{"id":6137,"date":"2021-10-12T17:51:59","date_gmt":"2021-10-12T15:51:59","guid":{"rendered":"https:\/\/ethicstech.eu\/?p=6137"},"modified":"2022-12-08T14:25:44","modified_gmt":"2022-12-08T13:25:44","slug":"bernd-c-stahl-human-flourishing-is-at-the-core-of-ai-ethics","status":"publish","type":"post","link":"https:\/\/ethicstech.eu\/en\/bernd-c-stahl-human-flourishing-is-at-the-core-of-ai-ethics\/","title":{"rendered":"Bernd C. Stahl: Human flourishing is at the core of AI ethics"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6137\" class=\"elementor elementor-6137 elementor-6097\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e675a28 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"e675a28\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2b2b7744\" data-id=\"2b2b7744\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-71c3abf3 elementor-widget elementor-widget-heading\" data-id=\"71c3abf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Bernd C. Stahl: <br>Human flourishing <br>is at the core of AI ethics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-11852df1 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"11852df1\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7e5c834a\" data-id=\"7e5c834a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-3f162211 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3f162211\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-4be2c310\" data-id=\"4be2c310\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e601e6f elementor-widget elementor-widget-shortcode\" data-id=\"e601e6f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">12 October, 2021<br>agagaj<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47482c5f elementor-widget elementor-widget-spacer\" data-id=\"47482c5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-58a513ce\" data-id=\"58a513ce\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4c4688ff elementor-widget elementor-widget-text-editor\" data-id=\"4c4688ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>If the EU regulation becomes law as planned and gets a stronger requirement for dealing with high-risk AI through things like ethics by design then the adoption rate of this approach will go up because companies will have to comply with it, says Prof. Bernd C. Stahl in conversation with Maciej Chojnowski.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11781d4d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"11781d4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b73c67b elementor-widget elementor-widget-text-editor\" data-id=\"3b73c67b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Maciej Chojnowski: In your recent <a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-3-030-69978-9\" target=\"_blank\" rel=\"noopener\">book<\/a>, you delineate three main areas in today\u2019s complex AI ethical landscape: specific issues related to machine learning, social and political questions concerning living in a digital world, and metaphysical questions about the nature of humanity and status of machines. You also offer a classification of governance mechanism of AI ethics, which are: policy, organisational, and individual mechanisms.<\/strong> <strong>Should these issues be seen as separate or complementary?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-584181a4 elementor-widget elementor-widget-text-editor\" data-id=\"584181a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Bernd C. Stahl*:\u00a0<\/strong>The discourse around ethics of AI is huge and through this categorisation I try to make it more manageable. But the classification of the ethical issues is not clear-cut. The distinction between the specific issues of machine learning and questions of living in the digital world are not really two separate things. The former have consequences for the latter. So I attempted to put some order on a chaos in a full awareness that this order is temporary and somehow idiosyncratic.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13b7e845 elementor-widget elementor-widget-text-editor\" data-id=\"13b7e845\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>The reason for making this sort of classification is not just theoretical but also practical, isn\u2019t it?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42591edd elementor-widget elementor-widget-text-editor\" data-id=\"42591edd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Yes, it makes sense to think in these terms because it allows us to distinguish between similar types of issues and ways of addressing them. Take a look at bias and unfair discrimination. This is a huge societal relation that permeates all societies. But where machine learning comes in we already understand some of the mechanisms which can lead to unfair discrimination, and find ways of dealing with them.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1662e20c elementor-widget elementor-widget-text-editor\" data-id=\"1662e20c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>But there are also societal issues that are not subject to technical interventions. Justice of distribution or changing nature of warfare are big issues where no individual agent not even a powerful nation state can solve the problem. These questions have to do with distribution within or between countries. Some of them will be subject to traditional policy interventions from taxation to liability law. Other call for international agreements.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5518d928 elementor-widget elementor-widget-text-editor\" data-id=\"5518d928\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>And then there are things I call metaphysical questions. These are sort of perpetual questions. AI triggers us to think about what is the nature of human in this world. I\u2019m not interested in a Terminator scenario but these fundamental questions play an important role in the way we think about technology and human beings integrity. They are important even though they might never be resolved.