{"id":8459,"date":"2020-11-24T00:00:00","date_gmt":"2020-11-24T00:00:00","guid":{"rendered":"https:\/\/www.moresophy.com\/unkategorisiert\/seeing-where-things-are-going-why-visualizations-are-important-for-agile-data-management"},"modified":"2025-04-11T13:02:48","modified_gmt":"2025-04-11T13:02:48","slug":"seeing-where-things-are-going-why-visualizations-are-important-for-agile-data-management","status":"publish","type":"post","link":"https:\/\/www.moresophy.com\/en\/blog\/responsible-ai\/seeing-where-things-are-going-why-visualizations-are-important-for-agile-data-management","title":{"rendered":"Seeing Where Things Are Going: Why Visualizations Are Important for Agile Data Management"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"8459\" class=\"elementor elementor-8459 elementor-7045\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5eb080a elementor-hidden-desktop e-flex e-con-boxed e-con e-parent\" data-id=\"5eb080a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a395750 elementor-hidden-desktop e-flex e-con-boxed e-con e-parent\" data-id=\"a395750\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c86faa2 e-con-full e-flex e-con e-child\" data-id=\"c86faa2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af13f5b elementor-widget elementor-widget-button\" data-id=\"af13f5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/blog\/responsible-ai\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Responsible AI<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2ec85a2 e-con-full e-flex e-con e-child\" data-id=\"2ec85a2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-304653d author_blog elementor-widget elementor-widget-text-editor\" data-id=\"304653d\" 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 href=\"https:\/\/www.moresophy.com\/en\/andreas-zwick\">Andreas Zwick<\/a><\/p>\n\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-5bed688 elementor-widget elementor-widget-text-editor\" data-id=\"5bed688\" 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>|<\/p>\n\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-f1507d3 elementor-widget elementor-widget-text-editor\" data-id=\"f1507d3\" 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\tNovember 24, 2020\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-63c8a59 elementor-widget elementor-widget-text-editor\" data-id=\"63c8a59\" 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>|<\/p>\n\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-358fef4 elementor-widget elementor-widget-text-editor\" data-id=\"358fef4\" 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<div class=\"blog-reading-time\">5 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e03b7b6 elementor-widget elementor-widget-heading\" data-id=\"e03b7b6\" 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\">Seeing Where Things Are Going: Why Visualizations Are Important for Agile Data Management<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-067585a e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"067585a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8abd108 e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-parent\" data-id=\"8abd108\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-ea814f9 e-con-full e-flex e-con e-child\" data-id=\"ea814f9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7502aa2 e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"7502aa2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ce0c7db elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"ce0c7db\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1d701b6 e-con-full e-flex e-con e-child\" data-id=\"1d701b6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-943f3a8 elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"943f3a8\" 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<div class=\"elementor-element elementor-element-9dc92ea elementor-widget elementor-widget-button\" data-id=\"9dc92ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/blog\/responsible-ai\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Responsible AI<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-320f1b2 e-con-full e-flex e-con e-child\" data-id=\"320f1b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-277eb24 author_blog elementor-widget elementor-widget-text-editor\" data-id=\"277eb24\" 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 href=\"https:\/\/www.moresophy.com\/en\/andreas-zwick\">Andreas Zwick<\/a><\/p>\n\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-c7c65ba elementor-widget elementor-widget-text-editor\" data-id=\"c7c65ba\" 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>|<\/p>\n\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-6b30eb1 elementor-widget elementor-widget-text-editor\" data-id=\"6b30eb1\" 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\tNovember 24, 2020\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-7d8045a elementor-widget elementor-widget-text-editor\" data-id=\"7d8045a\" 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>|<\/p>\n\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-1c18401 elementor-widget elementor-widget-text-editor\" data-id=\"1c18401\" 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<div class=\"blog-reading-time\">5 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01c0a4c elementor-widget elementor-widget-heading\" data-id=\"01c0a4c\" 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\">Seeing Where Things Are Going: Why Visualizations Are Important for Agile Data Management<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c5d448 e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"5c5d448\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32bc01b e-flex e-con-boxed e-con e-parent\" data-id=\"32bc01b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fcdb334 