{"id":24543,"date":"2021-05-20T08:06:25","date_gmt":"2021-05-20T06:06:25","guid":{"rendered":"http:\/\/54.194.80.134.nip.io\/?p=24543"},"modified":"2021-12-06T10:25:59","modified_gmt":"2021-12-06T09:25:59","slug":"advanced-analytics-with-r-and-sap-tools","status":"publish","type":"post","link":"https:\/\/www.cubeserv.com\/en\/advanced-analytics-with-r-and-sap-tools\/","title":{"rendered":"Advanced Analytics with R and SAP Tools"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"24543\" class=\"elementor elementor-24543 elementor-24449\" data-elementor-settings=\"{&quot;element_pack_global_tooltip_width&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-898b912 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"898b912\" 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-a1eb3ea\" data-id=\"a1eb3ea\" 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-90eca17 elementor-widget elementor-widget-image\" data-id=\"90eca17\" 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=\"568\" src=\"https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/R-and-SAP-Predictive-1024x568.jpg\" class=\"attachment-large size-large wp-image-24546\" alt=\"\" srcset=\"https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/R-and-SAP-Predictive-1024x568.jpg 1024w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/R-and-SAP-Predictive-300x166.jpg 300w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/R-and-SAP-Predictive-768x426.jpg 768w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/R-and-SAP-Predictive.jpg 1379w\" 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\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-caacfbd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"caacfbd\" 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-8483b90\" data-id=\"8483b90\" 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-5b31442 elementor-widget elementor-widget-text-editor\" data-id=\"5b31442\" 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>Why bother with SAP R integration? The vast majority of organizations use advanced analytics with R and SAP tools to forecast future events and make data-driven, informed decisions. With this blog post, I highlight the benefits and essential connections.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7053eed elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7053eed\" 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-3d24b8a\" data-id=\"3d24b8a\" 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-4052141 elementor-widget elementor-widget-text-editor\" data-id=\"4052141\" 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<h3>SAP&#8217;s R integration approach<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-df19267 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df19267\" 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-f3f2927\" data-id=\"f3f2927\" 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-1ee73c6 elementor-widget elementor-widget-text-editor\" data-id=\"1ee73c6\" 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>SAP&#8217;s commitment to R was unique compared to that of other technology companies. The company has invested a lot of technical capital to make its products compatible and consistent with R without hyping it too much before the products were ready. SAP has a two-pronged strategy. The SAP Business Objects predictive analytics suite combines R&#8217;s strengths in statistics with a visual interface that makes it much easier to generate insights and analysis than standalone applications.<\/p>\n<p>When combined with the RHANA kit, the in-memory HANA appliance makes it easier to push data into HANA, summarize it, aggregate it, and process it analytically. Thus, the visual interface and in-memory processing for faster data operations on larger data sets combine R&#8217;s strengths without its conventional weaknesses (especially with larger data). SAP customers benefit from faster data access and simpler user interfaces thanks to this innovative combination of technologies.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e5f563e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e5f563e\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-fbd594e\" data-id=\"fbd594e\" 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-6da075d elementor-widget elementor-widget-text-editor\" data-id=\"6da075d\" 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<h3>SAP and R create added value<\/h3>\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-b19d73d elementor-widget elementor-widget-text-editor\" data-id=\"b19d73d\" 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>Predictive analytics capabilities for pattern recognition are supported by SAP Business Objects Predictive Analysis and allow users to build predictive models through a visual drag-and-drop interface, reducing model design time.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-a56c7d7\" data-id=\"a56c7d7\" 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-59f5079 elementor-widget elementor-widget-image\" data-id=\"59f5079\" 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=\"799\" height=\"444\" src=\"https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/Bild1-1.png\" class=\"attachment-large size-large wp-image-24474\" alt=\"\" srcset=\"https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/Bild1-1.png 799w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/Bild1-1-300x167.png 300w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/Bild1-1-768x427.png 768w\" sizes=\"(max-width: 799px) 100vw, 799px\" \/>\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\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-64d8786 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"64d8786\" 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-a3a77b3\" data-id=\"a3a77b3\" 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-9e0adeb elementor-widget elementor-widget-text-editor\" data-id=\"9e0adeb\" 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 most fascinating aspects is that R is increasingly seen as the best tool for Big Data analytics through cloud computing, even though it was once considered unsuitable for big data on the desktop. The reason is simple: R stores data in memory, or RAM.<\/p>\n<p>The open-source nature of R means that any large technology company that wants to play in the lucrative business analytics market can easily adopt and adapt R for its use cases, especially as memory and RAM prices continue to fall. In addition, R is also compatible with the Hadoop ecosystem.