{"id":1838,"date":"2016-11-25T03:00:42","date_gmt":"2016-11-25T02:00:42","guid":{"rendered":"http:\/\/e3mag.com\/?p=1838"},"modified":"2022-02-05T23:54:55","modified_gmt":"2022-02-05T22:54:55","slug":"hueterdesgoldenrecords","status":"publish","type":"post","link":"https:\/\/e3mag.com\/en\/hueterdesgoldenrecords\/","title":{"rendered":"Keeper of the Golden Record"},"content":{"rendered":"<p>When it comes to efficiency enhancements and cost savings, have <span id=\"urn:local-text-annotation-wqzeq332g8no9qk34a60nyxl1evde9rp\" class=\"textannotation disambiguated wl-thing\">Company<\/span> quickly open ears.<\/p>\n<p>\"And that's what master data management is all about.\"<\/p><div id=\"great-2500089896\" class=\"great-fullsize-content-en\" style=\"margin-bottom: 20px;\"><a data-no-instant=\"1\" href=\"https:\/\/www.youtube.com\/watch?v=6yfv7eho3Gc\" rel=\"noopener\" class=\"a2t-link\" target=\"_blank\" aria-label=\"Fullsize\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150.jpg\" alt=\"Fullsize\"  srcset=\"https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150.jpg 1200w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-400x50.jpg 400w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-768x96.jpg 768w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-100x13.jpg 100w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-480x60.jpg 480w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-640x80.jpg 640w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-720x90.jpg 720w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-960x120.jpg 960w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-1168x146.jpg 1168w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-18x2.jpg 18w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-600x75.jpg 600w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" width=\"1200\" height=\"150\"  style=\" max-width: 100%; height: auto;\" \/><\/a><\/div>\n<p>defines CEO Monika P\u00fcrsing and thus sets the direction right at the beginning of the E-3 conversation.<\/p>\n<p>Modern <span id=\"urn:local-text-annotation-ndr9zktnr1cprr1e7cldnwixx1bjgv0i\" class=\"textannotation disambiguated wl-thing\">Data Management<\/span> is not a technical discipline, but an entrepreneurial challenge for the entire <span id=\"urn:local-text-annotation-1r0pw94gswxtrhzdc239tknx99tzd9rs\" class=\"textannotation disambiguated wl-thing\">Company<\/span>. The <span id=\"urn:local-text-annotation-h2ydzmwuq9tcmhz2zfylo9lixdie7s0u\" class=\"textannotation disambiguated wl-organization\">SAP<\/span>-The grassroots must be on board here, as well as the specialist departments.<\/p>\n<h2>Cause and effect<\/h2>\n<p>According to general estimates, the negative effect of poorer <span id=\"urn:local-text-annotation-nwp9ixx089zouj5yshy2evsml8ohzs4x\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> at eight to twelve percent of operating profit.<\/p>\n<p>\"Bad <span id=\"urn:local-text-annotation-qrg2fgw6ktz1i1rvsekd8lyvmeyx373g\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> therefore costs real money\",<\/p>\n<p>Monika P\u00fcrsing also knows this and she names the causes:<\/p>\n<p>\"The reason for this is in an often completely inefficient ,<span id=\"urn:local-text-annotation-n9ppze8msqph33i5tukkidl1h52qhuyp\" class=\"textannotation disambiguated wl-thing\">Data Management<\/span>' to look for, if one can speak of it at all. Historically wildly grown <span id=\"urn:local-text-annotation-jjna4c28htln1zgikkwotzupzatp2bus\" class=\"textannotation disambiguated wl-thing\">Data<\/span>The company's data is not managed in the same way as other companies, with silos of data that are isolated from one another, a confusion of competencies, time-consuming manual data maintenance, complex, cumbersome processes, regular fire fighting in the event of data problems, and no internal company guidelines for dealing with data. <span id=\"urn:local-text-annotation-u3sxk8pgwievx1pg5qvvefm85klcwfox\" class=\"textannotation disambiguated wl-thing\">Data<\/span>, no 'golden record' - to name a few of the key aspects.\"<\/p>\n<p>Professional master data management is also becoming more important as a result of developments such as Big Data, the Internet of Things and Industry 4.0, predictive analytics etc.