elementor-widget elementor-widget-button\" data-id=\"fcdb334\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/en\/blog\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-left\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M257.5 445.1l-22.2 22.2c-9.4 9.4-24.6 9.4-33.9 0L7 273c-9.4-9.4-9.4-24.6 0-33.9L201.4 44.7c9.4-9.4 24.6-9.4 33.9 0l22.2 22.2c9.5 9.5 9.3 25-.4 34.3L136.6 216H424c13.3 0 24 10.7 24 24v32c0 13.3-10.7 24-24 24H136.6l120.5 114.8c9.8 9.3 10 24.8.4 34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Back to the blog 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180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_email\" role=\"button\" tabindex=\"0\" aria-label=\"Share on email\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-envelope\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M502.3 190.8c3.9-3.1 9.7-.2 9.7 4.7V400c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V195.6c0-5 5.7-7.8 9.7-4.7 22.4 17.4 52.1 39.5 154.1 113.6 21.1 15.4 56.7 47.8 92.2 47.6 35.7.3 72-32.8 92.3-47.6 102-74.1 131.6-96.3 154-113.7zM256 320c23.2.4 56.6-29.2 73.4-41.4 132.7-96.3 142.8-104.7 173.4-128.7 5.8-4.5 9.2-11.5 9.2-18.9v-19c0-26.5-21.5-48-48-48H48C21.5 64 0 85.5 0 112v19c0 7.4 3.4 14.3 9.2 18.9 30.6 23.9 40.7 32.4 173.4 128.7 16.8 12.2 50.2 41.8 73.4 41.4z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2e5d8b2 e-flex e-con-boxed e-con e-parent\" data-id=\"2e5d8b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6741fc5 elementor-widget elementor-widget-text-editor\" data-id=\"6741fc5\" 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><\/p>\n<p>Can you still imagine navigating through the city without any aids? What do people who seem to do this effortlessly do differently? The key lies in an approximate <strong>inner city map<\/strong> that <strong>successful navigators<\/strong> use. In this map, they pay particular attention to the cardinal points and can thus relate their starting point and their destination on their inner map.     <br>People who find it difficult to find their way, on the other hand, often just try to memorize a sequence of turns and specific street names. If they forget a turn or a street is closed, their strategy collapses like a house of cards. <\/p>\n<p>The situation is similar for efficient and successful <strong>agile data analysis<\/strong> and <strong>data management<\/strong>: real information depends on its context and transparency. The ability to <strong>make information visible<\/strong> and to <strong>recognize<\/strong> and react to <strong>changes at an early stage<\/strong> is very helpful. Facts without context have less added value for us as humans; we find it harder to remember and use them.  <\/p>\n<p> <\/p>\n<p>The <strong>visualization of data<\/strong> is still <strong>neglected <\/strong>in many companies. Conventional architectures with complicated data models that rely on storing and linking different data tables rarely combine this with consistent and continuous visualization of the data. <br>In <strong>Germany, a digitally developing country<\/strong>, it is still common practice in many companies to extract data from databases and then visualize it in Excel. As a result, the overall data is <strong>not very transparent<\/strong> <strong>and comprehensible <\/strong>for experts without an IT background. There is also a major obstacle to making it truly visible and using it regularly. For many <strong>business decision-makers <\/strong>, the data, its <strong>links <\/strong>and its actual <strong>potential<\/strong> remain <strong>hidden<\/strong>.    <\/p>\n<p> <\/p>\n<p>Contrary to the widespread practice of viewing data visualization as the last step in the process, both <strong>data scientists <\/strong>and customers benefit from visualizing data at the <strong>beginning <\/strong>and <strong>during the course of <\/strong>a project. This is because <strong>dynamic visualizations<\/strong> give us as humans a <strong>much better insight<\/strong> into the data we are using. Especially via dashboards with graphics that can be adjusted and changed <strong>interactively <\/strong>with a click. This not only means a better overview of important properties of the data &#8211; <strong>working hypotheses<\/strong> can also be <strong>quickly checked<\/strong>, rejected and replaced by a better hypothesis.   <\/p>\n<p> <\/p>\n<p>Our core strategy at moresophy is to<strong> map<\/strong> customer data of all types and from various sources<strong> in dynamic diagrams at an early stage<\/strong> and to visualize this data during each work step. This means that we already use them during <strong>data cleansing<\/strong> and <strong>data mapping<\/strong> in order to be able to optimize the respective step at an early stage. We want to know what we are doing and continuously review our own ideas and approaches.  <\/p>\n<p><\/p>\n<p> <\/p>\n<p>This creates <strong>maximum transparency<\/strong> for customers and specialist users as well as for developers &#8211; even before we deliver the end product. The flexible architecture of <strong>Visual Analytics<\/strong> also enables the <strong>integration of third-party sources<\/strong>, whose possibilities and limitations often only become apparent through <strong>systematic visualization<\/strong>. <\/p><p><br><\/p>\n<p> <\/p>\n<p><strong>Case Study: &nbsp;Pre-Sorting of Damage Reports from an Insurance Company<\/strong><\/p>\n<p> <\/p>\n<p>An <strong>insurance company<\/strong> would like to automatically <strong>pre-sort <\/strong>incoming <strong>damage reports <\/strong>and in this way <strong>reduce<\/strong> the <strong>amount of work involved <\/strong>in accumulation damage events. Accumulation losses are losses caused at a similar time by the same loss event, such as a storm or flood. The challenge for insurance companies is that a large number of claims are received at the same time and claims handlers cannot keep up with their work. At the same time, the staffing market is empty, as <em>accumulation loss events<\/em> usually affect many insurers at the same time.