{"id":2396,"date":"2023-05-24T08:05:43","date_gmt":"2023-05-24T06:05:43","guid":{"rendered":"https:\/\/risc.web-email.at\/fachbeitraege-graphdatenbanken-1\/"},"modified":"2023-11-02T16:36:29","modified_gmt":"2023-11-02T15:36:29","slug":"technical-article-graphdatabases-1","status":"publish","type":"publication","link":"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-graphdatabases-1\/","title":{"rendered":"Data Understanders: Leveraging enterprise data through intelligent Graph Databases"},"content":{"rendered":"\n<h2 class=\"wp-block-heading is-style-v2-telegrafico\">Use Modern database technology to intuitively capture and understand your data<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">by DI Paul Heinzlreiter<\/h3>\n\n\n<div class=\"wp-block-group-container alignfull \">\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<p><em>The great strength of graph databases &#8211; databases that use graphs to connect and store networked information in the form of nodes and edges &#8211; is the extensive mapping of relationships between data points. This enables an intuitive mapping of many real-world scenarios, which have gained a lot of importance especially during the last years. Examples include modeling relationships between people in social networks, making purchase recommendations in e-commerce, or detecting fraudulent transactions in finance. In addition to these application areas, graph databases are also useful in the fields of industrial manufacturing, traffic data analysis or IT infrastructure monitoring for identifying causal relationships.<\/em><br><br><\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-center\"><div class=\"wp-block-media-text__content\">\n<p><strong>Table of contents<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Graph databases compared to relational databases<\/li>\n\n\n\n<li>The path to a better data understanding<\/li>\n\n\n\n<li>Use Case<\/li>\n\n\n\n<li>Author<\/li>\n<\/ul>\n<\/div><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-183805661-1-1024x683.jpg\" alt=\"Database\" class=\"wp-image-2355 size-full\" srcset=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-183805661-1-1024x683.jpg 1024w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-183805661-1-300x200.jpg 300w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-183805661-1-768x512.jpg 768w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-183805661-1-1536x1024.jpg 1536w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-183805661-1.jpg 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-group-container alignfull \">\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>According to a survey on the popularity of database categories (<a href=\"https:\/\/db-engines.com\/en\/ranking_categories\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/db-engines.com\/en\/ranking_categories<\/a>), graph databases represent the fastest growing category of database technologies over the last few years. Graph databases represent their data as sets of nodes and edges, where nodes represent data objects with attributes, while edges represent the links between the objects.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-rounded\"><img decoding=\"async\" width=\"1024\" height=\"445\" sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/2021-03-08-Fachbeitrag-Graphdatenbanken-Abb1-1024x445.png\" alt=\"Graph database\" class=\"wp-image-2357\" srcset=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/2021-03-08-Fachbeitrag-Graphdatenbanken-Abb1-1024x445.png 1024w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/2021-03-08-Fachbeitrag-Graphdatenbanken-Abb1-300x130.png 300w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/2021-03-08-Fachbeitrag-Graphdatenbanken-Abb1-768x334.png 768w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/2021-03-08-Fachbeitrag-Graphdatenbanken-Abb1.png 1035w\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-group-container alignfull \">\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h3 class=\"wp-block-heading\">Graph databases compared to relational databases<\/h3>\n\n\n\n<p>Relational databases are excellently suited for representing tabular structures, such as those commonly used in the commercial sector. By using the third normal form, the data is stored in tables clearly separated according to the objects they describe, whereby other objects with which they are related are referenced via foreign keys. The goal is, among other things, to avoid data duplication and to enable linking through flexible queries in the Structured Query Language (SQL).<\/p>\n\n\n\n<p><br>These applications are also characterized by the fact that once a data model has been designed, it usually remains constant over a longer period of time. However, in problem domains where one is primarily interested in the links between data, the relational data model has weak points. Since links are mapped via foreign key relationships, queries often have to be implemented as multi-level joins, which can be very runtime-intensive, especially for large tables. In addition, many application domains contain semi-structured data whose structure changes over time. Such data is difficult to represent in the rigid data model of a relational database.<\/p>\n\n\n\n<p> In addition, the more flexible data model of a graph database often allows it to more directly represent the reality being modeled, making both the design of the data model and the queries applied to it more intuitive. Furthermore, it is more easily adaptable in the event of changes in the application domain, since the graph can be extended without drastic changes in the data model.