<\/p>\n<p>\"The Internet of Things, Industry 4.0, the digitalization of value chains are important current drivers for the topic of <span id=\"urn:local-text-annotation-fhtmsfgz5450ye2lmsmjtyl9b14p424w\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span>\"<\/p>\n<p>\"Add to that business intelligence and Big Data analytics. For the effective evaluation and use of <span id=\"urn:local-text-annotation-ysvsn9cclno78llf63cpilkquu3k8rnr\" class=\"textannotation disambiguated wl-thing\">Data<\/span> must be the <span id=\"urn:local-text-annotation-wlr9ohq08j1as7shjboxzx6rdom6gd1u\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> agree. The use of processing and analysis methods can only generate monetary value from Big Data if the <span id=\"urn:local-text-annotation-lkdoe3jp4pm6ukubf6qt7nx6307rgojm\" class=\"textannotation disambiguated wl-thing\">Data<\/span> 'vote'. From 'bad' <span id=\"urn:local-text-annotation-cj63lsvspeqn7ww78h7mfppy0z83g78l\" class=\"textannotation disambiguated wl-thing\">Data<\/span> there can be no 'good' information. Evaluations or planning are prone to error if they are not based on complete, unambiguous and \"correct\" information. <span id=\"urn:local-text-annotation-duderuonbchc0ilkfssjeldvfqxbuz42\" class=\"textannotation disambiguated wl-thing\">Data<\/span> based.\"<\/p>\n<figure id=\"attachment_1936\" aria-describedby=\"caption-attachment-1936\" style=\"width: 219px\" class=\"wp-caption alignleft\"><a href=\"https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ZetVisions.jpg\"><img loading=\"lazy\" decoding=\"async\" title=\"Keeper of the golden record\" class=\"wp-image-1936\" src=\"https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ZetVisions-e1479896159851.jpg\" alt=\"ZetVisions\" width=\"219\" height=\"594\" \/><\/a><figcaption id=\"caption-attachment-1936\" class=\"wp-caption-text\">ZetVisions CEO Monika P\u00fcrsing answered all questions about Master Data Management, Big Data, Governance, Data Quality, Data Structures and Algorithms with Border Collie Spot, the \"Guardian of the Golden Record\".<\/figcaption><\/figure>\n<p>The effect: The assumption that forecasts can only be as good as the <span id=\"urn:local-text-annotation-txhoxcpr3tjx3g7lc4qsoepwd6ankl7c\" class=\"textannotation disambiguated wl-thing\">Data<\/span>on which they are based sounds plausible.<\/p>\n<p>As part of a bachelor's thesis at the Stuttgart Media University (HdM), this correlation has now been empirically investigated for the first time and confirmed using a concrete test series.<\/p>\n<p>The author of the paper, Paul Titze, a student at the Department of Information and Communication of the study program <span id=\"urn:local-text-annotation-wqx95jaodlc4po1hd2no7vdwxghel0lu\" class=\"textannotation disambiguated wl-thing\">Business Informatics<\/span> and digital media at the HdM, reviewed the data analysis process with the help of various test scenarios using <span id=\"urn:local-text-annotation-4bzfsj9q3a4sfkgti6x2aq2hakvl4jtd\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> of different quality were carried out, the connection between high-quality <span id=\"urn:local-text-annotation-im0irz1j0mq1k163sh5cnij4rna3rgpq\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> and the results of the <span id=\"urn:local-text-annotation-gvqn8ie8byelps2difz5thpce449kykr\" class=\"textannotation disambiguated wl-thing\">Analysis<\/span> among other things by means of <span id=\"urn:local-text-annotation-s7mb3ssfyldo2c5sbyxhbvl5e9y9vzm8\" class=\"textannotation disambiguated wl-thing\">Machine Learning<\/span>.<\/p>\n<p>Result: Especially in the <span id=\"urn:local-text-annotation-1ao7z2qac1rt4yjg3tifj0642vbysyaz\" class=\"textannotation disambiguated wl-thing\">Machine Learning<\/span>, where the <span id=\"urn:local-text-annotation-iov4vvuzu696ch7hwkueisvf2trdzs45\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> form the basis for the learning of the algorithm, significantly better predictions could be achieved with a data basis of high quality prepared by master data management than with the <span id=\"urn:local-text-annotation-b9q5zob53djnq6tg1khy9vxu31j87med\" class=\"textannotation disambiguated wl-thing\">Machine Learning<\/span> with an untreated data set.<\/p>\n<p>\"About <span id=\"urn:local-text-annotation-rqsqep691mbevpnvsp97svkhpkozyo5z\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> has indeed been talked about for a long time\" \"But the pressure on the <span id=\"urn:local-text-annotation-q9fzf1m13i7rsd87eqspwoqfhbxazwef\" class=\"textannotation disambiguated wl-thing\">Company<\/span> is growing more and more to really take the issue seriously and do something about it.\"<\/p>\n<p>Data volumes are increasing rapidly. Only many <span id=\"urn:local-text-annotation-kmhw4uef96cruw26iygbm3ncjoe7e5dv\" class=\"textannotation disambiguated wl-thing\">Data<\/span> bring the <span id=\"urn:local-text-annotation-yoq173ikd8id9e0ar63fzwi7voti54db\" class=\"textannotation disambiguated wl-thing\">Company<\/span> but little. Without recognizing connections, meanings and patterns, they are largely worthless.<\/p>\n<p>According to a PwC study from 2014, 90 percent of all industries in the future are expected to <span id=\"urn:local-text-annotation-oeo0mpnlt5o1iprnqdfe329yzsr40p5h\" class=\"textannotation disambiguated wl-thing\">Company<\/span> convinced that the ability to efficiently analyze and effectively use big data will be critical to the success of their business model.