{"id":69072,"date":"2025-06-16T09:03:34","date_gmt":"2025-06-16T07:03:34","guid":{"rendered":"https:\/\/www.pikon.com\/?p=69072"},"modified":"2025-11-21T09:32:00","modified_gmt":"2025-11-21T08:32:00","slug":"mastering-data-accuracy-innovations-in-duplication-detection","status":"publish","type":"post","link":"https:\/\/www.pikon.com\/en\/blog\/mastering-data-accuracy-innovations-in-duplication-detection\/","title":{"rendered":"Mastering Data Accuracy: Innovations in Duplication Detection"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"69072\" class=\"elementor elementor-69072 elementor-68927\" 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data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f1880a2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f1880a2\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-da27cf1\" data-id=\"da27cf1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d44cca1 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-global elementor-global-75893 elementor-global-75856 elementor-widget-table-of-contents\" data-id=\"d44cca1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:&quot;.bdt-ep-advanced-icon-box-title, .no-table-of-content&quot;,&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;,&quot;h5&quot;],&quot;container&quot;:&quot;.elementor-widget-theme-post-content&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;marker_view&quot;:&quot;numbers&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\tContent\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__d44cca1\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__d44cca1\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__d44cca1\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6977828 elementor-widget elementor-widget-heading\" data-id=\"6977828\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Duplicate detection in customer and supplier master data<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23f1337 elementor-widget elementor-widget-text-editor\" data-id=\"23f1337\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>As a data scientist, I am excited to share the story of our recent duplicate detection project, where we explore the field of Customer and Vendor master data. Data deduplication, a vital process in data management, involves the identification and elimination of duplicate records to ensure data accuracy, consistency, reliability and literacy. You can find out more about data literacy in the article \u201e<a href=\"https:\/\/www.pikon.com\/en\/blog\/why-data-literacy-is-essential-for-your-company\/\">Why data literacy is essential for your company<\/a> \u201c.<\/p><p>In this blog, I will walk you through our project, powered by an artificial intelligence (AI) solution, which helped us unravel the true potential of <a href=\"https:\/\/www.pikon.com\/en\/services\/consulting\/data-science\/#masterdata\">master data deduplication.<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bf0003 elementor-widget elementor-widget-heading\" data-id=\"3bf0003\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why is data deduplication important?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-053482a elementor-widget elementor-widget-text-editor\" data-id=\"053482a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In today&#8217;s fast-paced and data-driven world, organisations face a formidable challenge &#8211; the management of vast amounts of master data. Whether it&#8217;s customer records, vendor information, or employee details, maintaining accurate and reliable master data is crucial for businesses to thrive. However, duplicate records often creep into databases due to data entry errors, varied data sources, and data migrations. As the volume of master data continues to grow, traditional manual deduplication methods prove inadequate and time-consuming. This is where the motivation for creating an AI data deduplication solution for master data arises.<\/p><p>The introduction of SAP S\/4HANA led to the revolutionary Business Partner concept, offering a unified representation of business entities across different applications. As organisations migrate to this concept, data deduplication assumes paramount importance. The migration process provides a unique opportunity to cleanse and harmonize data, ensuring a seamless transition to the Business Partner model. Deduplication during this phase not only enhances data integrity but also aligns the data structure with the organisation&#8217;s specific business requirements.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6d52f1 elementor-widget elementor-widget-heading\" data-id=\"b6d52f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The workflow structure<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da403ac elementor-widget elementor-widget-text-editor\" data-id=\"da403ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The workflow of this AI solution consists of several key parts, each contributing to the seamless identification and elimination of duplicate customer and vendor master data.<\/p><ol><li><strong>Extracting Customer and Vendor Master Data<\/strong><\/li><\/ol><p>The process begins with extracting customer and vendor master data from the system. This involves pulling information from various sources, such as databases and CRM systems and consolidating it into a single database file.<\/p><ol start=\"2\"><li><strong>Data Analysis<\/strong><\/li><\/ol><p>The AI solution engages in data analysis, delving deep into the data to identify patterns, distributions, and potential duplicates. This insightful analysis helps the data science team to understand the nuances of the data, ensuring comprehensive and accurate deduplication and prepare for the upcoming deduplication process.