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2918116 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2918116\" 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-d3bbdc5\" data-id=\"d3bbdc5\" 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-38de258 elementor-widget elementor-widget-text-editor\" data-id=\"38de258\" 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<h3>Methods and best practices for integrating SAP with other processes<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f2b17ab elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f2b17ab\" 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-50 elementor-top-column elementor-element elementor-element-1465838\" data-id=\"1465838\" 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-eec6d8f elementor-widget elementor-widget-text-editor\" data-id=\"eec6d8f\" 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>SAP is a fantastic technology that can completely change the way a business operates. It is extremely configurable and can handle a wide range of processes and variations right out of the box. However, it also can&#8217;t do everything. It often requires SAP to integrate with other systems. This is because SAP is the heart of the business and contains data that other applications need to function.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-872b08c\" data-id=\"872b08c\" 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-7ce85a2 elementor-widget elementor-widget-image\" data-id=\"7ce85a2\" 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=\"579\" src=\"https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/Bild2-1024x579.jpg\" class=\"attachment-large size-large wp-image-24477\" alt=\"\" srcset=\"https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/Bild2-1024x579.jpg 1024w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/Bild2-300x170.jpg 300w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/Bild2-768x435.jpg 768w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/Bild2.jpg 1329w\" 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\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-3cc4d9c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3cc4d9c\" 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-5c034fd\" data-id=\"5c034fd\" 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-c4fe8f4 elementor-widget elementor-widget-text-editor\" data-id=\"c4fe8f4\" 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>In addition to the company&#8217;s central master and transaction data, numerous checks and business rules are also defined. It makes no sense to recreate the same thing in another application.<\/p>\n<p>Instead, when integrating third-party software with SAP, all code remains in one place, ensuring that any changes to rules are reflected across the landscape. To ensure a balance between user autonomy and efficient processes and governance, strategy and data governance are where you should focus your attention. <a href=\"https:\/\/www.cubeserv.com\/en\/blog\/business-analytics-platform-data-governance\/\">I have covered this in more depth in this blog.<\/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-170e78a elementor-widget elementor-widget-spacer\" data-id=\"170e78a\" 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-12f277a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"12f277a\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a05e29a\" data-id=\"a05e29a\" 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-c11996e elementor-widget elementor-widget-text-editor\" data-id=\"c11996e\" 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<h3>SAP Analytics Cloud (<a href=\"https:\/\/www.cubeserv.com\/en\/solutions\/sap-analytics-products\/sap-analytics-cloud-page\/\">SAC<\/a>)<\/h3>\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-e148737 elementor-widget elementor-widget-text-editor\" data-id=\"e148737\" 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>SAP Analytics Cloud, also known as SAC, is a cloud-based data visualization platform from SAP.<br \/>\nSAP Analytics Cloud is a single tool that includes the following functions:<\/p>\n<ul>\n<li>Predictive Analysis<\/li>\n<li>Planning<\/li>\n<li>Business Intelligence (BI).<\/li>\n<\/ul>\n<p>When it comes to business intelligence, SAP offers a comprehensive solution. SAC, which is available online in SaaS mode, is becoming increasingly relevant in the SAP ecosystem. It is destined to become the BI reference tool of SAP Cloud Suite in the future.<\/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-7882001 elementor-widget elementor-widget-text-editor\" data-id=\"7882001\" 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<h3>Data Modeling<\/h3>\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-0cd9985 elementor-widget elementor-widget-text-editor\" data-id=\"0cd9985\" 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>This enables data planning with additional features such as including metrics, formulas, and changing the values of recovered features.<\/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-edf50c2 elementor-widget elementor-widget-text-editor\" data-id=\"edf50c2\" 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<h3>Data Visualization<\/h3>\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-dc4c399 elementor-widget elementor-widget-text-editor\" data-id=\"dc4c399\" 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>With this feature, you can use charts, tables, and other graphical elements to explore and highlight your data.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9a8cfe8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9a8cfe8\" 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-bb85697\" data-id=\"bb85697\" 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-b09ec52 elementor-widget elementor-widget-text-editor\" data-id=\"b09ec52\" 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<h3>Analytical Prediction<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dc1e9e5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc1e9e5\" 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-50 elementor-top-column elementor-element elementor-element-52abd33\" data-id=\"52abd33\" 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-fd2e1aa elementor-widget elementor-widget-text-editor\" data-id=\"fd2e1aa\" 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>SAP has used artificial intelligence technologies to map specific indicators or predict future outcomes. Automated content development through intelligent discovery, identification of influential features, and detection of data sets that are not trending are just a few examples of these innovations in action.