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12927db8 elementor-widget elementor-widget-text-editor\" data-id=\"12927db8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Is it possible to create a matrix combining these two taxonomies: the problematic areas and specific governance mechanisms?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7685aa0a elementor-widget elementor-widget-text-editor\" data-id=\"7685aa0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>To some extent yes, certainly for what I\u2019ve called the specific technical issues of machine learning. There are ways in which we can at least think about how responsibility should be attributed. The proposed regulation by the European Commission tries to do just that: to think about what the problems are, how they can be addressed and who should be responsible, like in the ex ante conformity assessment.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3716ca55 elementor-widget elementor-widget-text-editor\" data-id=\"3716ca55\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>But for other problems it\u2019s much more difficult because they become a part of societal discourse or political negotiations. I don\u2019t think there\u2019s a lot of agreement even within most European societies what exactly would constitute a just distribution of resources. And therefore we can\u2019t hope that we\u2019re going to find a simple solution to the question of extracting surplus value from personal data. These are more open and long going questions and there are lots of players who have a role in that. Governments, companies but also civil society, which can be hugely important in stimulating the debate.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3af9b18c elementor-widget elementor-widget-text-editor\" data-id=\"3af9b18c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Lately, we\u2019ve seen a lot of AI ethics guidelines being released by companies or international expert groups offering principles concerning AI ethics. But according to Brent Mittelstadt, one of the reasons why the prinicpled approach in AI ethics must cause problems is the lack of common aims among the AI practitioners. This is what distinguishes AI from medicine on whose codes of ethics the AI principles were based. Is human flourishing \u2013 seen as a purpose of AI, which is an <a href=\"https:\/\/dora.dmu.ac.uk\/bitstream\/handle\/2086\/20535\/1-s2.0-S0148296320307839-main.pdf?sequence=1&amp;isAllowed=y\" target=\"_blank\" rel=\"noopener\">idea you\u2019ve been writing about recently<\/a> \u2013 an attempt to solve the problem of those divergent aims within the AI community?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7463c9d9 elementor-widget elementor-widget-text-editor\" data-id=\"7463c9d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The reason for the application of principalism to AI is that the similar approach in biomedical ethics simply was the first one to establish itself as a significant political player. One of the advantages of this approach is that it exists and works to a certain extent. The disadvantage, especially with regard to emerging technologies, is that it was based \u2013 in its original context \u2013 on the common understanding that medical research is generally a good thing.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-677b15fd elementor-widget elementor-widget-text-editor\" data-id=\"677b15fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>That sort of consensus of course is not existing with regard to emerging technologies. It\u2019s not at all obvious that AI is gonna be the solution that society actually would like to put forward. Therefore there\u2019s a fundamental question whether we as a society want to support certain activities. And it\u2019s a question that prinicpalists\u2019 ethics approaches can\u2019t really deal with. So positing of human flourisihing is an attempt to respond to that. We recognize that some of technologies are more ethically beneficial while others are possibly ethically problematic or at least ethically agnostic.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a477170 elementor-widget elementor-widget-text-editor\" data-id=\"6a477170\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The concept of human flourishing resonates with the recognition that human beings are at the core of this game. We don\u2019t build AI for the sake of building AI but because it\u2019s supposed to do something better for the world. But doing something better for the world is not just about maximizing profits or making sure that machine runs efficiently. It goes beyond that. It has a root in what human beings want to be, how they can live their lives, how they can achieve their aims. That\u2019s why we\u2019ve put this concept of human flourishing in the SHERPA project.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c2f9fe elementor-widget elementor-widget-text-editor\" data-id=\"1c2f9fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Looking at this concept from the operational point of view, do you think it can be used as a counterbalance to other general approaches to ethics like deontology or utilitarianism? Is there any practical advantage here over the other theories?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee236d1 elementor-widget elementor-widget-text-editor\" data-id=\"ee236d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In terms of AI, it\u2019s easy to see how you could try to implement a utilitarian approach in AI. That\u2019s what a lot of the thought experiments around autonomous vehicles do, for example: do I kill this young child or these three old people? I think the concept of human flourishing could be a counterpoint to that. We chose it because it may help stimulate reflection at points where it\u2019s needed. But this is only one way of thinking.