<br>The <strong>aim of appropriate software<\/strong> is therefore to <strong>support<\/strong> <strong>claim handlers<\/strong> in their work and thus enable <strong>faster approval<\/strong> of actual accumulation losses.   <\/p>\n<p>How can it be ensured that an applicant was actually affected by such an accumulation event? <strong>Weather databases<\/strong>, for example, are available as possible <strong>third-party sources<\/strong>. By <strong>continuously visually checking<\/strong> which third-party sources prove useful, better decisions can be made during the work process. One <strong>advantage <\/strong>of this is that unnecessary work and therefore unnecessary costs are saved because it is possible to see at a very early stage to what extent additional data contributes to <strong>improving the data quality<\/strong> and also the <strong>confidence of AI models<\/strong>. In <strong>agile<\/strong>, cyclical <strong>rapid prototyping<\/strong>, it is possible to work with the addition of<strong> external data<\/strong> and test the achievable <strong>gain in quality and significance of the analysis<\/strong>. The time and energy gained can then be used to fully integrate the third-party sources that are deemed reliable.      &nbsp;<\/p>\n<p> <\/p>\n<p>At moresophy, we use visualizations <strong>continuously <\/strong>from the very beginning of the work process in order to constantly <strong>review <\/strong>our own path and initiate <strong>clever changes of direction at an early stage<\/strong>. Like the inner map, which helps with navigation and is often more error-tolerant if a turn-off is not available as planned. <\/p>\n<p><\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4056d1c e-flex e-con-boxed e-con e-parent\" data-id=\"4056d1c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fc26371 e-con-full e-flex e-con e-child\" data-id=\"fc26371\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-1189935 e-con-full e-flex e-con e-child\" data-id=\"1189935\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a288249 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"a288249\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-user-circle\" viewBox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 104c-53 0-96 43-96 96s43 96 96 96 96-43 96-96-43-96-96-96zm0 144c-26.5 0-48-21.5-48-48s21.5-48 48-48 48 21.5 48 48-21.5 48-48 48zm0-240C111 8 0 119 0 256s111 248 248 248 248-111 248-248S385 8 248 8zm0 448c-49.7 0-95.1-18.3-130.1-48.4 14.9-23 40.4-38.6 69.6-39.5 20.8 6.4 40.6 9.6 60.5 9.6s39.7-3.1 60.5-9.6c29.2 1 54.7 16.5 69.6 39.5-35 30.1-80.4 48.4-130.1 48.4zm162.7-84.1c-24.4-31.4-62.1-51.9-105.1-51.9-10.2 0-26 9.6-57.6 9.6-31.5 0-47.4-9.6-57.6-9.6-42.9 0-80.6 20.5-105.1 51.9C61.9 339.2 48 299.2 48 256c0-110.3 89.7-200 200-200s200 89.7 200 200c0 43.2-13.9 83.2-37.3 115.9z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b2922c0 e-con-full e-flex e-con e-child\" data-id=\"b2922c0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-20b91e6 elementor-widget elementor-widget-heading\" data-id=\"20b91e6\" 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\"><a href=\"https:\/\/www.moresophy.com\/autor\/andreas-zwick\">Andreas Zwick<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c2cdbf elementor-widget elementor-widget-heading\" data-id=\"6c2cdbf\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Project manager<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac42b5c elementor-widget elementor-widget-spacer\" data-id=\"ac42b5c\" 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<div class=\"elementor-element elementor-element-fd15e67 elementor-widget elementor-widget-text-editor\" data-id=\"fd15e67\" 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>Andreas studied Technology &amp; Media Communication and is primarily responsible for internal and external communication and documentation within the company. This gives him an optimal overview of the various technologies, applications and customers of MORESOPHY. <\/p>\n\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-7e34f25 elementor-widget elementor-widget-spacer\" data-id=\"7e34f25\" 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<div class=\"elementor-element elementor-element-84b0400 elementor-widget elementor-widget-button\" data-id=\"84b0400\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.linkedin.com\/in\/andreas-zwick-119238137\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-linkedin\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">LinkedIn<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e7d2998 e-flex e-con-boxed e-con e-parent\" data-id=\"e7d2998\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-54a0932 e-con-full e-flex e-con e-child\" data-id=\"54a0932\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce83c6f elementor-widget elementor-widget-button\" data-id=\"ce83c6f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/en\/blog\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-left\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M257.5 445.1l-22.2 22.2c-9.4 9.4-24.6 9.4-33.9 0L7 273c-9.4-9.4-9.4-24.6 0-33.9L201.4 44.7c9.4-9.4 24.6-9.4 33.9 0l22.2 22.2c9.5 9.5 9.3 25-.4 34.3L136.6 216H424c13.3 0 24 10.7 24 24v32c0 13.3-10.7 24-24 24H136.6l120.5 114.8c9.8 9.3 10 24.8.4 34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Back to the blog overview<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-6797e9f elementor-widget elementor-widget-button\" data-id=\"6797e9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/blog\/responsible-ai\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">All