<\/p><ol start=\"3\"><li><strong>Preprocessing of Input Data<\/strong><\/li><\/ol><p>Data preprocessing is a crucial step that ensures data consistency and uniformity. During this phase, the AI solution cleanses the data, handles unusual data, and standardizes formats. By preparing the input data meticulously, the AI system lays the groundwork for accurate and reliable deduplication.<\/p><ol start=\"4\"><li><strong>Creating input features for Machine Learning Models<\/strong><\/li><\/ol><p>When the data analysis is complete, the AI solution proceeds to pinpoint duplicates in the original data. This step involves a comparison of records, using similarity scores to rank potential duplicates by confidence level. The result is a comprehensive numerical matrix, ready for further prediction.<\/p><ol start=\"5\"><li><strong>Prediction based on Machine Learning Models<\/strong><\/li><\/ol><p>The heart of the AI system lies in its advanced machine learning models. Leveraging state-of-the-art algorithms, the system harnesses the power of predictive analytics to identify potential duplicate records. These machine learning models are trained to detect even subtle similarities and discrepancies, allowing for precise deduplication.<\/p><ol start=\"6\"><li><strong>Presenting obtained results<\/strong><\/li><\/ol><p>The AI solution doesn&#8217;t stop at deduplication. It goes a step further and actively involves the user in the process. The results are presented in a way that you can understand the deduplication outcomes and make informed decisions based on the data information.<\/p><ol start=\"7\"><li><strong>Validation and Human Oversight<\/strong><\/li><\/ol><p>Although the AI solution performs automated deduplication, it is essential to involve human oversight for validation. Data stewards or data management teams review the deduplicated records to ensure the AI&#8217;s accuracy. This step adds a layer of assurance and fine-tunes the deduplication results.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97e834b elementor-widget elementor-widget-heading\" data-id=\"97e834b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">PIKON\u2019s AI-Powered Deduplication Tool<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbe3c04 elementor-widget elementor-widget-text-editor\" data-id=\"fbe3c04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Building on the principles outlined above, PIKON developed a comprehensive AI-powered application to reduce manual effort and enhance data quality during the migration from ECC to S\/4HANA. The tool simplifies the deduplication process by automating data preprocessing, feature engineering, and output generation\u2014requiring only a correctly formatted data extract from the source system.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ecad4b elementor-widget elementor-widget-image\" data-id=\"2ecad4b\" data-element_type=\"widget\" data-e-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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"550\" src=\"https:\/\/www.pikon.com\/wp-content\/uploads\/2025\/06\/DDP-HD-1024x550.png\" class=\"attachment-large size-large wp-image-96132\" alt=\"Detecting Duplicates Project\" srcset=\"https:\/\/www.pikon.com\/wp-content\/uploads\/2025\/06\/DDP-HD-1024x550.png 1024w, https:\/\/www.pikon.com\/wp-content\/uploads\/2025\/06\/DDP-HD-300x161.png 300w, https:\/\/www.pikon.com\/wp-content\/uploads\/2025\/06\/DDP-HD-768x413.png 768w, https:\/\/www.pikon.com\/wp-content\/uploads\/2025\/06\/DDP-HD-1536x826.png 1536w, https:\/\/www.pikon.com\/wp-content\/uploads\/2025\/06\/DDP-HD-600x323.png 600w, https:\/\/www.pikon.com\/wp-content\/uploads\/2025\/06\/DDP-HD.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Main page of the web interface <\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-2b4890b elementor-widget elementor-widget-text-editor\" data-id=\"2b4890b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The typical data deduplication workflow using our tool consists of the following steps:<\/p><ol><li><strong>Data Export:<\/strong> Master data is exported in Excel format from the CRM or ERP system. Key columns include unique customer\/vendor ID, company name, address details, and tax identification number.<\/li><li><strong>Upload:<\/strong> The user uploads the dataset through a web-based interface.<\/li><li><strong>Duplicate Check Execution:<\/strong> The AI engine processes the data and performs duplicate detection using trained machine learning models.<\/li><li><strong>Results Generation:<\/strong> A results file is generated, highlighting potential duplicate records.<\/li><li><strong>Decision-Making:<\/strong> Business stakeholders review the results and decide whether to merge, delete, or retain the identified entries.<\/li><\/ol><p>Watch a short demo of the tool:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d323673 elementor-widget elementor-widget-video\" data-id=\"d323673\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/-7Sq94TB0BE&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&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=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"> <div class=\"brlbs-cmpnt-container brlbs-cmpnt-content-blocker brlbs-cmpnt-with-individual-styles\" data-borlabs-cookie-content-blocker-id=\"youtube-content-blocker\" data-borlabs-cookie-content=\"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\"><div class=\"brlbs-cmpnt-cb-preset-c brlbs-cmpnt-cb-youtube\"> <div class=\"brlbs-cmpnt-cb-thumbnail\" style=\"background-image: url('https:\/\/www.pikon.com\/wp-content\/uploads\/borlabs-cookie\/1\/yt_-7Sq94TB0BE_hqdefault.jpg')\"><\/div> <div class=\"brlbs-cmpnt-cb-main\"> <div class=\"brlbs-cmpnt-cb-play-button\"><\/div> <div class=\"brlbs-cmpnt-cb-content\"> <p class=\"brlbs-cmpnt-cb-description\">You are currently viewing a placeholder content from <strong>YouTube<\/strong>. To access the actual content, click the button below. Please note that doing so will share data with third-party providers.