<\/p>\n<p>\"In order to develop this capability and in the <span id=\"urn:local-text-annotation-do4jzo8fudvxs54llyi8urckqh8uw2lo\" class=\"textannotation disambiguated wl-thing\">Company<\/span> effective data governance is required, i.e. uniform processes and responsibilities for data entry, release and maintenance.\"<\/p>\n<h2><span id=\"urn:local-text-annotation-f0wdef10hr48d3qhtfajdshti243y73v\" class=\"textannotation disambiguated wl-thing\">Algorithms<\/span> and data structures<\/h2>\n<p>\"Without data governance, i.e. controlled processes and clear responsibilities, it won't work. They form the basis on which we build with our master data solution ZetVisions SPoT\" \"This is not a data quality tool for short-term data cleansing, but a sustainably effective multi-domain MDM solution, with which <span id=\"urn:local-text-annotation-cnpht9emxpyx25owbk7e3878alhsnb9s\" class=\"textannotation disambiguated wl-thing\">Company<\/span> a 'Golden Record' for example <span id=\"urn:local-text-annotation-vu46hrlv5sxzump4wt4akaist07fy1jo\" class=\"textannotation disambiguated wl-thing\">Customers<\/span>, products and suppliers and be able to recognize interactions between these domains. You will get an all-round view of the <span id=\"urn:local-text-annotation-18o4nu2en8sa433aomvztzhkq2efrs9e\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> across all domains.\"<\/p>\n<p>There is currently an exciting interplay between big data and algorithmic business. One cannot exist without the other - in both cases, it is always a matter of quality.<\/p>\n<p>Already ex<span id=\"urn:local-text-annotation-7t6xmhlgkfh858pjrmx4nj230ptr064x\" class=\"textannotation disambiguated wl-organization\">SAP<\/span>-Vishal Sikka, Chief Technology Officer, recognized that a fast database is not enough for Big Data, it also needs mathematics and <span id=\"urn:local-text-annotation-ez84z25g8wv6i8jbv38wh5n2gp0by2zh\" class=\"textannotation disambiguated wl-thing\">Algorithms<\/span>. <span id=\"urn:local-text-annotation-p8d3j33k0mnb80s9lrnwfvd8fqp42gz6\" class=\"textannotation disambiguated wl-organization\">SAP<\/span> means that <span id=\"urn:local-text-annotation-ljnc5fpocfnm4ppomcnpvu0rvn81crso\" class=\"textannotation disambiguated wl-thing\">Master<\/span> Data the \"DNA\" of a <span id=\"urn:local-text-annotation-qognambkklryu4s0kjw4pryl7cpmocpe\" class=\"textannotation disambiguated wl-thing\">Company<\/span> is. Is that right?<\/p>\n<p>&nbsp;<\/p>\n<p>\"I agree with that: <span id=\"urn:local-text-annotation-86qbl5d93z51ri1ywun4lvlvcwr8a5pu\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> form the spinal cord of the <span id=\"urn:local-text-annotation-augnsqszy4nrkgnwvmek3npqe2vht0c8\" class=\"textannotation disambiguated wl-thing\">Business processes<\/span>\" \"On their basis decisions are made, they regulate the <span id=\"urn:local-text-annotation-y1wf0kq85hideooq01f454lx8pr1tjry\" class=\"textannotation disambiguated wl-thing\">Business process<\/span>. <span id=\"urn:local-text-annotation-uc7v9d4jit8sqggh6qo2f874ij6wml74\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> are an important overarching component involved in operational processes and business decisions as well as data evaluation and analysis or products and services.\"<\/p>\n<p>Disruptive digital <span id=\"urn:local-text-annotation-cwip5jwk98cc94rixnwctwrzl3xj5g1p\" class=\"textannotation disambiguated wl-thing\">Technologies<\/span> like <span id=\"urn:local-text-annotation-uzpk5gqhvf9i35j2p088y92kb1g4gq6t\" class=\"textannotation disambiguated wl-thing\">Algorithms<\/span>artificial intelligence, bots and chatbots are already changing the entire business world.<\/p>\n<p>The <span id=\"urn:local-text-annotation-vzzrmffhfpsxbxlk7c3run539969glft\" class=\"textannotation disambiguated wl-thing\">IT<\/span>-research and consulting firm Gartner predicts that the so-called algorithmic business will generate an even greater number of disruptive developments and thus create new industries.<\/p>\n<p>In order to meet the new digital and <span id=\"urn:local-text-annotation-9inyaq6ki3ancqrl1l0ufgc0jljcy7ly\" class=\"textannotation disambiguated wl-thing\">Algorithms<\/span> To support the digital business, CIOs need to develop and deploy a technology platform for the digital business.<\/p>\n<p>\"<span id=\"urn:local-text-annotation-x6ixscmtnn97sv7270rm89qnd2xjz5sa\" class=\"textannotation disambiguated wl-thing\">Data<\/span>Analytics and artificial intelligence are driving the algorithmic business so that it can continue to grow and develop. <span id=\"urn:local-text-annotation-y1bph35i07h6r1ufuazn06ulqjtct52b\" class=\"textannotation disambiguated wl-thing\">Company<\/span> This growth is continuing unabated, as the market for the <span id=\"urn:local-text-annotation-tyg739v3cz8uu3b93qzzbejxw16f3e3g\" class=\"textannotation disambiguated wl-thing\">Algorithms<\/span> enriching themselves from the inexorably increasing amount of data.