{"id":94867,"date":"2023-08-15T12:00:00","date_gmt":"2023-08-15T10:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=94867"},"modified":"2025-09-15T15:45:33","modified_gmt":"2025-09-15T13:45:33","slug":"digitale-transformation-greifbar-fuer-den-mittelstand-entwicklung-einer-roadmap-fuer-industrie-4-0-visionen-in-kleinen-und-mittleren-unternehmen","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/digitale-transformation-greifbar-fuer-den-mittelstand-entwicklung-einer-roadmap-fuer-industrie-4-0-visionen-in-kleinen-und-mittleren-unternehmen\/","title":{"rendered":"Digital Transformation for SMEs"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Even twelve years after the ideas for Industry 4.0 were first presented [1], many small and medium-sized enterprises (SMEs) continue to face challenges in \u00adshaping the process of transformation [2]. The introduction of the new technologies, methods, tools and concepts [3] associated with digital transformation is often met with reluctance [4], increases the fear of poor decision-making and inhibits the transformation \u00adprocess, especially in SMEs, due to a lack of sufficient financial resources and know-how [5].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">According to a study by the German KfW, only 33% of SMEs surveyed had carried out a digitalization project in 2021 [5]. To support digital transformation efforts in SMEs, a variety of guidelines and maturity models can be used (see [6] for an overview). These models can differ significantly in their structure, scope, level of detail and intended audience. Maturity models can utilize (self-)assessments to determine the current state and show a development path to a target state [7].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Such models are comprised of subject areas (dimensions) and subordinate aspects (indicators) [8]. The indicators are assigned specific features that must be met to achieve a certain level of maturity. These features are defined by a Likert scale, with ascending levels of maturity.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Development paths can then be derived from the assessed current state, whereby the limits of a maturity model are reached. For SMEs to be able to leverage the insights gained from the maturity model to define and design concrete digital\u00adization projects, a supplementary method\u00adological support tool is necessary.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Roadmaps are commonly used at this stage of development as they provide a comprehensive overview of development steps over a strategic period [9]. This implies that SMEs can translate long-term Industry 4.0 visions into realizable projects without getting mired in misguided trans\u00adformation processes. To support SMEs in developing a roadmap for shaping digital transformation, a holistic methodology has been developed.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Methodology: Developing an Industry 4.0 Roadmap as a Team <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">By using this methodology, Industry 4.0 visions are systematically translated into a roadmap. This enables SMEs to develop their own digitalization strategy and strengthen their long-term competitiveness in the market. The methodology process is explained below and is illustrated in <strong>Figure 1<\/strong>.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"620\" height=\"618\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.36.46.png\" alt=\"Digital Transformation for SMEs\" class=\"wp-image-101467\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.36.46.png 620w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.36.46-100x100.png 100w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.36.46-510x508.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.36.46-64x64.png 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.36.46-376x375.png 376w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.36.46-150x150.png 150w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.36.46-293x292.png 293w\" sizes=\"auto, (max-width: 620px) 100vw, 620px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 1: Methodology according to [10].<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"wp-block-paragraph\">The initial step of the process is to establish a roadmap team. Defining responsibilities for the roadmap and assessing the need for external support for facilitation or consultation is important at this stage. The roadmap team should cover all relevant functional and occupational domains, with a particular emphasis on the Industry 4.0 vision. Additionally, it is crucial to communicate the outcomes company-wide to ensure transparency and gain acceptance from management and beyond [9]. The following stage is to determine the current state of affairs, meaning the company\u2019s individual situation concerning the upcoming digital transformation.