{"id":6910,"date":"2026-07-20T09:11:20","date_gmt":"2026-07-20T07:11:20","guid":{"rendered":"https:\/\/artech-consulting.de\/?page_id=6910"},"modified":"2026-07-20T09:11:21","modified_gmt":"2026-07-20T07:11:21","slug":"manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand","status":"publish","type":"page","link":"https:\/\/artech-consulting.de\/en\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/","title":{"rendered":"Successfully implementing Manufacturing Data Analytics (MDA): Acceptance instead of resistance"},"content":{"rendered":"<div id=\"pl-6910\"  class=\"panel-layout\" ><div id=\"pg-6910-0\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-6910-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-6910-0-0-0\" class=\"so-panel widget widget_text panel-first-child\" data-index=\"0\" >\t\t\t<div class=\"textwidget\"><p>The digitalisation of production opens up numerous opportunities for companies to make processes more transparent and to identify potential for improvement at an early stage. A modern machine data analysis (MDA) system forms the basis for well-informed decisions, reduces unplanned downtime and supports the continuous optimisation of manufacturing.<\/p>\n<p>Despite these advantages, the introduction of an MDA solution does not always go smoothly in many companies. The reason for this often lies not in the technology used, but in staff acceptance. If their uncertainties and concerns are not addressed at an early stage, this can lead to resistance that may significantly compromise the success of the project.<\/p>\n<p><strong>Acceptance is the key to success<\/strong><br \/>\nThe introduction of an MDA solution is often viewed as a purely technical project. In reality, however, it is just as much a process of organisational change. This is because machine operators\u2019 daily working practices change. New terminals, additional data entries or greater transparency regarding production data understandably raise questions. If these are not answered openly, uncertainties and reservations arise.<\/p>\n<p>The most common causes of low acceptance are summarised in the overview below.<\/p>\n<\/div>\n\t\t<\/div><div id=\"panel-6910-0-0-1\" class=\"so-panel widget widget_media_image\" data-index=\"1\" ><img loading=\"lazy\" decoding=\"async\" width=\"286\" height=\"273\" src=\"https:\/\/artech-consulting.de\/wp-content\/uploads\/2026\/07\/Bild1-1.png\" class=\"image wp-image-6911  attachment-full size-full\" alt=\"\" style=\"max-width: 100%; height: auto;\" srcset=\"https:\/\/artech-consulting.de\/wp-content\/uploads\/2026\/07\/Bild1-1.png 286w, https:\/\/artech-consulting.de\/wp-content\/uploads\/2026\/07\/Bild1-1-283x270.png 283w\" sizes=\"(max-width: 286px) 100vw, 286px\" \/><\/div><div id=\"panel-6910-0-0-2\" class=\"so-panel widget widget_text\" data-index=\"2\" >\t\t\t<div class=\"textwidget\"><p><strong>Successful implementation of an MDA solution<\/strong><br \/>\nHigh data quality can only be achieved if the system is accepted by staff and used consistently. In addition to the technical implementation, organisational and human aspects should therefore also be taken into account.<\/p>\n<p>Key success factors include transparent communication, involving staff at an early stage, intuitive operation and targeted user training. The following overview sets out the key areas of focus for a successful MDA implementation.<\/p>\n<\/div>\n\t\t<\/div><div id=\"panel-6910-0-0-3\" class=\"so-panel widget widget_media_image\" data-index=\"3\" ><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"293\" src=\"https:\/\/artech-consulting.de\/wp-content\/uploads\/2026\/07\/Bild2-300x293.png\" class=\"image wp-image-6912  attachment-medium size-medium\" alt=\"\" style=\"max-width: 100%; height: auto;\" srcset=\"https:\/\/artech-consulting.de\/wp-content\/uploads\/2026\/07\/Bild2-300x293.png 300w, https:\/\/artech-consulting.de\/wp-content\/uploads\/2026\/07\/Bild2-277x270.png 277w, https:\/\/artech-consulting.de\/wp-content\/uploads\/2026\/07\/Bild2.png 736w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><div id=\"panel-6910-0-0-4\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"4\" >\t\t\t<div class=\"textwidget\"><p><strong>Conclusion<\/strong><br \/>\nThe success of machine data collection does not depend solely on the software used or the technical functions. Rather, it is crucial that staff recognise the benefits of the system and develop confidence in using it.