about Responsible AI<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-02b3f9a e-flex e-con-boxed e-con e-parent\" data-id=\"02b3f9a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2747d34 elementor-widget elementor-widget-heading\" data-id=\"2747d34\" 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<h3 class=\"elementor-heading-title elementor-size-default\">More articles from Responsible AI<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c8bbdc elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 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.elementor-element.elementor-element-90d7801 .elementor-heading-title{font-size:var( --e-global-typography-9d2a5b8-font-size );line-height:var( --e-global-typography-9d2a5b8-line-height );letter-spacing:var( --e-global-typography-9d2a5b8-letter-spacing );word-spacing:var( --e-global-typography-9d2a5b8-word-spacing );}}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"8430\" class=\"elementor elementor-8430 elementor-7642 elementor-7642 e-loop-item e-loop-item-10602 post-10602 post type-post status-publish format-standard has-post-thumbnail hentry category-responsible-ai\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-95fbe56 e-flex e-con-boxed e-con e-parent\" data-id=\"95fbe56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5240d1f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5240d1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"767\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/Preview-Image-v4-1024x767.webp\" class=\"attachment-large size-large wp-image-10594\" alt=\"Holzfigur Pinocchio\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/Preview-Image-v4-1024x767.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/Preview-Image-v4-300x225.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/Preview-Image-v4-768x575.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/Preview-Image-v4.webp 1308w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0731158 e-con-full e-flex e-con e-child\" data-id=\"0731158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-27129ce e-con-full e-flex e-con e-child\" data-id=\"27129ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974de56 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"974de56\" 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\tFriederike Scholz\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-3369b30 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"3369b30\" 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<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\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-28de411 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"28de411\" 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\tJune 16, 2025\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-d3ef939 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"d3ef939\" 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<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\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-65343d3 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"65343d3\" 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<div class=\"blog-reading-time\">4 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab5fba3 elementor-widget elementor-widget-spacer\" data-id=\"ab5fba3\" 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<div class=\"elementor-element elementor-element-98718ca elementor-widget elementor-widget-button\" data-id=\"98718ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Responsible AI\n<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-078a746 elementor-widget elementor-widget-spacer\" data-id=\"078a746\" 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<div class=\"elementor-element elementor-element-90d7801 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"90d7801\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/responsible-ai\/help-my-ai-is-hallucinating\">Help, My AI Is Hallucinating!<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"8430\" class=\"elementor elementor-8430 elementor-7642 elementor-7642 e-loop-item e-loop-item-10368 post-10368 post type-post status-publish format-standard has-post-thumbnail hentry category-responsible-ai\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-95fbe56 e-flex e-con-boxed e-con e-parent\" data-id=\"95fbe56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5240d1f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5240d1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/genAI-1024x683.webp\" class=\"attachment-large size-large wp-image-10358\" alt=\"Foto von GenAI auf einem Smartphone\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/genAI-1024x683.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/genAI-300x200.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/genAI-768x512.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/genAI-1536x1024.