\"<\/p>\n<p>More than 500,000 new devices connect to the Internet every hour, and each one contributes to the inevitable data growth.<\/p>\n<p>\"Core business processes and <span id=\"urn:local-text-annotation-owjuf7evjgsox9ce38fb1fhrlang5hfu\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> are closely interlinked\"\"Only optimally coordinated with each other, they do not cause any additional costs in the entire <span id=\"urn:local-text-annotation-7mpa7a1j7a38r9xd9ooz8rcap9eghhid\" class=\"textannotation disambiguated wl-thing\">Company<\/span>. As the heart of any <span id=\"urn:local-text-annotation-mzlfh26ig93dsa7p05a27rhbpd9p6enq\" class=\"textannotation disambiguated wl-thing\">Company<\/span> and as a basis for corporate decisions, reliable information has an <span id=\"urn:local-text-annotation-5ehbnrccpzncfc4u9ry7c9uendpit9dm\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> positive impact on process efficiency and provide cost savings.\"<\/p>\n<p>Market researcher L\u00fcnendonk surveyed 103 management consultants, just under three quarters of whom said they provide analytical <span id=\"urn:local-text-annotation-9wisrvfm8f5shk011bxluqtjus29upsh\" class=\"textannotation disambiguated wl-thing\">Software<\/span> to use. Often, these are still classic tools such as Excel or standard tools from Microsoft or SAP, as well as in-house developments.<\/p>\n<p>Agile and interactive <span id=\"urn:local-text-annotation-qksh2b1gz4j0mvs7h4tu4btpihk8mzz3\" class=\"textannotation disambiguated wl-thing\">Software<\/span>-tools, which usually have a deeper <span id=\"urn:local-text-annotation-nylhlxki3tyvef94sivbz9usl7komkn0\" class=\"textannotation disambiguated wl-thing\">Analysis<\/span> are used by less than half of the consultants surveyed.<\/p>\n<p>There is still a lot of catching up to do here, as 77 percent of consultants fully or to a high degree believe they can use analytical software and <span id=\"urn:local-text-annotation-065170wy0znus2ifoqrfo7lqn40114a4\" class=\"textannotation disambiguated wl-thing\">Algorithms<\/span> To better recognize interrelationships and thus better implement consulting projects.<\/p>\n<h2>Predictive Analytics<\/h2>\n<p>\"If predictive analytics is to deliver valid results, high <span id=\"urn:local-text-annotation-uoz5l0mjy7a9gbb7ie8u7bbp9rv3e1lm\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> mandatory requirement\"<\/p>\n<p>Here's an example from GE, described by Sokwoo Rhee, director of the Cyber-Physical Systems Program at the National Institute of Standards and Technology in the United States.<\/p>\n<p>GE used to sell aircraft engines at a uniform price. Today, they give the engines away for free under a subscription model and charge a monthly or annual usage fee that comes with a warranty.<\/p>\n<p><span id=\"urn:local-text-annotation-m7wotu38bmnnpjbxzwz1nn4qcbair3hu\" class=\"textannotation disambiguated wl-thing\">Customers<\/span> not have to worry about repairs or anything like that. You can trust the motors to start and run when you flip the switch.<\/p>\n<p>For this model to work, GE needs to know exactly when the engines are at risk of failing. If they are replaced too soon, the <span id=\"urn:local-text-annotation-fl14w9e7vsl4nzr2lkgwqmu7n440j0i3\" class=\"textannotation disambiguated wl-thing\">Company<\/span> money, because the engines could have generated even more revenue.<\/p>\n<p>If, on the other hand, they wait too long, the consequences can be disastrous.<\/p>\n<p>To find out exactly when the engines are at risk of failing, GE collects the <span id=\"urn:local-text-annotation-9u8517nxxw27vbc0gnv0kj7sqj11jw6f\" class=\"textannotation disambiguated wl-thing\">Data<\/span> from hundreds of sensors and evaluates them using big data analytics.<\/p>\n<p>\"<span id=\"urn:local-text-annotation-noxpj56dcvmz921tthbrju6u4nshgj98\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> are a critical success factor in gaining these analytical and predictive insights\" \"Of course, the topic should be <span id=\"urn:local-text-annotation-yg2hmogl9j439q75t89nqzi1h4x46vd8\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> all in the <span id=\"urn:local-text-annotation-9bowgdg9mvgbqcc7xncerbs1mg8jif03\" class=\"textannotation disambiguated wl-thing\">Company<\/span> existing <span id=\"urn:local-text-annotation-sxm6w7zv7s80apfaoxo8n8uhzfhvd4rl\" class=\"textannotation disambiguated wl-thing\">Data<\/span> include\"<\/p>\n<p>In addition, not only the <span id=\"urn:local-text-annotation-z0tp3wmc43as8vyv1l4rwyfzhm3lrsal\" class=\"textannotation disambiguated wl-thing\">ERP<\/span> <span id=\"urn:local-text-annotation-fr6gte2l34bwc78vnykql87ijxz5bmbk\" class=\"textannotation disambiguated wl-thing\">Master data<\/span>but also, for example, the supply chain <span id=\"urn:local-text-annotation-89fyqezvar3invn8joyj69jjdyqaofxg\" class=\"textannotation disambiguated wl-thing\">Management<\/span>customer relationship management, marketing, sales, HR, accounting, controlling. In this respect, the topic <span id=\"urn:local-text-annotation-fkg3yz4hcy7o19wpvfodtehm0niezbut\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> the <span id=\"urn:local-text-annotation-6f7n0lmfya2flztz1wihl0why8vpy644\" class=\"textannotation disambiguated wl-thing\">ERP<\/span>-Predictive analytics is just one part of this, albeit an increasingly important one.