<\/p>\n<p>By fostering acceptance, you lay the foundations for reliable data collection, higher data quality and, consequently, the sustainable optimisation of manufacturing processes.<\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>The digitalisation of production opens up numerous opportunities for companies to make processes more transparent and to identify potential for improvement at an early stage. A modern machine data analysis (MDA) system forms the basis for well-informed decisions, reduces unplanned <a href=\"https:\/\/artech-consulting.de\/en\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/\" class=\"read-more\">Read More<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":4507,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Successfully implementing Manufacturing Data Analytics (MDA): Acceptance instead of resistance -<\/title>\n<meta name=\"description\" content=\"(Deutsch) MDA-Projekte scheitern nicht an der Technik, sondern an der Akzeptanz der Mitarbeitenden. Wie MDA erfolgreich eingef\u00fchrt und genutzt wird.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Manufacturing Data Analytics (MDA) erfolgreich einf\u00fchren: Akzeptanz statt Widerstand\" \/>\n<meta property=\"og:description\" content=\"MDA-Projekte scheitern nicht an der Technik, sondern an der Akzeptanz der Mitarbeitenden. Wie MDA erfolgreich eingef\u00fchrt und genutzt wird.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ARTECH-Consulting-GmbH-367676580239744\/\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-20T07:11:21+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/artech-consulting.de\/wp-content\/uploads\/2026\/07\/ChatGPT-Image-17.-Juli-2026-09_53_52.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/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:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/\",\"url\":\"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/\",\"name\":\"Successfully implementing Manufacturing Data Analytics (MDA): Acceptance instead of resistance -\",\"isPartOf\":{\"@id\":\"https:\/\/artech-consulting.de\/#website\"},\"datePublished\":\"2026-07-20T07:11:20+00:00\",\"dateModified\":\"2026-07-20T07:11:21+00:00\",\"description\":\"{:de}MDA-Projekte scheitern nicht an der Technik, sondern an der Akzeptanz der Mitarbeitenden. Wie MDA erfolgreich eingef\u00fchrt und genutzt wird.{:}\",\"breadcrumb\":{\"@id\":\"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/artech-consulting.de\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Aktuelles\",\"item\":\"https:\/\/artech-consulting.de\/aktuelles\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Wissen &#038; Impulse\",\"item\":\"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Manufacturing Data Analytics (MDA) erfolgreich einf\u00fchren: Akzeptanz statt Widerstand\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/artech-consulting.de\/#website\",\"url\":\"https:\/\/artech-consulting.de\/\",\"name\":\"\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/artech-consulting.de\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/artech-consulting.de\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/artech-consulting.de\/#organization\",\"name\":\"Artecch Consulting\",\"url\":\"https:\/\/artech-consulting.de\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/artech-consulting.de\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/artech-consulting.de\/wp-content\/uploads\/2015\/06\/cropped-ARTech_Logo_rgb_600frei.png\",\"contentUrl\":\"https:\/\/artech-consulting.de\/wp-content\/uploads\/2015\/06\/cropped-ARTech_Logo_rgb_600frei.png\",\"width\":6805,\"height\":1554,\"caption\":\"Artecch Consulting\"},\"image\":{\"@id\":\"https:\/\/artech-consulting.de\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/ARTECH-Consulting-GmbH-367676580239744\/\",\"https:\/\/www.linkedin.com\/company\/artech-consulting-gmbh?report_success=8jyhy2niUpAFvknlZbso8OXCShshmpUnzp3NjIJ2m7yhSVK6-d3cj9EZShsc4o_DdpkqGOtZmrfmVAwicnuvayqF\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Successfully implementing Manufacturing Data Analytics (MDA): Acceptance instead of resistance -","description":"(Deutsch) MDA-Projekte scheitern nicht an der Technik, sondern an der Akzeptanz der Mitarbeitenden. Wie MDA erfolgreich eingef\u00fchrt und genutzt wird.