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b12a38b elementor-widget elementor-widget-text-editor\" data-id=\"b12a38b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A lot of ethics has the reference to the three big groups: the utilitarian, deontology and virtue ethical positions. I don\u2019t see them as contradictory but rather as different ways of looking at the same problem which may lead to different outcomes. But none of them individually has the right to say: this is the only solution we can go on with.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70b66df elementor-widget elementor-widget-text-editor\" data-id=\"70b66df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Do you perceive AI ethics as something to be used by engineers or deployers, or do you also find it applicable in the area of so called artifical moral agents? Some researchers, like Aimee van Wynsberghe or Scott Robbins, say we don\u2019t need artificial moral agents at all. What\u2019s your opinion on that?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3747f4d elementor-widget elementor-widget-text-editor\" data-id=\"3747f4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>I agree with it because I don\u2019t think any technology that we currently have is capable of showing any type of meaningful moral agency. You can tell a machine to do something but you can\u2019t tell it to reflect on why it did that and find justifications for that. And even if you could it probably still wouldn\u2019t correspond to what humans do when they do that.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f8cda0 elementor-widget elementor-widget-text-editor\" data-id=\"7f8cda0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The ethics of human beings has a lot to do with our nature: the fact that we are embodied beings, that we know we are living a finite life, that we will die, that we suffer and that we are among similar beings which share the same nature with us. So I think all of these aspects play into ethics from the human perspective.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fb6ffc elementor-widget elementor-widget-text-editor\" data-id=\"5fb6ffc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>So unless we are capable of building machines that have similar characteristics to us, ethics in the machine would be something fundamentally different. And therefore I think the idea of machine moral agency doesn\u2019t really make a lot of sense. I do think it\u2019s an important question to ask what a machine should do in particular contexts like in the autonomous vehicle example. If a vehicle has a chance to make it safe, then these are worthy thoughts to think. But it\u2019s very far away from ethics that we understand as a human point of view.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f8f298 elementor-widget elementor-widget-text-editor\" data-id=\"2f8f298\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Therefore I agree with all the people who say: machine ethics doesn\u2019t really exist and arguably it shouldn\u2019t exist. We shouldn\u2019t build anything that actually comes close to us because it will then muddy the waters as to what an ethical human agent is. However I don\u2019t think that in my actual lifetime I need to worry about this because machines are simply nowhere near that.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39d5496 elementor-widget elementor-widget-text-editor\" data-id=\"39d5496\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Speaking of autonomous vehicles, there\u2019s an interesting issue whether we should focus here on ethics alone, or rather get a broader perspective of political philosophy. The former might too much concentrate on individuals whereas the latter makes us think about the society as a whole. Do you think ethics of AI already covers political philosophy, or should we only include it in the AI ethical discourse?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-536d361 elementor-widget elementor-widget-text-editor\" data-id=\"536d361\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>As with many things, it depends on the definition. If you say ethics is around the individual, it wouldn\u2019t be an error. But one of the reasons why I like the concept of flourishing and have certain affinity to virtue ethics is that for the ancient philosophers like Aristotle this distinction between the individual and the political discourse wasn\u2019t really as relevant. And I think that\u2019s certainly true in the AI discourse as well. Concentrating exclusively on individuals is not going to do the job.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6eac857c elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"6eac857c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-quote-left\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">We don\u2019t build AI for the sake of building AI but because it\u2019s supposed to do something better for the world. But doing something better for the world is not just about maximizing profits or making sure that machine runs efficiently. It has a root in what human beings want to be, how they can live their lives and achieve their aims.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aaeb085 elementor-widget elementor-widget-text-editor\" data-id=\"aaeb085\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>So while in the SHERPA project we used the concept of AI ethics mostly because of the existing discourse people can relate to, in most of my work I prefer to use the concept of responsible research and innovation where this idea of having a broader societal context is baked in. It\u2019s not just what the individual does or doesn\u2019t do but it\u2019s also about the societal processes that facilitate, motivate, bring things into being. And then ethics is part of that broader discourse which also includes politics, sociology and covers a lot of academic disciplines and aspects of society.