{"id":5439,"date":"2019-06-04T11:12:22","date_gmt":"2019-06-04T11:12:22","guid":{"rendered":"https:\/\/koukio.net\/where-are-the-limits-of-big-data\/"},"modified":"2025-07-23T07:56:32","modified_gmt":"2025-07-23T07:56:32","slug":"where-are-the-limits-of-big-data","status":"publish","type":"post","link":"https:\/\/koukio.net\/es\/where-are-the-limits-of-big-data\/","title":{"rendered":"Where are the limits of Big Data?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5439\" class=\"elementor elementor-5439 elementor-3087\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4064e195 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4064e195\" data-element_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-6865bab9\" data-id=\"6865bab9\" data-element_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-67d9559c elementor-widget elementor-widget-spacer\" data-id=\"67d9559c\" data-element_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-2c1c26cc elementor-widget elementor-widget-heading\" data-id=\"2c1c26cc\" data-element_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\">The challenges facing the data society<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1af0a8f2 elementor-widget elementor-widget-text-editor\" data-id=\"1af0a8f2\" data-element_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>Data has become\u00a0the most valuable resource of companies. The ways of relating to clients are changing quickly. The way in which a company sells its services and products is no longer the same as a few years ago. Thanks to them they can <strong>reach more potential customers<\/strong> and accelerate the process of growing their business in a more practical and useful way.\u00a0<\/p>\n<p>However, the new technological processes that companies use based on data are also generating problems and risks that create other points of view, such as where are the limits of the <strong>use of personal information<\/strong> or new automatic business processes developed to work without human help.<\/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-43a7587 elementor-widget elementor-widget-image\" data-id=\"43a7587\" data-element_type=\"widget\" data-widget_type=\"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=\"683\" src=\"https:\/\/koukio.net\/wp-content\/uploads\/2019\/06\/data-science-1024x683.jpg\" class=\"attachment-large size-large wp-image-5440\" alt=\"\" srcset=\"https:\/\/koukio.net\/wp-content\/uploads\/2019\/06\/data-science.jpg 1024w, https:\/\/koukio.net\/wp-content\/uploads\/2019\/06\/data-science-300x200.jpg 300w, https:\/\/koukio.net\/wp-content\/uploads\/2019\/06\/data-science-768x512.jpg 768w, https:\/\/koukio.net\/wp-content\/uploads\/2019\/06\/data-science-930x620.jpg 930w\" 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\t\t<div class=\"elementor-element elementor-element-fa0f559 elementor-widget elementor-widget-text-editor\" data-id=\"fa0f559\" data-element_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>Although <strong>Big Data and Artificial Intelligence solutions<\/strong> are collaborating in the research of new solutions to current problems, there is always an open criticism towards this type of processes, around cases where they have been a problem rather than a solution.<\/p>\n<p>Despite these reasons, it is still a fact that we find a reflection on the limits of automated processes that are carried out thanks to Artificial Intelligence or Data Science, and how it can affect companies.<\/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-2e4cc74e elementor-hidden-phone elementor-widget elementor-widget-heading\" data-id=\"2e4cc74e\" data-element_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\">When technology decides for us <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-431f7d7 elementor-widget elementor-widget-text-editor\" data-id=\"431f7d7\" data-element_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 dir=\"ltr\">Automatic software analysis solutions programmed to make decisions based on certain information can lead to errors that adversely affect people. Technology can help us discern and choose in many cases, but sometimes <strong>human interpretation<\/strong> is necessary to avoid making wrong decisions.<\/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-135dc49 elementor-widget elementor-widget-video\" data-id=\"135dc49\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/koukio.net\/wp-content\/uploads\/2019\/06\/clip-data.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\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-68c6fb6 elementor-widget elementor-widget-text-editor\" data-id=\"68c6fb6\" data-element_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 dir=\"ltr\">A good example of this happened in <strong>Amazon between August 2017 and September 2018<\/strong>. The giant e-commerce fired 300 people from one of its warehouses automatically. This was a decision made from a software system in charge of measuring the productivity of the employees. This software generated warnings when it considered that the employee was not performing at the expected level, and in some cases, those warnings became automatic dismissals.<\/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-98ea6bf elementor-widget elementor-widget-text-editor\" data-id=\"98ea6bf\" data-element_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>\u00abA software system to measure the productivity of the employees ended with 300 people automatically dismissed\u00bb.<\/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-ad0dd24 elementor-widget elementor-widget-text-editor\" data-id=\"ad0dd24\" data-element_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 dir=\"ltr\">A system that counts within a favor and against opinions, assuring that the system monitors the time but is not able to interpret the productivity of a worker as a person would. Amazon, on the other hand, told the <strong>magazine MIT Technology<\/strong> that there had never been a dismissal without the approval of a supervisor.<\/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-463f8f3a elementor-hidden-phone elementor-widget elementor-widget-heading\" data-id=\"463f8f3a\" data-element_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\">Security<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56cbfedb elementor-widget elementor-widget-text-editor\" data-id=\"56cbfedb\" data-element_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>Cyber attacks are one of the biggest risks that is facing the \u201ctechnology age\u201d. Continuous data exposure becomes a <strong>big drawback<\/strong> when security failures happen.