<\/p> <a class=\"brlbs-cmpnt-cb-provider-toggle\" href=\"#\" data-borlabs-cookie-show-provider-information role=\"button\">More Information<\/a> <\/div> <div class=\"brlbs-cmpnt-cb-buttons\"> <a class=\"brlbs-cmpnt-cb-btn\" href=\"#\" data-borlabs-cookie-unblock role=\"button\">Unblock content<\/a> <a class=\"brlbs-cmpnt-cb-btn\" href=\"#\" data-borlabs-cookie-accept-service role=\"button\" style=\"display: inherit\">Accept required service and unblock content<\/a> <\/div> <\/div> <\/div><\/div><\/div>\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-351dd91 elementor-widget elementor-widget-text-editor\" data-id=\"351dd91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>This intuitive and scalable solution ensures that high-quality, deduplicated data supports every step of, for instance, the migration journey.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9577666 elementor-widget elementor-widget-heading\" data-id=\"9577666\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Possible use case scenarios:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c4cc90 elementor-widget elementor-widget-text-editor\" data-id=\"5c4cc90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li>Checking existing master data in the system<\/li><li>Performing a migration from old systems to S\/4HANA<\/li><li>Merger of companies or new company codes in a SAP system<\/li><li>Non-SAP Data including the corresponding fields (for instance CRM systems).<\/li><\/ol><p>Interested in seeing how this tool can support you? Contact us via the button below to schedule a personalized demo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f5476a elementor-widget elementor-widget-heading\" data-id=\"0f5476a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Which benefits does this project provide to you?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d81c9b elementor-widget elementor-widget-text-editor\" data-id=\"8d81c9b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li><strong>Improving Data Quality -for example before the S\/4HANA migration<\/strong><\/li><\/ol><p>The Deduplication AI Solution ensures data integrity during the critical migration into S\/4HANA. By eliminating duplicates, it improves consistency of the data, enabling confident decision-making and business success.<\/p><ol start=\"2\"><li><strong>Reducing Time for Duplicates Search<\/strong><\/li><\/ol><p>Using machine learning algorithms, the AI Solution streamlines duplicates search, saving time and effort. Automation optimizes resource allocation, focusing on strategic initiatives.<\/p><ol start=\"3\"><li><strong>Automation of the Deduplication Process<\/strong><\/li><\/ol><p>The AI Solution fully automates deduplication from data analysis to obtaining the result list with duplicates, minimizing human errors and enhancing data accuracy.<\/p><ol start=\"4\"><li><strong>Giving Insights for the Data Owners<\/strong><\/li><\/ol><p>With advanced analytics, the AI Solution empowers data owners with information, aiding data-driven actions and informed decision-making.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de9559e elementor-widget elementor-widget-heading\" data-id=\"de9559e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion of the \"Master data cleansing\" project<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46c45dc elementor-widget elementor-widget-text-editor\" data-id=\"46c45dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In conclusion, the &#8220;Master data cleansing&#8221; project stands as a testament to the transformative power of AI in data management. By tackling the challenge of duplicates in master data, the project opens new possibilities for accurate analytics, improving data quality before migration into a new system or quality of the data inside the current system, enhanced decision-making, and optimized operations, all contributing to the organisation&#8217;s success in a data-centric world.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b8b1da6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b8b1da6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-461dcab\" data-id=\"461dcab\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d0f6d15 elementor-widget elementor-widget-heading\" data-id=\"d0f6d15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related SAP Add-on<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8df00ea elementor-widget elementor-widget-text-editor\" data-id=\"8df00ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>For managing your material master data in your ERP system (SAP S\/4HANA or SAP ECC), we offer you the &#8220;Material Master Data Cockpit&#8221; as an SAP add-on. The SAP Material Master Data Cockpit is a powerful tool for analyzing master data, both for a specific material and for the entire material master. This user-friendly SAP ERP add-on provides you with a very fast, detailed, and up-to-date overview of any material (or a list of materials) in your SAP ERP system:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a520c22 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a520c22\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7ef1b5d\" data-id=\"7ef1b5d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-804faeb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"804faeb\" data-element_type=\"section\" data-e-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-673feb3\" data-id=\"673feb3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-368239a elementor-widget elementor-widget-image\" data-id=\"368239a\" data-element_type=\"widget\" data-e-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=\"300\" height=\"300\" src=\"https:\/\/www.pikon.com\/wp-content\/uploads\/2024\/08\/SAP_Material_Master_Data_Cockpit_WR-300x300.png\" class=\"attachment-medium