657ZM30.0034 20.9103L4.11811 36.2061C3.3092 36.6474 2.35321 36.1326 2.35321 35.1766V4.58491C2.35321 3.40831 3.52981 3.26124 4.11811 3.62892L30.0034 18.9248C30.7388 19.366 30.7388 20.4691 30.0034 20.9103Z\" fill=\"currentColor\"\/><\/svg>\n\t\t\t\t<\/div>\n\t\t\t<\/a>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-51f7783f wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\"><a class=\"wp-block-button__link has-black-background-color has-background wp-element-button\" href=\"https:\/\/www.calligo.io\/insights\/blog\/lie-machines-the-global-fight-against-misinformation\/\"><strong>&lt;&lt; PREVIOUS EPISODE<\/strong><\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\"><a class=\"wp-block-button__link has-vivid-cyan-blue-background-color has-background wp-element-button\" href=\"https:\/\/www.calligo.io\/insights\/beyond-data-podcast\/ai-explainability-balancing-human-machine-collaboration-and-potential\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>NEXT EPISODE &gt;&gt;<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this episode of the Beyond Data podcast series,\u202fTessa Jones\u202f(Calligo\u2019s Chief Data Scientist) and\u202fPeter Matson\u202f(ML Solution Architect) are joined by Martin Hoskin, Chief Technologist at VMware and Advisory Board Member for the Centre for Data Ethics &amp; Innovation. In this enlightening discussion, we delve into the concept of data sovereignty and its implications for ethical [&hellip;]<\/p>\n","protected":false},"author":34,"featured_media":4428,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[44,37,31,140,33,141,38],"tags":[],"post_format_type":[39],"class_list":["post-4427","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-beyond-data-podcast","category-data-ethics","category-data-insights","category-data-privacy-glossary","category-data-privacy","category-data-protection","category-machine-learning"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Sovereignty: Balancing Rights, Privacy &amp; Innovation | Calligo<\/title>\n<meta name=\"description\" content=\"In this episode, we&#039;re joined by Martin Hosken (VMware) looking at data sovereignty, the difficulties of using data ethical and private...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.calligo.io\/insights\/data-insights\/beyond-data-episode-data-sovereignty-unveiled\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Sovereignty: Balancing Rights, Privacy &amp; Innovation | Calligo\" \/>\n<meta property=\"og:description\" content=\"In this episode, we&#039;re joined by Martin Hosken (VMware) looking at data sovereignty, the difficulties of using data ethical and private...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.calligo.io\/insights\/data-insights\/beyond-data-episode-data-sovereignty-unveiled\/\" \/>\n<meta property=\"og:site_name\" content=\"Calligo\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-10T13:14:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-18T14:10:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/08\/Beyond-Data-Data-Sovereignty-asset-1920x1080-V1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Cynthia Hoza\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@calligocloud\" \/>\n<meta name=\"twitter:site\" content=\"@calligocloud\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Cynthia Hoza\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.calligo.io\/insights\/data-insights\/beyond-data-episode-data-sovereignty-unveiled\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.calligo.io\/insights\/data-insights\/beyond-data-episode-data-sovereignty-unveiled\/\"},\"author\":{\"name\":\"Cynthia Hoza\",\"@id\":\"https:\/\/www.calligo.io\/#\/schema\/person\/3a89e8c6dff018d5a89199959070b25f\"},\"headline\":\"Data Sovereignty Unveiled &#8211; 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