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1a271f2\" data-id=\"1a271f2\" 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-75ebaa9 elementor-widget elementor-widget-image\" data-id=\"75ebaa9\" 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:\/\/www.r-graph-gallery.com\/297-circular-barplot-with-groups.html\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/circular-barplot-with-groups-1024x1024.png\" class=\"attachment-large size-large wp-image-24511\" alt=\"circular-barplot-with-groups\" srcset=\"https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/circular-barplot-with-groups-1024x1024.png 1024w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/circular-barplot-with-groups-300x300.png 300w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/circular-barplot-with-groups-150x150.png 150w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/circular-barplot-with-groups-768x768.png 768w, https:\/\/www.cubeserv.com\/wp-content\/uploads\/2021\/05\/circular-barplot-with-groups.png 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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\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-5906fee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5906fee\" 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-f93a7a7\" data-id=\"f93a7a7\" 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-e71a3c8 elementor-widget elementor-widget-text-editor\" data-id=\"e71a3c8\" 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<h3>Organize<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fdc9578 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fdc9578\" 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-db4077b\" data-id=\"db4077b\" 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-8108b95 elementor-widget elementor-widget-text-editor\" data-id=\"8108b95\" 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>The SAC preparation part allows you to combine your financial and operating statements in one method to get a complete and accurate picture of your current situation.<\/p>\n<p>Current financial statements can be used to create and modify versions of the budget preparation. Machine learning and predictive forecasting software are available to help you forecast your financials for future dates. The usual &#8220;what if&#8221; mode is also available for simulations.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0eab964 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0eab964\" 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-3ef6a49\" data-id=\"3ef6a49\" 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-a996f53 elementor-widget elementor-widget-text-editor\" data-id=\"a996f53\" 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<h3>Visualizations and Graphs<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1fe3c54 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1fe3c54\" 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-d7b3d9e\" data-id=\"d7b3d9e\" 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-404a691 elementor-widget elementor-widget-text-editor\" data-id=\"404a691\" 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>Thanks to the integration with R, SAP Analytics Cloud can display all kinds of graphics you can think of. I myself have used the decision trees or even the distribution of 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\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-01b79f7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"01b79f7\" 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-5618f7c\" data-id=\"5618f7c\" 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-44ab0e6 elementor-widget elementor-widget-text-editor\" data-id=\"44ab0e6\" 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<h3>Benefits of R and SAP Predictive Analytics<\/h3>\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-dc96731 elementor-widget elementor-widget-text-editor\" data-id=\"dc96731\" 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>Numerous statistical and analytical methods are used to mine large amounts of data for hidden trends and correlations. Customer behavior, product demand, sales and revenue, and much more can be predicted using R and SAP tools.<\/p>\n<p>Automated analytics, expert analytics, model management, data management, predictive scoring, social media analytics, product evaluations, and visualization are covered with advanced analytics using R and SAP tools. Machine learning workflows can be created with the drag-and-drop interface, with no coding required.<\/p>\n<p>Expert Analytics is aimed at experienced data analysts and data scientists, while Automated Analytics has a low barrier to entry for business users. The lifecycle of predictive models is simplified and automated with Predictive Factory.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b5668a4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b5668a4\" 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-0415b33\" data-id=\"0415b33\" 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-0a0d8b9 elementor-widget elementor-widget-text-editor\" data-id=\"0a0d8b9\" 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>In a small blog series, I&#8217;m looking at the different aspects of business analytics. Published so far:<\/p>\n<ul>\n<li>Part 1: <a href=\"https:\/\/www.cubeserv.com\/en\/blog\/how-to-make-business-analytics-successful\/\">How to make business analytics successful?<\/a><\/li>\n<li>Part 2: <a href=\"https:\/\/www.cubeserv.com\/en\/blog\/unternehmensanalyse-vs-business-intelligence\/\">Business Analytics vs. Business Intelligence<\/a><\/li>\n<li>Part 3: <a href=\"https:\/\/www.cubeserv.com\/en\/blog\/what-is-sap-analytics-the-sap-data-warehouse-portfolio\/\">What is SAP Analytics? The SAP Data Warehouse Portfolio<\/a><\/li>\n<li>Part 4:<a href=\"https:\/\/www.cubeserv.com\/en\/blog\/sap-analytics-the-front-end-products\/\"> SAP Analytics &#8211; The Front End Products<\/a><\/li>\n<li>Part 5: <a href=\"https:\/\/www.cubeserv.com\/en\/blog\/data-plattform-ein-wichtiger-pfeiler-der-digitalen-transformation\/\">Data Platform &#8211; An Important Pillar of Digital Transformation<\/a><\/li>\n<li>Part 6: <a href=\"https:\/\/www.cubeserv.com\/blog\/aws-was-sie-wissen-muessen\/\">On the way to AWS<\/a><\/li>\n<li>Part 7: <a href=\"https:\/\/www.cubeserv.com\/en\/blog\/cloud-curse-or-blessing\/\">Cloud &#8211; Curse or Blessing?<\/a><\/li>\n<li>Part 8: <a href=\"https:\/\/www.cubeserv.com\/en\/blog\/leading-with-data-why-power-bi-is-often-a-choice\/\">Leading with data &#8211; why Power BI is often a choice<\/a><\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Why bother with SAP R integration? The vast majority of organizations use advanced analytics with R and SAP tools to forecast future events and make data-driven, informed decisions. With this blog post, I highlight the benefits and essential connections.<\/p>\n","protected":false},"author":13,"featured_media":24801,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[508,544],"tags":[400,555,407,554],"class_list":["post-24543","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-analytics","category-business-analytics-plattform","tag-business-analytics","tag-r","tag-sap-hana","tag-sapscript"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v24.6) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Advanced Analytics: SAP Tools and R successfully combined<\/title>\n<meta name=\"description\" content=\"Why is it worthwhile for you to get involved with SAP R integration? R and SAP for Advanced Analytics combines two worlds.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.cubeserv.com\/en\/advanced-analytics-with-r-and-sap-tools\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Advanced Analytics with R and SAP Tools\" \/>\n<meta property=\"og:description\" content=\"Why is it worthwhile for you to get involved with SAP R integration? 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