{"id":1261,"date":"2017-09-28T14:23:47","date_gmt":"2017-09-28T12:23:47","guid":{"rendered":"http:\/\/www.global-players-consulting.de\/?page_id=1261"},"modified":"2018-05-24T15:00:37","modified_gmt":"2018-05-24T13:00:37","slug":"datenqualitaet","status":"publish","type":"page","link":"https:\/\/global-players-consulting.de\/en\/projektmanagement-it-beratung\/it-consulting\/datenqualitaet\/","title":{"rendered":"Data Quality"},"content":{"rendered":"<p><meta name=\"theme-color\" content=\"#003E90\"><br \/>\n<strong>This way you will push through SISO-principle<\/strong><\/p>\n<p>Poor data quality in IT systems cost money and trust. To break through the vicious circle of  \u201eSISO\u201c (\u201eshit in \u2013 shit out\u201c) you require a systematic and iterative approach as well as collaboration between business data experts and technical data scientists from IT. <\/p>\n<p>With our approach of a continuous data quality circle with engaging measures we are able to achieve short-term effects to repair acute data inconsistencies as well as a sustainable and high quality level of critical business data:<\/p>\n<p><img decoding=\"async\" class=\"img\" src=\"https:\/\/www.global-players-consulting.de\/wp-content\/uploads\/2018\/01\/QS.png\"><\/p>\n<ul>\n<li>During <strong>Analysis <\/strong>phase we get an overview or the state of master and operational data (usually with already existing analysis tools). For that purpose data from different source systems will be extracted and validated. We will identify causes for poor data quality, e.g. deficits during data entry and processing, inconsistencies in data attributes, violation of rules for data entry, interface errors, etc.).<\/li>\n<li>During <strong>Planning <\/strong>phase we elaborate \u201efire-fighting measures\u201c commonly with the business lines involved &#8211; whenever risk is prevalent that false data or inconsistencies might cause consecutive faults or bad public image for the company.                 Furthermore, we start developing a concept with mid-term and long-term organizational and technical measures to improve data quality level sustainably. This will be continuously optimized in the course of the following phases.<\/li>\n<li>\n\tDuring <strong>Cleansing <\/strong>phase we coordinate execution of planned and agreed measures which shall remove deficits and optimize data quality.<\/li>\n<li>During <strong>Monitoring <\/strong>phase we establish processes and \u201equality gates\u201c which ensure continuous monitoring and documentation of data quality corporate-wide. Scorecards and cockpits help recognizing and assessing quality of data base at a glance.<\/li>\n<\/ul>\n<p>Results of Monitoring phase are the base for further analysis of data quality and close the circle. <\/p>\n<p><strong>Project Reference: Cleansing of complex data constructs in live system<\/strong><\/p>\n<div class=\"kacheln\">\n   <a href=\"https:\/\/www.global-players-consulting.de\/index.php\/it-consulting\/sap-projektmanagement\/\"><\/p>\n<div class=\"kachel\">SAP<sup>\u00ae<\/sup> <br \/> Project Management<\/div>\n<p><\/a><a href=\"https:\/\/www.global-players-consulting.de\/index.php\/it-consulting\/it-strategie\/\"><\/p>\n<div class=\"kachel\">IT <br \/> Strategy<\/div>\n<p><\/a><a href=\"https:\/\/www.global-players-consulting.de\/index.php\/it-consulting\/application-management\/\"><\/p>\n<div class=\"kachel\">Application <br \/> Management<\/div>\n<p><\/a><a href=\"https:\/\/www.global-players-consulting.de\/index.php\/test-management\/\"><\/p>\n<div class=\"kachel\">Test <br \/> Management<\/div>\n<p><\/a>\n<\/div>\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>This way you will push through SISO-principle Poor data quality in IT systems cost money and trust. To break through the vicious circle of \u201eSISO\u201c (\u201eshit in \u2013 shit out\u201c) you require a systematic and iterative approach as well as<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":470,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1261","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Quality - Global Players Consulting GmbH<\/title>\n<meta name=\"description\" content=\"Schlechte Datenqualit\u00e4t in IT-Systemen kostet Geld und Vertrauen. Um den \u201eSISO-Teufelskreis\u201c zu durchbrechen, ist ein systematisches und iteratives Vorgehen gefragt, sowie die \u00fcbergreifende Zusammenarbeit zwischen den fachlichen Datenverantwortlichen und den technischen Datenverantwortlichen.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/global-players-consulting.de\/projektmanagement-it-beratung\/it-consulting\/datenqualitaet\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Quality - Global Players Consulting GmbH\" \/>\n<meta property=\"og:description\" content=\"Schlechte Datenqualit\u00e4t in IT-Systemen kostet Geld und Vertrauen. Um den \u201eSISO-Teufelskreis\u201c zu durchbrechen, ist ein systematisches und iteratives Vorgehen gefragt, sowie die \u00fcbergreifende Zusammenarbeit zwischen den fachlichen Datenverantwortlichen und den technischen Datenverantwortlichen.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/global-players-consulting.de\/projektmanagement-it-beratung\/it-consulting\/datenqualitaet\/\" \/>\n<meta property=\"og:site_name\" content=\"Global Players Consulting GmbH\" \/>\n<meta property=\"article:modified_time\" content=\"2018-05-24T13:00:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.global-players-consulting.de\/wp-content\/uploads\/2018\/03\/Mr.Pro_Datenqualit\u00e4t.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/global-players-consulting.de\\\/projektmanagement-it-beratung\\\/it-consulting\\\/datenqualitaet\\\/\",\"url\":\"https:\\\/\\\/global-players-consulting.de\\\/projektmanagement-it-beratung\\\/it-consulting\\\/datenqualitaet\\\/\",\"name\":\"Data Quality - Global Players Consulting GmbH\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/global-players-consulting.de\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/global-players-consulting.de\\\/projektmanagement-it-beratung\\\/it-consulting\\\/datenqualitaet\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/global-players-consulting.de\\\/projektmanagement-it-beratung\\\/it-consulting\\\/datenqualitaet\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.global-players-consulting.de\\\/wp-content\\\/uploads\\\/2018\\\/01\\\/SISO.png\",\"datePublished\":\"2017-09-28T12:23:47+00:00\",\"dateModified\":\"2018-05-24T13:00:37+00:00\",\"description\":\"Schlechte Datenqualit\u00e4t in IT-Systemen kostet Geld und Vertrauen. 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