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large is-style-rounded\"><img decoding=\"async\" width=\"1024\" height=\"683\" sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1667832958-1024x683.jpg\" alt=\"Programming\" class=\"wp-image-2359\" srcset=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1667832958-1024x683.jpg 1024w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1667832958-300x200.jpg 300w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1667832958-768x512.jpg 768w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1667832958-1536x1024.jpg 1536w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1667832958.jpg 1920w\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-style-rounded\"><img decoding=\"async\" width=\"1024\" height=\"576\" sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1194430859-1-1024x576.jpg\" alt=\"Programming\" class=\"wp-image-1640\" srcset=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1194430859-1-1024x576.jpg 1024w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1194430859-1-300x169.jpg 300w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1194430859-1-768x432.jpg 768w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1194430859-1-1536x864.jpg 1536w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1194430859-1.jpg 1920w\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-group-container alignfull \">\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h3 class=\"wp-block-heading\">The path to a better data understanding<\/h3>\n\n\n\n<p>Wherever relationships between data points are the focus of interest, graph databases provide a solid basis for further analysis. They allow a more direct and flexible mapping of the problem domain than relational databases.<\/p>\n\n\n\n<p>Furthermore, they show the way from the collected data to answering the category of questions about the cause of potential or current problems:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Why did this part fail?<\/li>\n\n\n\n<li>Why are there bottlenecks and price increases in the procurement of parts for production?<\/li>\n\n\n\n<li>Why does a therapy work better for a patient?<\/li>\n\n\n\n<li>Why is this server application overloaded?<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-full is-style-rounded\"><img decoding=\"async\" width=\"1024\" height=\"466\" sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/Datenbanken-1024x466-1.png\" alt=\"Data\" class=\"wp-image-2361\" srcset=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/Datenbanken-1024x466-1.png 1024w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/Datenbanken-1024x466-1-300x137.png 300w, https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/Datenbanken-1024x466-1-768x350.png 768w\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-group-container alignfull \">\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\">Use Cases<\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/truck-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"has-text-align-center wp-block-heading\">Use case: Supply chain modeling<\/h5>\n\n\n\n<p class=\"has-text-align-center\">Complex supply chains can be mapped and thus potential bottlenecks or dependencies on individual suppliers can be identified.<\/p>\n\n\n\n<div style=\"height:54px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/gears-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"has-text-align-center wp-block-heading\">Use case: Root cause determination for machine problems<\/h5>\n\n\n\n<p class=\"has-text-align-center\">Correlations between sensor values and machine states are often only suspected or unknown. A collection and time-based linking of data in a graph database can reveal hidden correlations.<\/p>\n\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/stethoscope-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"has-text-align-center wp-block-heading\">Use case: Medicine<\/h5>\n\n\n\n<p class=\"has-text-align-center\">Graph databases can show correlations between patients\u2018 disease histories and the efficacy of therapies. Likewise, drug interactions can be identified.<\/p>\n\n\n\n<div style=\"height:82px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/syringe-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"has-text-align-center wp-block-heading\">Use case: Pharmaceutical industry<\/h5>\n\n\n\n<p class=\"has-text-align-center\">Mapping the relationships between biological and chemical data can accelerate the development of new<br>pharamceuticals.<\/p>\n\n\n\n<div style=\"height:48px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/industry-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"has-text-align-center wp-block-heading\">Use Case: Trace<\/h5>\n\n\n\n<p class=\"has-text-align-center\">From traffic control systems to refineries and factories: control algorithms perform automated switching operations. Graph databases can help make them comprehensible to humans, detect errors and increase the efficiency of such plants.<\/p>\n\n\n\n<div style=\"height:61px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/laptop-code-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"has-text-align-center wp-block-heading\">Use Case: Monitoring and optimization of IT assets<\/h5>\n\n\n\n<p class=\"has-text-align-center\">Parameters of servers and applications can be collected automatically. Based on this, graph databases can be used to detect transitive dependencies between services as well as overloads or critical elements in IT infrastructures.