<\/p>\n<p>\"Individual solutions for the various master data domains do not make sense, as you end up with diverse data silos again\" \"In a master data project, it makes perfect sense to start with just one domain - customer master data, for example.\"<\/p>\n<p><span id=\"urn:local-text-annotation-5iyk9dpslyb8a8tnpkrezxi3nbenjsxi\" class=\"textannotation disambiguated wl-thing\">Company<\/span> should, however, make sure to implement a multi-domain solution from the outset that can cover all relevant master data domains. Such a solution offers the possibility to successively implement the entire <span id=\"urn:local-text-annotation-qe1ypreyynacmoora53i27ns2c8okgxi\" class=\"textannotation disambiguated wl-thing\">Master<\/span> Centralize data management in one place.<\/p>\n<p>And Monika P\u00fcrsing explains that ZetVision's SPoT can be provided with content for <span id=\"urn:local-text-annotation-y825168c8qrbpdqm4uqrd3mkr9lbb5nr\" class=\"textannotation disambiguated wl-thing\">Customers<\/span>- and supplier master data, product master data and financial master data. In addition <span id=\"urn:local-text-annotation-1qq5waodm8414uxnr6n8fbh06xso4cvt\" class=\"textannotation disambiguated wl-thing\">Company<\/span> <span id=\"urn:local-text-annotation-a0ifxnjfqo6kimy8susmmj3ckp6u478u\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> that cannot be assigned to another master data domain.<\/p>\n<p>This can be, for example, organizational structures or reference data such as regional or country hierarchies.<\/p>\n<p>ZetVision's SPoT is just one product that provides the same functionalities such as validation framework, requests, data quality dashboard, data transfer, ad-hoc reporting, hierarchies for all domains.<\/p>\n<p>There are no different roadmaps; functional improvements are available to all domains, such as mass data maintenance or creating from templates.<\/p>\n<h2><span id=\"urn:local-text-annotation-b2x673eoh8nvc5vr9dxpsgvvkpeecvv0\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> or MDM<\/h2>\n<p>\"<span id=\"urn:local-text-annotation-puh11mqncph8y4312zw9vzil4yaxivfg\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> and MDM are not the same thing\"<\/p>\n<p>Master data management is the compilation of all data stored in the <span id=\"urn:local-text-annotation-dgiarwtm60ld84pw9fxg0rqokqdgaju8\" class=\"textannotation disambiguated wl-thing\">Company<\/span> information and data into a coherent whole, the \"golden record\", for example for <span id=\"urn:local-text-annotation-8dlfissaikf4eb6o63n80dk9s7gnq6kw\" class=\"textannotation disambiguated wl-thing\">Customers<\/span>, products, suppliers.<\/p>\n<p>Only in this way can interactions between these domains be identified, and one obtains an all-round view of the <span id=\"urn:local-text-annotation-9mvfdllo0wle6ut2zti1njg0jl44ehy7\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> across all domains. A <span id=\"urn:local-text-annotation-onhqw4yeiibx9l6jx5sk4sbmmcno82jx\" class=\"textannotation disambiguated wl-thing\">Master<\/span> Data management thus creates the \"one truth\" for different master data domains across the entire <span id=\"urn:local-text-annotation-8zqqink0va3ojtrnh9chdp3oy894yd52\" class=\"textannotation disambiguated wl-thing\">Business process<\/span>.<\/p>\n<p>A side effect of this is improved and sustainable data consistency and <span id=\"urn:local-text-annotation-hekhcypm0cnpoz5sl9fa5sqap4bwf0gq\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> over the entire <span id=\"urn:local-text-annotation-ewdzm6iueejeocvtmrj5naha07afolbb\" class=\"textannotation disambiguated wl-thing\">Business process<\/span> across. Above all, process efficiency and performance are improved through cross-divisional collaboration.<\/p>\n<p><span id=\"urn:local-text-annotation-chxk9qk355o8gbb1xcr9ia36i8l2lbq7\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> on the other hand, says something about the correctness, consistency, reliability, completeness, accuracy and timeliness of <span id=\"urn:local-text-annotation-q1l9rkujcu91s1oshk67afvq1qmov7vg\" class=\"textannotation disambiguated wl-thing\">Data<\/span> - not only from <span id=\"urn:local-text-annotation-920vu2dx6kdkr786xtbpby6y7zhvupsd\" class=\"textannotation disambiguated wl-thing\">Master data<\/span>. <span id=\"urn:local-text-annotation-sxg3kyt2le0xccwxp4uhtst2rnr1szct\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> is therefore one aspect of master data management.