<\/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-1fae0528 elementor-hidden-phone elementor-widget elementor-widget-heading\" data-id=\"1fae0528\" data-element_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\">What is the meaning of data<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6510a18f elementor-widget elementor-widget-text-editor\" data-id=\"6510a18f\" data-element_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>One of the big problems is knowing how to handle those <strong>large amounts of data<\/strong>. Managing the data correctly and give them a good use is one of the great challenges for companies currently.<\/p>\n<p>Therefore, <strong><a href=\"https:\/\/koukio.net\/data-science-solutions\/\">Data Science or Big Data solutions<\/a> <\/strong>are becoming more profitable, since they provide valid solutions to a crucial problem such as the interpretation and management of small or large amounts of data.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6adcef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6adcef\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&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-1c69d8ca\" data-id=\"1c69d8ca\" data-element_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-3d3d3922 elementor-widget elementor-widget-spacer\" data-id=\"3d3d3922\" data-element_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-7dc1b473 elementor-widget elementor-widget-image\" data-id=\"7dc1b473\" data-element_type=\"widget\" data-widget_type=\"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:\/\/koukio.net\/wp-content\/uploads\/2019\/04\/nesa-by-makers-701360-unsplash-1024x683.jpg\" class=\"attachment-large size-large wp-image-5190\" alt=\"\" srcset=\"https:\/\/koukio.net\/wp-content\/uploads\/2019\/04\/nesa-by-makers-701360-unsplash.jpg 1024w, https:\/\/koukio.net\/wp-content\/uploads\/2019\/04\/nesa-by-makers-701360-unsplash-300x200.jpg 300w, https:\/\/koukio.net\/wp-content\/uploads\/2019\/04\/nesa-by-makers-701360-unsplash-768x512.jpg 768w, https:\/\/koukio.net\/wp-content\/uploads\/2019\/04\/nesa-by-makers-701360-unsplash-930x620.jpg 930w\" 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\t\t<div class=\"elementor-element elementor-element-2651614f elementor-widget elementor-widget-spacer\" data-id=\"2651614f\" data-element_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-64eddd5f\" data-id=\"64eddd5f\" data-element_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-a92b46c elementor-widget elementor-widget-text-editor\" data-id=\"a92b46c\" data-element_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>Contact us\u00a0to <b>get professional advice<\/b> about <strong>Data Science<\/strong> Solutions. You can manage your company&#8217;s data with the best experts.<\/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-33c1a901 elementor-mobile-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"33c1a901\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" 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:\/\/koukio.net\/contact\/\">\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\">Get a consultation<\/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-454287cc elementor-widget elementor-widget-spacer\" data-id=\"454287cc\" data-element_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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-2af9b1ac elementor-widget elementor-widget-spacer\" data-id=\"2af9b1ac\" data-element_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-7b1009ec elementor-widget elementor-widget-spacer\" data-id=\"7b1009ec\" data-element_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-2df61cb8 elementor-widget elementor-widget-image\" data-id=\"2df61cb8\" data-element_type=\"widget\" data-widget_type=\"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\t<a href=\"https:\/\/koukio.net\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"266\" height=\"70\" src=\"https:\/\/koukio.net\/wp-content\/uploads\/2019\/03\/logo-koukio-provide-antiguo.png\" class=\"attachment-neve-blog size-neve-blog wp-image-5166\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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\t\t<div class=\"elementor-element elementor-element-144555ed elementor-widget elementor-widget-spacer\" data-id=\"144555ed\" data-element_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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8b8c1cd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8b8c1cd\" data-element_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-2fa63b3f\" data-id=\"2fa63b3f\" data-element_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-c8ce723 elementor-widget elementor-widget-spacer\" data-id=\"c8ce723\" data-element_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-56e46288 elementor-widget elementor-widget-spacer\" data-id=\"56e46288\" data-element_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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-18b3d95c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"18b3d95c\" data-element_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-2a6b72d7\" data-id=\"2a6b72d7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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>The challenges facing the data society Data has become\u00a0the most valuable resource of companies. The ways of relating to clients are changing quickly. The way in which a company sells its services and products is no longer the same as a few years ago. Thanks to them they can reach more potential customers and accelerate&hellip;&nbsp;<a href=\"https:\/\/koukio.net\/es\/where-are-the-limits-of-big-data\/\" rel=\"bookmark\">Leer m\u00e1s &raquo;<span class=\"screen-reader-text\">Where are the limits of Big Data?<\/span><\/a><\/p>\n","protected":false},"author":6,"featured_media":5440,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"off","neve_meta_content_width":70,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"categories":[121],"tags":[],"class_list":["post-5439","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science-es"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Where are the limits of Big Data? | Koukio Solutions<\/title>\n<meta name=\"description\" content=\"Big Data has become the most valuable resource of companies around the world. 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