<\/p>\n\n\n\n<div style=\"height:1px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p><em>RISC Software GmbH supports you at every stage of your process to generate the greatest possible value from your data. If you wish, this also includes the selection of the right tools for your needs &#8211; such as a graph database. Companies that do not yet have end-to-end data collection or do not yet use their data for such tasks have the opportunity to gradually increase the value they derive from their data.<\/em><\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-group-container alignfull \">\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h3 class=\"wp-block-heading\">Contact<\/h3>\n\n\n\n<div class=\"wp-block-contact-form-7-contact-form-selector\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f663-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"663\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/en\/wp-json\/wp\/v2\/publication\/2396#wpcf7-f663-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"663\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f663-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<\/fieldset>\n<div class=\"form-row\">\n\t<div class=\"form-input\">\n\t\t<p><label class=\"sr-only\" for=\"your-name\">Your name <\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" id=\"your-name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class=\"form-input\">\n\t\t<p><label class=\"sr-only\" for=\"your-email\">Your email<\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" id=\"your-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"E-Mail\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n<\/div>\n<div class=\"form-row\">\n\t<div class=\"form-input\">\n\t\t<p><label class=\"sr-only\" for=\"your-company\">Company <\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"your-company\" aria-invalid=\"false\" placeholder=\"Unternehmen\" value=\"\" type=\"text\" name=\"your-company\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class=\"form-input\">\n\t\t<p><label class=\"sr-only\" for=\"your-position\">Position<\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-position\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" placeholder=\"Position\" value=\"\" type=\"text\" name=\"your-position\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n<\/div>\n<div class=\"form-row\">\n\t<div class=\"form-input\">\n\t\t<p><label class=\"sr-only\" for=\"your-subject\"> Subject <\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-subject\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" id=\"your-subject\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Thema\" value=\"\" type=\"text\" name=\"your-subject\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n<\/div>\n<p><span id=\"wpcf7-69de2710f37f3-wrapper\" class=\"wpcf7-form-control-wrap phone-95-wrap\" style=\"display:none !important; visibility:hidden !important;\"><label for=\"wpcf7-69de2710f37f3-field\" class=\"hp-message\">Please leave this field empty.<\/label><input id=\"wpcf7-69de2710f37f3-field\"  class=\"wpcf7-form-control wpcf7-text\" type=\"text\" name=\"phone-95\" value=\"\" size=\"40\" tabindex=\"-1\" autocomplete=\"new-password\" \/><\/span><br \/>\n<label class=\"sr-only\" for=\"your-message\"> Your message (optional)<\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-message\"><textarea cols=\"40\" rows=\"10\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea\" id=\"your-message\" aria-invalid=\"false\" placeholder=\"Ihre Nachricht an uns\" name=\"your-message\"><\/textarea><\/span><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"hcap-cf7\">\t\t<input\n\t\t\t\ttype=\"hidden\"\n\t\t\t\tclass=\"hcaptcha-widget-id\"\n\t\t\t\tname=\"hcaptcha-widget-id\"\n\t\t\t\tvalue=\"eyJzb3VyY2UiOlsiY29udGFjdC1mb3JtLTdcL3dwLWNvbnRhY3QtZm9ybS03LnBocCJdLCJmb3JtX2lkIjo2NjN9-5cf29316f0fc31f5a29d11a228757560\">\n\t\t\t\t<span id=\"hcap_cf7-69de2710f3d954.63550340\" class=\"wpcf7-form-control h-captcha \"\n\t\t\tdata-sitekey=\"3a6a81c1-2b2e-4b2a-b1eb-d9446bc09afb\"\n\t\t\tdata-theme=\"light\"\n\t\t\tdata-size=\"normal\"\n\t\t\tdata-auto=\"false\"\n\t\t\tdata-ajax=\"false\"\n\t\t\tdata-force=\"false\">\n\t\t<\/span>\n\t\t<input type=\"hidden\" id=\"_wpnonce\" name=\"_wpnonce\" value=\"83fc09d92f\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/en\/wp-json\/wp\/v2\/publication\/2396\" \/><\/span><input class=\"wpcf7-form-control wpcf7-submit has-spinner btn\" type=\"submit\" value=\"Senden\" \/>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<h3 class=\"wp-block-heading\">Author<\/h3>\n\n\n<div class=\"contact-person\">\n      <picture>\n      \n      \n      \n      \n      <img decoding=\"async\" data-aos=\"fade-zoom-in\"\n           data-aos-offset=\"0\" class=\"w-full\" width=\"212\" height=\"293\"\n           src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/pheinzlr1-removebg-preview.png\"\n           alt=\"\">\n    <\/picture>\n    \n\n<h5 class=\"wp-block-heading\">DI Paul Heinzlreiter<\/h5>\n\n\n\n<p>Senior Data Engineer<\/p>\n\n  <\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-group-container alignfull \">\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"posts-slider-block\" data-aos=\"fade-up\" data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\">\n        <section class=\"splide posts-slider\" aria-label=\"Gallery Slides\">\n            <div class=\"splide__arrows\">\n                <button class=\"splide__arrow splide__arrow--prev\">\n                    <span class=\"sr-only\">Previous<\/span>\n                    <img decoding=\"async\" loading=\"lazy\" width=\"25\" height=\"21\" src=\"https:\/\/risc.web-email.at\/app\/themes\/risc-theme\/public\/images\/icon-arrow.35d2ec.svg\"\n                         alt=\"Previous\">\n                <\/button>\n                <button class=\"splide__arrow splide__arrow--next\">\n                    <span class=\"sr-only\">Next<\/span>\n                    <img decoding=\"async\" loading=\"lazy\" width=\"25\" height=\"21\" src=\"https:\/\/risc.web-email.at\/app\/themes\/risc-theme\/public\/images\/icon-arrow.35d2ec.svg\"\n                         alt=\"Next\">\n                <\/button>\n            <\/div>\n            <div class=\"inner\">\n                <div class=\"splide__track\">\n                    <div class=\"splide__list\">\n\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-graphdatabases-2\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1047824676-1-360x214.jpg\"\n                                                 alt=\"Graph databases in practice\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Graph databases in practice<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Graph databases enable the mapping of many real-world scenarios such as: Traffic data analysis or IT infrastructure monitoring.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-mastering-the-industrial-data\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/07\/iStock-858527512-1-360x214.jpg\"\n                                                 alt=\"Mastering the (industrial) Data (EN)\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Mastering the (industrial) Data (EN)<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        How improved manufacturing is created from industrial and production process data.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-can-data-science-lead-industrial-companies-out-of-the-crisis\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1170740969-360x214.jpg\"\n                                                 alt=\"Can data science lead industrial companies out of the crisis?\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Can data science lead industrial companies out of the crisis?<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        How it is possible to minimize costs, respond flexibly to fluctuations in demand, and avoid production downtime due to disruption.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-making-better-decisions-thanks-to-prescriptive-analytics\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-872019580-2-360x214.jpg\"\n                                                 alt=\"Making better decisions thanks to Prescriptive Analytics\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Making better decisions thanks to Prescriptive Analytics<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        By combining forecasting models with optimization models, future decision options are simulated from company data and the best alternative course of action is selected.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-methods-and-tools-for-data-preparation-in-the-big-data-area\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1216520813-1-360x214.jpg\"\n                                                 alt=\"Methods and tools for data preparation in the big data area\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Methods and tools for data preparation in the big data area<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Die Rolle von Big Data hat in zahlreichen Wirtschaftsbereichen stark an Bedeutung gewonnen. Es werden gro\u00dfe Datenmengen gesammelt, die zur Optimierung herangezogen werden k\u00f6nnen. Hierbei kommen oft Methoden aus den Bereichen k\u00fcnstliche Intelligenz, maschinelles Lernen oder Statistik zum Einsatz.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                            <\/div>\n                <\/div>\n            <\/div>\n        <\/section>\n    <\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Graph databases enable intuitive mapping of many real-world scenarios such as industrial manufacturing, traffic data analysis or IT infrastructure monitoring. This makes data not only more efficiently stored, but also much more usable.<\/p>\n","protected":false},"featured_media":1641,"template":"","publication-category":[50,72],"class_list":["post-2396","publication","type-publication","status-publish","has-post-thumbnail","hentry","publication-category-data-science-and-a-i","publication-category-industrie-4-0"],"acf":[],"portrait_thumb_url":"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1194430859-1-360x214.jpg","_links":{"self":[{"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/publication\/2396","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/publication"}],"about":[{"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/types\/publication"}],"version-history":[{"count":12,"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/publication\/2396\/revisions"}],"predecessor-version":[{"id":4761,"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/publication\/2396\/revisions\/4761"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/media\/1641"}],"wp:attachment":[{"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/media?parent=2396"}],"wp:term":[{"taxonomy":"publication-category","embeddable":true,"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/publication-category?post=2396"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}