<\/p>\n<p>\"MDM is not an issue for the <span id=\"urn:local-text-annotation-56q00cpx95de79d4sqk00gvqwj9goimd\" class=\"textannotation disambiguated wl-thing\">IT<\/span>. It can be used from the <span id=\"urn:local-text-annotation-fr9i145wl2c73fdhsjffs44c6i7v3wng\" class=\"textannotation disambiguated wl-thing\">IT<\/span> driven, but must be supported by the departments concerned. Data responsibility should also lie with the departments.\"<\/p>\n<p>It's never too late to get to grips with <span id=\"urn:local-text-annotation-06kvei0py4mr9jyag31am6cxnsasdov8\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> is the firm opinion of Monika P\u00fcrsing:<\/p>\n<p>\"When bad <span id=\"urn:local-text-annotation-hwqmbutddgtzojvrrpl8jf0zssg0x6vf\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> leads to the fact that a <span id=\"urn:local-text-annotation-ft5pbjwzl8ht01skeun6mks23vahdqln\" class=\"textannotation disambiguated wl-thing\">Company<\/span> business or money, however, it's high time to address the issue. Not in the distant future, but right now.\"<\/p>\n<p>This is then the so-called Compelling Event, which gives a clear answer to the question \"Why now\". Developments such as the Internet of Things, Industry 4.0, etc. are driving the topic of <span id=\"urn:local-text-annotation-7zw4vlcxyrmdgs9gymz216m98js0bpfa\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> more.<\/p>\n<p>There is no room for postponing and putting off. And there is something else that is important to CEO P\u00fcrsing:<\/p>\n<p>\"Whether <span id=\"urn:local-text-annotation-0plgvmz1quyggol9zxf9t4b9hwct9e8e\" class=\"textannotation disambiguated wl-thing\">Data<\/span> are the new oil has been the subject of much philosophizing for the past ten years or so, ever since this dictum first appeared. In the end, it is not decisive whether oil and data differ more than they have in common. What is decisive is to keep reminding ourselves that <span id=\"urn:local-text-annotation-a9m05u58zgi9prr7s8jkyi542lwl5xbu\" class=\"textannotation disambiguated wl-thing\">Data<\/span> are a valuable lubricant for companies and the economy in the digital economy. <span id=\"urn:local-text-annotation-l1rijiwn70ro8cuelw8tmck3xjwqp43y\" class=\"textannotation disambiguated wl-thing\">Data<\/span> are the central raw material of the digital transformation. This realization alone should be enough to make dealing with <span id=\"urn:local-text-annotation-lrssfn9n3rii8p69fkzva8dnbzszvs2u\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> not to put it on the back burner.\"<\/p>\n<p><a href=\"https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52.png\"><img loading=\"lazy\" decoding=\"async\" title=\"Keeper of the golden record\" class=\"alignleft wp-image-1863 size-full\" src=\"https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52.png\" alt=\"ZetVision, data governance, Big Data, There must be a central point for the management, quality and governance of every company&#039;s data treasure: SPoT.\" width=\"1402\" height=\"843\" srcset=\"https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52.png 1402w, https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52-1200x722.png 1200w, https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52-768x462.png 768w, https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52-100x60.png 100w, https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52-480x289.png 480w, https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52-640x385.png 640w, https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52-720x433.png 720w, https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52-960x577.png 960w, https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/Screenshot-2016-11-23-um-09.40.52-1168x702.png 1168w\" sizes=\"auto, (max-width: 1402px) 100vw, 1402px\" \/><\/a><\/p>\n<p>Furthermore, responsibilities must be defined, roles such as <span id=\"urn:local-text-annotation-gva6su1uprtxw4k2880oye3dez9q6s8k\" class=\"textannotation disambiguated wl-thing\">Master<\/span> Data Expert and Data Steward - Master data management goes beyond mere data management and distribution.<\/p>\n<p>\"From our perspective, MDM and MDG go hand in hand. Data governance is essential for effective master data management.\"<\/p>\n<p>P\u00fcrsing explains.<\/p>\n<p>A professional software solution then provides the technical support. MDM alone - without data governance - could also be just a HUB or the consolidation of <span id=\"urn:local-text-annotation-ge9uzy6j15pjdj4hw698vxmtml7pex8t\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> be - without the definition of rules for dealing with <span id=\"urn:local-text-annotation-a82z95i5blp1n0x4f1r8d1u2rnihu9o0\" class=\"textannotation disambiguated wl-thing\">Data<\/span> and the adaptation of organization, structures and processes.