size-medium wp-image-80135\" alt=\"\" srcset=\"https:\/\/www.pikon.com\/wp-content\/uploads\/2024\/08\/SAP_Material_Master_Data_Cockpit_WR-300x300.png 300w, https:\/\/www.pikon.com\/wp-content\/uploads\/2024\/08\/SAP_Material_Master_Data_Cockpit_WR-150x150.png 150w, https:\/\/www.pikon.com\/wp-content\/uploads\/2024\/08\/SAP_Material_Master_Data_Cockpit_WR.png 567w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-ca98ed3\" data-id=\"ca98ed3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4804456 elementor-widget elementor-widget-heading\" data-id=\"4804456\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">SAP Material Master Data Cockpit<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e9a199 elementor-widget elementor-widget-text-editor\" data-id=\"4e9a199\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>We would be happy to show you all the functions of the standard version of our SAP Material Master Data Cockpit using a live system demo and answer your questions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-725868e elementor-align-left elementor-widget elementor-widget-button\" data-id=\"725868e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.pikon.com\/en\/services\/sap-add-ons\/add-on-sap-material-master-data-cockpit\/\">\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\">Read more<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-24cb9cf e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"24cb9cf\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b859a8c elementor-widget elementor-widget-spacer\" data-id=\"b859a8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3e34b8 elementor-widget elementor-widget-heading\" data-id=\"e3e34b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What's your use case?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-363b7bb elementor-widget elementor-widget-text-editor\" data-id=\"363b7bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Would you like to know how artificial intelligence can help solve a specific problem in your company?<\/li><li>Would you like to automate time-consuming processes?<\/li><li>Are you interested in forecasts to simplify your planning?<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-96d2bcc elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"96d2bcc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-225c3e4\" data-id=\"225c3e4\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-d7090cc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d7090cc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-0731b5e\" data-id=\"0731b5e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-227401e no-table-of-content elementor-widget elementor-widget-heading\" data-id=\"227401e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Do you have further questions?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b844613 elementor-widget elementor-widget-text-editor\" data-id=\"b844613\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Contact us, we will be happy to support you!<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-cb15cca elementor-section-height-min-height elementor-section-boxed elementor-section-height-default\" data-id=\"cb15cca\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-9dd48bd\" data-id=\"9dd48bd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-adc54df elementor-widget__width-initial elementor-widget elementor-widget-pikon-author-box-widget\" data-id=\"adc54df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"pikon-author-box-widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-widget-image-box elementor-position-left elementor-vertical-align-top\"><div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" src=\"https:\/\/www.pikon.com\/wp-content\/uploads\/2021\/11\/Daniel_Schneider-Ortscheit-150x150.jpg\" alt=\"Daniel Schneider-Ortscheit\" title=\"Daniel Schneider-Ortscheit\" loading=\"lazy\"\/><\/a><\/figure><div class=\"elementor-image-box-content\"><div class=\"elementor-image-box-title\">Daniel Schneider-Ortscheit<\/div><div class=\"elementor-image-box-position\">Customer Success Manager<\/div><div class=\"elementor-image-box-phone\"><a href=\"tel:+4968137962183\"><i class=\"fas fa-phone\"><\/i> +49 (0) 681 379 62 - 183<\/a><\/div><div class=\"elementor-image-box-mail\"><a href=\"mailto:daniel.schneider-ortscheit@pikon.com\"><i class=\"fa-fw far fa-envelope\"><\/i> daniel.schneider-ortscheit@pikon.com<\/a><\/div><div class=\"elementor-image-box-description\"><p><div class=\"activecampaign-inline-container \"><div class=\"activecampaign-inline-form\">[borlabs-cookie id=\"active-campaign-email-marketing-form\" type=\"content-blocker\"]<div class='_form_230'><\/div><script type='text\/javascript' src='https:\/\/pikon.activehosted.com\/f\/embed.php?static=0&id=230&6A9A72F17452B&nostyles=0&preview=0'><\/script>[\/borlabs-cookie]<\/div><div class=\"activecampaign-inline-button\"><a class=\"cta-button\" href=\"#\">Contact<\/a><\/div><\/div><\/p><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Optimising data deduplication: AI solution for master data cleansing and migration.<\/p>\n","protected":false},"author":88,"featured_media":68938,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[22],"tags":[450,461,717],"class_list":["post-69072","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-all-posts","tag-data-science","tag-ki-ai","tag-master-data","no-featured-image-padding"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Mastering Data Accuracy: Innovations in Duplication Detection - PIKON SAP Consulting International<\/title>\n<meta name=\"description\" content=\"AI-powered deduplication for customer and vendor master data\u2014streamline cleansing and migration during SAP S\/4HANA onboarding.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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