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/06\/genAI.webp 1680w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0731158 e-con-full e-flex e-con e-child\" data-id=\"0731158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-27129ce e-con-full e-flex e-con e-child\" data-id=\"27129ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974de56 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"974de56\" 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\tProf. Dr. Heiko Beier\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-3369b30 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"3369b30\" 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<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\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-28de411 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"28de411\" 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\tJune 2, 2025\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-d3ef939 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"d3ef939\" 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<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\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-65343d3 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"65343d3\" 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<div class=\"blog-reading-time\">8 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab5fba3 elementor-widget elementor-widget-spacer\" data-id=\"ab5fba3\" 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<div class=\"elementor-element elementor-element-98718ca elementor-widget elementor-widget-button\" data-id=\"98718ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Responsible AI\n<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-078a746 elementor-widget elementor-widget-spacer\" data-id=\"078a746\" 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<div class=\"elementor-element elementor-element-90d7801 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"90d7801\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/responsible-ai\/why-so-many-genai-projects-fail-and-how-this-can-be-prevented\">Why So Many GenAI Projects Fail and How This Can Be Prevented<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"8430\" class=\"elementor elementor-8430 elementor-7642 elementor-7642 e-loop-item e-loop-item-9886 post-9886 post type-post status-publish format-standard has-post-thumbnail hentry category-responsible-ai tag-ai-in-marketing tag-content-en tag-content-creation-en tag-content-strategy tag-ki-im-marketing-2 tag-ki-im-marketing tag-marketing-en tag-smart-customer-analysis\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-95fbe56 e-flex e-con-boxed e-con e-parent\" data-id=\"95fbe56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5240d1f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5240d1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"767\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/Preview-Image-ShiftCX-Teil-3-1024x767.webp\" class=\"attachment-large size-large wp-image-9855\" alt=\"Content-Erstellung mit KI: Hybride KI\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/Preview-Image-ShiftCX-Teil-3-1024x767.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/Preview-Image-ShiftCX-Teil-3-300x225.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/Preview-Image-ShiftCX-Teil-3-768x575.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/Preview-Image-ShiftCX-Teil-3.webp 1308w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0731158 e-con-full e-flex e-con e-child\" data-id=\"0731158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-27129ce e-con-full e-flex e-con e-child\" data-id=\"27129ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974de56 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"974de56\" 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\tProf. Dr. Heiko Beier\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-3369b30 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"3369b30\" 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<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\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-28de411 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"28de411\" 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\tMay 12, 2025\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-d3ef939 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"d3ef939\" 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<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\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-65343d3 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"65343d3\" 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<div class=\"blog-reading-time\">6 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab5fba3 elementor-widget elementor-widget-spacer\" data-id=\"ab5fba3\" 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<div class=\"elementor-element elementor-element-98718ca elementor-widget elementor-widget-button\" data-id=\"98718ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Responsible AI\n<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-078a746 elementor-widget elementor-widget-spacer\" data-id=\"078a746\" 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<div class=\"elementor-element elementor-element-90d7801 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"90d7801\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/responsible-ai\/of-monsters-and-ants-why-ai-powered-marketing-cx-needs-both-part-3-of-3\">Of Monsters and Ants: Why AI-Powered Marketing &amp; CX Needs Both (Part 3 of 3)<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Responsible AI Andreas Zwick | | Seeing Where Things Are Going: Why Visualizations Are Important for Agile Data Management Responsible [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":7165,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[378],"tags":[399,341,400,401,343,402,403,404],"class_list":["post-8459","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-responsible-ai","tag-agile","tag-data-analysis","tag-data-cleansing-en","tag-data-engineering-en","tag-data-management","tag-data-mapping-en","tag-data-visualization","tag-visualization"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Visualizations Are Important for Agile Data Management<\/title>\n<meta name=\"description\" content=\"Continuous data visualization creates transparency, enables early adjustments and optimizes data management.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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