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16165ae elementor-widget elementor-widget-text-editor\" data-id=\"16165ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>You\u2019ve mentioned <a href=\"https:\/\/www.project-sherpa.eu\/\" target=\"_blank\" rel=\"noopener\">SHERPA<\/a> but before we dive into details I\u2019d like to ask you about the relations between SHERPA and its sister project <a href=\"https:\/\/www.sienna-project.eu\/\" target=\"_blank\" rel=\"noopener\">SIENNA<\/a>. In both cases we have deliverables on ethics by design co-authored by Phillip Brey. What\u2019s the relation between these two? If one would like to implement one of these guidelines, which one should they choose?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1ee674 elementor-widget elementor-widget-text-editor\" data-id=\"f1ee674\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Philip started this work in SHERPA and then finished it in SIENNA. So the deliverable in SIENNA is the key product. It also will form part of the future European Commision guidelines on AI ethics.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e64bf7 elementor-widget elementor-widget-text-editor\" data-id=\"7e64bf7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>You call the guidelines operational or ready to use. Who\u2019s their intended user and what sort of capabilities would one need to be able to put them into action? Is any ethical background neccessary to use them effectively?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-164882b elementor-widget elementor-widget-text-editor\" data-id=\"164882b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The Twente group has put a lot of effort into shaping them according to existing development methodologies. The idea is that people who develop AI systems through agile processes or whatever else could use those guidelines to map the existing processes to the ethics requirements and build those in through the design process.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df3cf3b elementor-widget elementor-widget-text-editor\" data-id=\"df3cf3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>On the one hand, it should be relatively straightforward but I think there\u2019s also recognition that if you leave it purely to checklist it may become problematic. So it will rather need to be taken up by an interdisciplinary team that has some affinity to the language used in philosophy.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed1efb1 elementor-widget elementor-widget-text-editor\" data-id=\"ed1efb1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>But we haven\u2019t really tested that in practice. So whether that will work is something I can\u2019t roll out now. Probably we\u2019ll need another research project to test that which I\u2019d be happy to be both in with you.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f7e033 elementor-widget elementor-widget-text-editor\" data-id=\"8f7e033\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>The SIENNA deliverable suggests that implementing those guidelines may require radical transformation of the processes within organizations. What do you think about the organizational conditions for a successful implementation of ethics by design? <\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb57d92 elementor-widget elementor-widget-text-editor\" data-id=\"eb57d92\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>I don\u2019t think there\u2019s a single answer to that question. It depends to a large extent on the actual companies, what they do and what sort of technologies they use. I suspect that for a lot of companies where AI is part of their business processes it would be fairly unproblematic. If you\u2019re an insurance company and you want to use an AI for fraud detection I would assume that ethics by design has the potential to resolve problems like racial discrimination.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8eebdc7 elementor-widget elementor-widget-text-editor\" data-id=\"8eebdc7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>But there may be other companies where it becomes much more radical. If a company makes use of AI for surveillance purposes, following the principle of ethics by design and thinking of the ethcial consequences of what they do may in the end result in a decision to just stop doing business.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae0de8a elementor-widget elementor-widget-text-editor\" data-id=\"ae0de8a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>In the SHERPA report you mention a survey conducted<\/strong> <strong>during the project. Only half of respondents confirmed that they had some sort of ethical mechanisms in practice at work. So the real percentage of organisations incorporating ethics in their everyday\u2019s work was probably even lower as the people you surveyed were ethically-aware. Do you expect that once the ethics by design approach reaches a broader audience the rate of organizations adopting it will go up or down? Because with the high-level recommendations you can easily say that you follow general principles but with the complex mechanisms of implementation this might be more challenging. Which scenario do you expect?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c401da elementor-widget elementor-widget-text-editor\" data-id=\"9c401da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>I think it will depend to a significant extent on the environment and the sentiments the companies face. If the EU regulation becomes law as planned and maybe even gets some more teeth and a stronger requirement for dealing with high-risk AI through things like ethics by design then the adoption rate of this approach will go up simply because companies will have to comply with it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd2625e elementor-widget elementor-widget-text-editor\" data-id=\"bd2625e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Similarily I think there may be external societal effects that lead to higher adoption rates. 