<\/p>\n<p>\"<span id=\"urn:local-text-annotation-gnhre47337m79xwvm3uynyswmyew90p0\" class=\"textannotation disambiguated wl-thing\">Master data<\/span>-Governance is primarily an organizational issue, <span id=\"urn:local-text-annotation-1pzipsuk5ws1wruarpjwzqlcj7if9x56\" class=\"textannotation disambiguated wl-thing\">Technology<\/span> is only supportive\",<\/p>\n<p>knows CEO P\u00fcrsing.<\/p>\n<p>And from a business perspective, the issue is relevant in that <span id=\"urn:local-text-annotation-dx2hsq5bwdbxeylpfnxijdxgmjfnf0yv\" class=\"textannotation disambiguated wl-thing\">Company<\/span> without internal guidelines for dealing with <span id=\"urn:local-text-annotation-z5q4xeimwr18uobyn8t3z808628w6bro\" class=\"textannotation disambiguated wl-thing\">Data<\/span>Without standardized processes and responsibilities for data entry, release and maintenance, there will be a problem with their data quality in the long term. <span id=\"urn:local-text-annotation-12pbicm8ieb1zmdf2g0lb77hcxmcg4yz\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> have<\/p>\n<p>\"And bad <span id=\"urn:local-text-annotation-1d40ag8hnp3j8geyxlns1a6nisl2y7gp\" class=\"textannotation disambiguated wl-thing\">Data quality<\/span> costs money\"<\/p>\n<p>knows the ZetVisions CEO.<\/p>\n<p>Data governance creates the necessary regulatory and control framework as the organizational basis for master data management in the <span id=\"urn:local-text-annotation-7b6vu6oo78t1iady4l8n957sav7cp9np\" class=\"textannotation disambiguated wl-thing\">Company<\/span> to be able to introduce<\/p>\n<p>The relevant roles, responsibilities and processes must be defined here. For example, the relevant policies should specify who is responsible for specific <span id=\"urn:local-text-annotation-4uo43nbvjqehzk8a6uk24vgb4ypbxc82\" class=\"textannotation disambiguated wl-thing\">Data<\/span> and compliance with quality standards; what the roles are of the employees involved with <span id=\"urn:local-text-annotation-kp6wx6t6nhyzipj0nkmwmdyk2jjw6gdj\" class=\"textannotation disambiguated wl-thing\">Data<\/span> and how they deal with <span id=\"urn:local-text-annotation-wdqxrjpcoskgo468k909v3jmxq2i9fzl\" class=\"textannotation disambiguated wl-thing\">Data<\/span> standards according to which they have to deal with <span id=\"urn:local-text-annotation-rn6w9eobebk3otv4vtb9utie3wrmtxxw\" class=\"textannotation disambiguated wl-thing\">Data<\/span> be recorded (here it should be defined which minimum requirements for <span id=\"urn:local-text-annotation-rlz8it6w59ytjn482f76e5jv0w7nktpb\" class=\"textannotation disambiguated wl-thing\">Data<\/span> must be observed); and finally, which safety rules must be observed.<\/p>\n<p>To effectively put data governance into action, a data governance office can serve as an institutionalized <span id=\"urn:local-text-annotation-21vuw3ktr6xj5lpyua7jyuun7pfmst10\" class=\"textannotation disambiguated wl-thing\">Data<\/span>-Authority can be installed, which allows the use of <span id=\"urn:local-text-annotation-vf0dq2o7wvgkuxjqucv3zwhh870y595y\" class=\"textannotation disambiguated wl-thing\">Data<\/span> within the <span id=\"urn:local-text-annotation-qghefw7qy8kqhaepqzgowv61ae42sbko\" class=\"textannotation disambiguated wl-thing\">Company<\/span> sets.<\/p>\n<p>The Office consists of representatives from the relevant business units; it can be divided according to specialist focus (central\/central sales functions, finance, HR, <span id=\"urn:local-text-annotation-gor3tmrjrz5zjcnxglv6jr79oyw3wfxp\" class=\"textannotation disambiguated wl-thing\">IT<\/span>) or geographical focus (all functions of a country office).<\/p>\n<p>And finally, from ZetVisions' perspective, what are the biggest challenges in striving for high <span id=\"urn:local-text-annotation-jh2ibcwx5cfq62hz06866b9jn3a84hub\" class=\"textannotation disambiguated wl-thing\">Data<\/span>quality?<\/p>\n<p>\"There must be a willingness to change, a willingness to question what has been handed down. Whoever wants to <span id=\"urn:local-text-annotation-2dm1owt6fo4ieeli9y6sdp1pa82cmhtf\" class=\"textannotation disambiguated wl-thing\">Management<\/span> from <span id=\"urn:local-text-annotation-wh7ftlr4pipu6frqp8ycgotoaolpzexb\" class=\"textannotation disambiguated wl-thing\">Master data<\/span> If a company wants to take a professional approach, it cannot avoid breaking up old processes and intervening in previous \"territories. There are some 'sensitivities' that need to be addressed. New, standardized processes must be defined and data managers named.