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/","og_locale":"en_US","og_type":"article","og_title":"Manufacturing Data Analytics (MDA) erfolgreich einf\u00fchren: Akzeptanz statt Widerstand","og_description":"MDA-Projekte scheitern nicht an der Technik, sondern an der Akzeptanz der Mitarbeitenden. Wie MDA erfolgreich eingef\u00fchrt und genutzt wird.","og_url":"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/","article_publisher":"https:\/\/www.facebook.com\/ARTECH-Consulting-GmbH-367676580239744\/","article_modified_time":"2026-07-20T07:11:21+00:00","og_image":[{"width":1536,"height":1024,"url":"https:\/\/artech-consulting.de\/wp-content\/uploads\/2026\/07\/ChatGPT-Image-17.-Juli-2026-09_53_52.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/","url":"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/","name":"Successfully implementing Manufacturing Data Analytics (MDA): Acceptance instead of resistance -","isPartOf":{"@id":"https:\/\/artech-consulting.de\/#website"},"datePublished":"2026-07-20T07:11:20+00:00","dateModified":"2026-07-20T07:11:21+00:00","description":"{:de}MDA-Projekte scheitern nicht an der Technik, sondern an der Akzeptanz der Mitarbeitenden. Wie MDA erfolgreich eingef\u00fchrt und genutzt wird.{:}","breadcrumb":{"@id":"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/manufacturing-data-analytics-mda-erfolgreich-einfuehren-akzeptanz-statt-widerstand\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/artech-consulting.de\/"},{"@type":"ListItem","position":2,"name":"Aktuelles","item":"https:\/\/artech-consulting.de\/aktuelles\/"},{"@type":"ListItem","position":3,"name":"Wissen &#038; Impulse","item":"https:\/\/artech-consulting.de\/aktuelles\/wussten-sie-schon-2\/"},{"@type":"ListItem","position":4,"name":"Manufacturing Data Analytics (MDA) erfolgreich einf\u00fchren: Akzeptanz statt Widerstand"}]},{"@type":"WebSite","@id":"https:\/\/artech-consulting.de\/#website","url":"https:\/\/artech-consulting.de\/","name":"","description":"","publisher":{"@id":"https:\/\/artech-consulting.de\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/artech-consulting.de\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/artech-consulting.de\/#organization","name":"Artecch Consulting","url":"https:\/\/artech-consulting.de\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/artech-consulting.de\/#\/schema\/logo\/image\/","url":"https:\/\/artech-consulting.de\/wp-content\/uploads\/2015\/06\/cropped-ARTech_Logo_rgb_600frei.png","contentUrl":"https:\/\/artech-consulting.de\/wp-content\/uploads\/2015\/06\/cropped-ARTech_Logo_rgb_600frei.png","width":6805,"height":1554,"caption":"Artecch Consulting"},"image":{"@id":"https:\/\/artech-consulting.de\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/ARTECH-Consulting-GmbH-367676580239744\/","https:\/\/www.linkedin.com\/company\/artech-consulting-gmbh?report_success=8jyhy2niUpAFvknlZbso8OXCShshmpUnzp3NjIJ2m7yhSVK6-d3cj9EZShsc4o_DdpkqGOtZmrfmVAwicnuvayqF"]}]}},"_links":{"self":[{"href":"https:\/\/artech-consulting.de\/en\/wp-json\/wp\/v2\/pages\/6910"}],"collection":[{"href":"https:\/\/artech-consulting.de\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/artech-consulting.de\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/artech-consulting.de\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/artech-consulting.de\/en\/wp-json\/wp\/v2\/comments?post=6910"}],"version-history":[{"count":2,"href":"https:\/\/artech-consulting.de\/en\/wp-json\/wp\/v2\/pages\/6910\/revisions"}],"predecessor-version":[{"id":6915,"href":"https:\/\/artech-consulting.de\/en\/wp-json\/wp\/v2\/pages\/6910\/revisions\/6915"}],"up":[{"embeddable":true,"href":"https:\/\/artech-consulting.de\/en\/wp-json\/wp\/v2\/pages\/4507"}],"wp:attachment":[{"href":"https:\/\/artech-consulting.de\/en\/wp-json\/wp\/v2\/media?parent=6910"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}