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SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"FollowedHyperlink\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"22\" QFormat=\"true\" Name=\"Strong\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"20\" QFormat=\"true\" Name=\"Emphasis\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Document Map\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Plain Text\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"E-mail Signature\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Top of Form\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Bottom of Form\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Normal (Web)\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Acronym\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Address\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Cite\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Code\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Definition\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Keyboard\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Preformatted\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Sample\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Typewriter\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Variable\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Normal Table\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"annotation subject\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"No List\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Outline List 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Outline List 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Outline List 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Simple 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Simple 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Simple 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Classic 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Classic 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Classic 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Classic 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Colorful 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Colorful 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Colorful 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 6\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 7\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 8\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 6\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 7\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 8\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table 3D effects 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table 3D effects 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table 3D effects 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Contemporary\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Elegant\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Professional\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Subtle 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Subtle 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Web 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Web 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Web 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Balloon Text\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"Table Grid\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Theme\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" Name=\"Placeholder Text\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"1\" QFormat=\"true\" Name=\"No Spacing\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" Name=\"Revision\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"34\" QFormat=\"true\" Name=\"List Paragraph\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"29\" QFormat=\"true\" Name=\"Quote\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"30\" QFormat=\"true\" Name=\"Intense Quote\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"19\" QFormat=\"true\" Name=\"Subtle Emphasis\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"21\" QFormat=\"true\" Name=\"Intense Emphasis\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"31\" QFormat=\"true\" Name=\"Subtle Reference\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"32\" QFormat=\"true\" Name=\"Intense Reference\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"33\" QFormat=\"true\" Name=\"Book Title\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"37\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Bibliography\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"TOC Heading\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"41\" Name=\"Plain Table 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"42\" Name=\"Plain Table 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"43\" Name=\"Plain Table 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"44\" Name=\"Plain Table 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"45\" Name=\"Plain Table 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"40\" Name=\"Grid Table Light\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" 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<w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Mention\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Smart Hyperlink\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Hashtag\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Unresolved Mention\"\/><br \/> <\/w:LatentStyles><br \/><\/xml><![endif]--><!