\"<\/p>","protected":false},"excerpt":{"rendered":"<p>SAP partner ZetVisions has published a very interesting analogy: A company's treasure trove of data not only needs to be treasured, but also cared for and guarded - similar to how a herd is not only protected by a guard dog, but also led and organized. \"Black sheep\" don't stand a chance if there is a guardian. E-3 editor-in-chief Peter F\u00e4rbinger spoke to ZetVisions CEO Monika P\u00fcrsing about data quality and master data management in general and the Golden Record in particular.<\/p>","protected":false},"author":2,"featured_media":1968,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"pmpro_default_level":"","footnotes":""},"categories":[741,740],"tags":[259,210,606,73,367,143,236,400,610,608],"coauthors":[27825],"class_list":["post-1838","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-coverstory1612","category-mag1612","tag-analyse","tag-big-data","tag-daten","tag-erp","tag-industrie-4-0","tag-management","tag-sap","tag-software","tag-stammdaten","tag-unternehmen","pmpro-has-access"],"acf":[],"featured_image_urls_v2":{"full":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"thumbnail":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-150x150.jpg",150,150,true],"medium":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",400,267,false],"medium_large":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-768x512.jpg",768,512,true],"large":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"image-100":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-100x67.jpg",100,67,true],"image-480":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-480x320.jpg",480,320,true],"image-640":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-640x427.jpg",640,427,true],"image-720":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-720x480.jpg",720,480,true],"image-960":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-960x640.jpg",960,640,true],"image-1168":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"image-1440":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"image-1920":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"1536x1536":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"2048x2048":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"trp-custom-language-flag":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",18,12,false],"bricks_large_16x9":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"bricks_large":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"bricks_large_square":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",1000,667,false],"bricks_medium":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",600,400,false],"bricks_medium_square":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild.jpg",600,400,false],"profile_24":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-24x24.jpg",24,24,true],"profile_48":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-48x48.jpg",48,48,true],"profile_96":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-96x96.jpg",96,96,true],"profile_150":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-150x150.jpg",150,150,true],"profile_300":["https:\/\/e3mag.com\/wp-content\/uploads\/2016\/11\/ShutterstockTitelbild-300x300.jpg",300,300,true]},"post_excerpt_stackable_v2":"<p>SAP-Partner ZetVisions hat eine sehr interessante Analogie publiziert: Der Datenschatz eines Unternehmens geh\u00f6rt nicht nur gehoben, sondern auch gepflegt und bewacht \u2013 \u00e4hnlich wie eine Herde von einem Wachhund nicht nur besch\u00fctzt, sondern auch geleitet und organisiert wird. \u201eSchwarze Schafe\u201c haben dann keine Chance, wenn es einen H\u00fcter gibt. Mit ZetVisions CEO Monika P\u00fcrsing sprach E-3 Chefredakteur Peter F\u00e4rbinger \u00fcber Datenqualit\u00e4t und Stammdatenmanagement im Allgemeinen und den Golden Record im Speziellen.<\/p>\n","category_list_v2":"<a href=\"https:\/\/e3mag.com\/en\/category\/cover-stories\/coverstory1612\/\" rel=\"category tag\">Coverstory 16-12<\/a>, <a href=\"https:\/\/e3mag.com\/en\/category\/likes1612\/\" rel=\"category tag\">MAG 16-12<\/a>","author_info_v2":{"name":"Peter M. F\u00e4rbinger, E3 Magazine","url":"https:\/\/e3mag.com\/en\/author\/peter-m-faerbinger-e-3-magazin\/"},"comments_num_v2":"0 comments","_links":{"self":[{"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/posts\/1838","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/comments?post=1838"}],"version-history":[{"count":0,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/posts\/1838\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/media\/1968"}],"wp:attachment":[{"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/media?parent=1838"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/categories?post=1838"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/tags?post=1838"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/coauthors?post=1838"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}