-- [if gte mso 10]><\/p>\n<style>\n \/* Style Definitions *\/<br \/> table.MsoNormalTable<br \/>\t{mso-style-name:Standardowy;<br \/>\tmso-tstyle-rowband-size:0;<br \/>\tmso-tstyle-colband-size:0;<br \/>\tmso-style-noshow:yes;<br \/>\tmso-style-priority:99;<br \/>\tmso-style-parent:\"\";<br \/>\tmso-padding-alt:0cm 5.4pt 0cm 5.4pt;<br \/>\tmso-para-margin-top:0cm;<br \/>\tmso-para-margin-right:0cm;<br \/>\tmso-para-margin-bottom:8.0pt;<br \/>\tmso-para-margin-left:0cm;<br \/>\tline-height:107%;<br \/>\tmso-pagination:widow-orphan;<br \/>\tfont-size:11.0pt;<br \/>\tfont-family:\"Calibri\",sans-serif;<br \/>\tmso-ascii-font-family:Calibri;<br \/>\tmso-ascii-theme-font:minor-latin;<br \/>\tmso-hansi-font-family:Calibri;<br \/>\tmso-hansi-theme-font:minor-latin;<br \/>\tmso-bidi-font-family:\"Times New Roman\";<br \/>\tmso-bidi-theme-font:minor-bidi;<br \/>\tmso-fareast-language:EN-US;}<br \/><\/style>\n<p><![endif]--><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51a1838 elementor-widget elementor-widget-text-editor\" data-id=\"51a1838\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>But on the other hand, I realize that maybe the more specific the requirements, the more difficult it becomes to implement them. It\u2019s also a question of choice. We give the market players ethics guidelines and the idea is that these are broadly applicable across the AI space. But companies may pick different approach like AI impact assessment and say this is how they deal with ethics. Some companies may put this into the corporate social responsibility, some into due dilligence, or human rights compliance. It may never appear under the heading of ethics but still be relevant. There\u2019s lots of ways of talking about similar issues in different ways.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f8af35 elementor-widget elementor-widget-text-editor\" data-id=\"5f8af35\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>On the other hand, the Horizon Europe will support the ethics by design approach in scientific research on AI. You also mentioned that the European Commission would suggest that this is the way to operationalize the High-level Expert Group Guidelines. That creates opportunity for a broader adoption, doesn\u2019t it?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bcd0efe elementor-widget elementor-widget-text-editor\" data-id=\"bcd0efe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Within the Horizon Europe \u2013 yes, the Commission wants to use this and make it compulsory. They will give it as part of the guidance to applicants who want to do something on AI. And given that there\u2019s around \u20ac10 billion that\u2019s going to be AI-related in Horizon Europe, that\u2019s a significant investment into research. If all of the projects drawing on that funding will do ethics by design according to the SHERPA approach then of course this will become relevant.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fad5a7b elementor-widget elementor-widget-text-editor\" data-id=\"fad5a7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>However in comparison with the overall global AI research and development market, Horizon Europe is still relatively small. If you compare that with the Facebooks, Googles and Apples of this world, their entire research and development budgets are much bigger. Then it will depend on whether it turns out that the ethics by design process works. If companies come across this and say: we\u2019ve seen that it is a good way, then it\u2019s possible that it becomes much more prominent. Firstly on European level, but then possibly also internationally.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f46e6d1 elementor-widget elementor-widget-text-editor\" data-id=\"f46e6d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>So let\u2019s talk about the global landscape. Critics of the European trustworthy approach to AI claim that it would be very difficult for the EU to catch up with the global AI superpowers: the US and China. What\u2019s your opinion on that?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94abcbf elementor-widget elementor-widget-text-editor\" data-id=\"94abcbf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>There was a publication by Elsevier a couple of years ago where they looked at the AI landscape and tried to figure out what\u2019s happening in the AI research world. They did the citation analysis and looked at how many AI related papers were written in which regions of the world. If you look at it by individual country then America was by far the biggest and China came after. But when you aggregated all the European countries together they exceeded the publication and citations of both \u2013 China and the US. So I\u2019m not convinced that we are so much behind on the scientific level. But we are clearly behind in terms of the big players: Google, Apple, Facebook, Alibaba and so on \u2013 they are all American or Chinese.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17e53b0 elementor-widget elementor-widget-text-editor\" data-id=\"17e53b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The other question is: does our approach to the ethics of AI constitutes market impediment? There are people who say: I want a new AI start-up but I\u2019m not going to do this in Europe because it\u2019s too onerous. At this point it\u2019s too early to speculate whether that\u2019s going to be the case because we don\u2019t know what the exact shape of the AI regulation will be.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e51344 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"4e51344\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-quote-left\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">I don\u2019t think any technology that we currently have is capable of showing any type of meaningful moral agency. You can tell a machine to do something but you can\u2019t tell it to reflect on why it did that and find justifications for that. And even if you could it probably still wouldn\u2019t correspond to what humans do when they do that.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18fe0bc elementor-widget elementor-widget-text-editor\" data-id=\"18fe0bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>However it might be instructive to look at similar developments, most notably the GDPR. You have two narratives: one saying it disadvantages European companies because they have to comply with additional bureaucratic hurdles. The competing narrative is that it sets the standard and enforces everybody who wants to be a part of the European market to live up to the expectations formulated by Europe. And you can certainly find evidence for the latter.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ae8f78 elementor-widget elementor-widget-text-editor\" data-id=\"1ae8f78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>We can expect similar competing narratives to emerge in AI. I don\u2019t think there will be one dominant narrative in the end. From the European perspective the question is: what do we want to do? Do we want to do the right thing to our citizens? I think that\u2019s what the present attitude is. And if that\u2019s the case and if AI raises particular issues then we need to address them and the current approaches are best we can come up with.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d424fb0 elementor-widget elementor-widget-text-editor\" data-id=\"d424fb0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>To conclude, I would like to refer to what Albena Kuyumdzhieva said during the final SHERPA event about incentives to implement AI ethics: that it\u2019s crucial to translate ethcial requirements into competetive advantages. Do you believe it\u2019s going to happen?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b874be elementor-widget elementor-widget-text-editor\" data-id=\"9b874be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Yes, I do. Because people are worried what AI does to them and because there\u2019s been such a high profile discussion of what the possible consequences of unreflected use of AI can be. There\u2019s a high level awareness of at least some of those questions, like the discrimination disadvantages or mass surveillance. These are things people don\u2019t want. And whether it\u2019s through regulation or through voluntary adherence to standards or whatever, if a company can demonstrate that it has considered these issues and is serious about addressing them, it could be a competetive advantage for them.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-293e4aa elementor-widget elementor-widget-text-editor\" data-id=\"293e4aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>There may be different mechanisms of communicating the fact that a company takes those concerns seriously. A trust badge on you your website, a certification, or a data base that the Commission wants to set up for all high-risk AI projects. And if they do that and if consumers recognize it, then this may well work out.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fcd4a88 elementor-widget elementor-widget-text-editor\" data-id=\"fcd4a88\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u00a0<\/p><p>*\u00a0<strong>Bernd Carsten Stahl <\/strong>\u2013 Professor of Critical Research in Technology and Director of the <a href=\"https:\/\/www.dmu.ac.uk\/research\/centres-institutes\/ccsr\/index.aspx\" target=\"_blank\" rel=\"noopener\">Centre for Computing and Social Responsibility<\/a> at De Montfort University, Leicester, UK. His interests cover philosophical issues arising from the intersections of business, technology, and information. This includes ethical questions of current and emerging of ICTs, critical approaches to information systems and issues related to responsible research and innovation. He serves as Ethics Director of the EU Flagship <a href=\"https:\/\/www.humanbrainproject.eu\/en\/\" target=\"_blank\" rel=\"noopener\">Human Brain Project<\/a>, Coordinator of the EU project Shaping the ethical dimensions of information technologies \u2013 a European perspective\u00a0 (<a href=\"https:\/\/www.project-sherpa.eu\/\" target=\"_blank\" rel=\"noopener\">SHERPA<\/a>)\u00a0 and is Co-PI (with Marina Jirotka, Oxford) and Director of the <a href=\"https:\/\/www.orbit-rri.org\/\" target=\"_blank\" rel=\"noopener\">Observatory for Responsible Research and Innovation in ICT<\/a> (ORBIT).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2138703 elementor-widget elementor-widget-text-editor\" data-id=\"2138703\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u00a0<\/p><p>Przeczytaj polsk\u0105 wersj\u0119 rozmowy <a href=\"https:\/\/ethicstech.eu\/bernd-c-stahl-w-centrum-etyki-ai-jest-ludzka-szczesliwosc\/\"><strong>TUTAJ<\/strong><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5bb37c76 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5bb37c76\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2b850dd0\" data-id=\"2b850dd0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-54a2a5f4 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"54a2a5f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-30840fe6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"30840fe6\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7744fb9d\" data-id=\"7744fb9d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-78738950 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"78738950\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p class=\"excerpt\">If the EU regulation becomes law and gets a stronger requirement for dealing with high-risk AI through ethics by design then companies will have to comply with it. Conversation with Prof. Bernd C. Stahl.<\/p>\n","protected":false},"author":5,"featured_media":6132,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"template-blank.php","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-6137","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Bernd C. Stahl: Human flourishing is at the core of AI ethics - Centrum Etyki Technologii<\/title>\n<meta name=\"description\" content=\"Interview with Prof. Bernd C. 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