<\/p>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">The company\u2019s current level of digitalization is assessed employing an SME-specific maturity model developed in [6], which facilitates creation of a holistic perspective.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This maturity model spans seven dimensions (\u201cproduct\u201d, \u201cproduction\u201d, \u201c(process) organization\u201d, \u201cIT and data\u201d, \u201cmanagement, leadership and culture\u201d, \u201cemployees\u201d, \u201cbusiness model and network\u201d), and includes a total of 29 indicators. These indicators are compared with one another across five maturity levels (0 = beginner to 4 = excellent). To determine company-specific maturity levels using this maturity model, these indicator assessments are made through a guided interview lasting several hours (approx. 100 questions) [6]. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The developed SME maturity model facilitates the assessment of a company&#8217;s current state and the formulation of specific Industry 4.0 visions. Supporting the formulation of Industry 4.0 visions, so-called &#8220;Industry 4.0 cards&#8221; present practical examples of possible visions (e.g. for the use of Augmented Reality and Virtual Reality solutions; see <strong>Fig. 2<\/strong>). These fabricated Industry 4.0 cards can be customized or expanded to suit a company\u2019s individual needs. Moreover, individual cards can be created using this schematic. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"504\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.05-1024x504.jpg\" alt=\"Digital Transformation for SMEs\" class=\"wp-image-101469\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.05-1024x504.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.05-510x251.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.05-64x31.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.05-762x375.jpg 762w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.05-768x378.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.05-764x376.jpg 764w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.05-514x253.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.05.jpg 1150w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 2: Example of an Industry 4.0 card.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">These Industry 4.0 cards create a common understand\u00ading within the roadmap team and provide a basis for further methodological processes. Each Industry 4.0 card contains a description of the Industry 4.0 vision in question and assigns points (on a scale from 1 to 3) to reflect the connection assessed between the Industry 4.0 vision and the various dimensions of the maturity model. This is done for each of the seven dimen\u00adsions based on the ratio of relevant to total indicators within the dimension.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">An indicator is deemed relevant if it has received 1 or more points based on its implementation of the vision. To ensure comparability of results, even with differing numbers of indicators per dimension, the Industry 4.0 cards are normalized to 3 points. This is achieved by multiplying the ratio and the maximum scale value and then rounding up to the nearest whole point. This establishes a specific link between the Industry 4.0 vision and the dimensions outlined in the maturity model.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To map the target state, the Industry 4.0 card is transferred into the maturity model by selecting the necessary maturity levels for the indicators deemed relevant. Concrete actions must then be identified through a delta analysis comparing the previously outlined Industry 4.0 vision (target state) and the company\u2019s current level of digitalization (current state).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The descriptions of the individual maturity levels of an indicator provide objective support to derive explicit actions (e.g. &#8220;Centralize master data&#8221; or &#8220;Develop training concepts&#8221;) , that are necessary to achieve the respective maturity level. These actions are subsequently incorporated into later stages of the roadmap. They are documented e.g. on sticky notes and added to a table (prioritization matrix), where they are no longer grouped by dimension. This enables the identification of dependencies and interactions between the individual actions, which can be systematically arranged in the roadmap.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Actions are entered into rows and columns in the prioritization matrix, and then compared in pairs (see pair comparison in [11]). If an action in a row must be completed to enable an adjoining action in the column to be completed, a 1 is entered. If there is no connection between the two, a 0 is entered. All pairs are compared using this method, from which a preliminary prioritization can be derived based on the totals for each row. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The prioritization matrix is fundamental in roadmap creation, which comprises a timeline and the maturity model&#8217;s seven dimensions (See \u201cCreation of roadmap\u201d section in <strong>Fig. 1<\/strong>). The individual actions are added to the roadmap according to their dimension, beginning with the highest followed by its subordinate actions (those assigned a 1 in the prioritization matrix), which are then discussed and transferred over.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is followed by the action with the second highest priority and its dependent actions. The order of actions that have already been placed may change as necessary. This procedure is repeated until all actions are entered and their order no longer requires changes. Possible con\u00adstraints can then be discussed, important goals and significant interactions highlighted, and thematically linked or cross-dimensional clusters can be formed. Finally, the roadmap team must reach a consensus on a qualitative time horizon.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To prevent the developed roadmap from being an end in and of itself, explicit follow-up activities must be formulated, project planning must be initiated and the results of the roadmap must be converted into a corporate vision. The project planning phase can be oriented around common project management techniques [11]. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Evaluation via a practice-oriented workshop <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The methodology was tested via a full-day workshop. An Industry 4.0 vision was developed and transformed into a practical roadmap for a realistic use case in a fictional company. The fictitious company in question produces 250,000 hole punchers per year, generates a turnover of 3.9 million euros, has 42 employees, and possesses a hierarchical structure.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To assist workshop participants in the implementation of different Industry 4.0 cards, detailed information about the company is necessary in addition to the general information provided. This includes a bill of materials from which the necessary production steps can be derived. The resulting factory layout has been modeled in both 2D and 3D (see <strong>Fig. 3<\/strong>) and contains production quantities, cycle rates, and logistical processes. Additionally, a value stream map illustrates the flow of materials and information.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"422\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.24-1024x422.jpg\" alt=\"Digital Transformation for SMEs\" class=\"wp-image-101471\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.24-1024x422.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.24-510x210.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.24-64x26.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.24-764x315.jpg 764w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.24-768x317.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.24-514x212.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Screen-Shot-2024-04-01-at-01.37.24.jpg 1276w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 3: Digital image of the example company in 2D (left) and 3D (right) [10].<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Based on this example and the level of digitalization present, the methodology outlined previously was carried out in small groups. Each group selected a different Industry 4.0 card and entered a corresponding target state into the maturity model. The subsequent actions derived from the delta analysis were compared and prioritized using the prioritization matrix. These actions were then transferred into a roadmap, and significant interactions and a time horizon were determined. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The methodology was evaluated by eight industry participants (including management, production, IT and digitalization managers) during a workshop [10]. An anonymous questionnaire was used to collect data, with respondents rating each statement on a five-point Likert scale. The scale scores from &#8220;Disagree&#8221; (1) to &#8220;Agree&#8221; (5). Particularly, the structure of the workshop (score: 4.6), the development of the fictional company (score: 4.5) and the methodology for roadmap creation (score: 4.4) received positive ratings. Furthermore, all participants confirmed the workshop&#8217;s usefulness (score: 4.5) and expressed their intention to employ the methodology in the future (score: 4.1). <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Actively shaping digital transformation <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In summary, the methodology is adaptable to a company\u2019s respective level of digitalization, while Industry 4.0 cards offer practical implementation options. Systematically utilizing the methodology identifies actions that can be prioritized and converted into a roadmap using a maturity model. The practical implementation of the roadmap starts by defining follow-up activities. The developed methodology is assumed to be generally valid and is fundamentally usable independently from the specific use case. Nevertheless, additional testing is required to investigate the general validity and transferability regarding specific company contexts. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, the ongoing process of digitalization necessitates changes to job roles, potentially resulting in subsequent changes to staff&#8217;s competence profiles. These changes must be considered when planning and designing Industry 4.0 visions to prevent delays or inaccurate planning. Therefore, it is crucial to identify both current and future competencies and incorpo\u00adrate them into the planning process. Furthermore, suitable competence profiles for future roles must be determined using appropriate methods. This applies both to the manufacturing roles for which this planning is occurring and to the roles within the planning department. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The workshop, developed as an independent further training opportunity, is intended for employees who aim to promote digitalization within their company in the medium term or are directly or indirectly affected by the digital transformation. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>The research project &#8211; SME Knowledge Transfer Laboratory \u201cDigital Factory\u201d &#8211; (KMU-Wissenstransferlabor \u201cDigitale Fabrik\u201c) with a duration of three years (01\/2020 &#8211; 12\/2022) is funded by the European Regional Development Fund (ERDF &#8211; or EFRE in German) 2014 to 2020 (IWB-ERDF Programme Hesse) and by the State of Hesse. <\/em><\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Kagermann, H.; Lukas, W.-D.; Wahlster, W.: Industrie 4.0: Mit dem Internet der Dinge auf dem Weg zur 4. industriellen Revolution. URL: bit.ly\/3lyHpPd, Abrufdatum 23.06.2023.\r<br>[2] BMWi: Erschlie\u00dfen der Potenziale der Anwendung von \u201eIndustrie 4.0\u201c im Mittelstand. URL: http:\/\/bit.ly\/3jUDkV6, Abrufdatum 23.06.2023.\r<br>[3] WGP: WGP-Standpunkt Industrie 4.0. URL: bit.ly\/3lxUic8, Abrufdatum 23.06.2023.\r<br>[4] Von Wascinski, L.; Wei\u00df, M.; Tilebein, M.: Industrie 4.0 f\u00fcr die Textil- und Bekleidungsindustrie. In: Matt, D.\u00a0T. (Hrsg): KMU 4.0 \u2013 Digitale Transformation in kleinen und mittelst\u00e4ndischen Unternehmen. Berlin 2018.\r<br>[5] KfW Research: KfW-Digitalisierungsbericht Mittelstand 2021: Corona-Pandemie l\u00f6st Digitalisierungsschub aus, die Digitalisierung wird aber nicht zu einem Selbstl\u00e4ufer. URL: bit.ly\/3Sd0jaF, Abrufdatum 23.06.2023.\r<br>[6] Wittine, N.; Sutherland, R.; Wenzel, S.; Amaral Bicalho, A.\u00a0L.: Analysing the state of digitisation in SME \u2013 A survey based on an SME-specific maturity model. In: Herberger, D.; H\u00fcbner, M. (Hrsg): Proceedings of the 2nd Conference of Production Systems and Logistics (CPSL 2021). Hannover 2021.\r<br>[7] Altuntas, M.; Uhl, P.: Grundlagen der Entwicklung von Reifegradmodellen. In: Altuntas, M.; Uhl, P. (Hrsg): Industrielle Exzellenz in der Versicherungswirtschaft. Wiesbaden 2016.\r<br>[8] Akkasoglu, G.: Methodik zur Konzeption und Applikation anwendungsspezifischer Reifegradmodelle unter Ber\u00fccksichtigung der Informationsunsicherheit. N\u00fcrnberg 2014.\r<br>[9] Isenmann, R.: Technologie-Roadmapping f\u00fcr kleine und mittlere Unternehmen \u2013 Vom Konzept des T-Plans zum Leitfaden f\u00fcr KMU. In: M\u00f6hrle, M. G.; Isenmann, R. (Hrsg): Technologie-Roadmapping. Berlin Heidelberg 2017.\r<br>[10] Wenzel, S.; Gliem, D.; Jessen, U.; Stolipin, J.; Sutherland, R.; Wittine, N.: Abschlussergebnisbericht KMU-Wissenstransferlabor \u201eDigitale Fabrik\u201c. Kassel 2023.\r<br>[11] Drews, G.; Hillebrand, N.: Lexikon der Projektmanagement-Methoden, 2. Auflage. Freiburg 2010.<\/div><div id=\"download-section\" class=\"gito-pub-download-section\" style=\"text-align:center;margin:20px;\"><h2>Your downloads<\/h2><button style=\"font-size:14px;margin-right:15px;\" class=\"button gito-pub-cpt-download-button\" data-postid=\"94867\" data-userid =\"0\" data-filename=\"IM-04-2023_Sutherland.pdf\"><span style=\"margin-top:5px !important;\" class=\"dashicons dashicons-download\"><\/span>&nbsp;&nbsp;PDF<\/button><\/div><br>Potentials: <span class=\"gito-pub-tag-element\"><a href=\"\/potentials\/management-en\/\">Management<\/a><\/span> <div class=\"gito-pub-tags-social-share\" style=\"display:flex;justify-content:space-between;\"><div>Tags: <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/industrie-4-0-en\/\">Industrie 4.0<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/industrie-4-0\/\">Industrie 4.0<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/industry-4-0\/\">Industry 4.0<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/maturity-model\/\">maturity model<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/roadmap\/\">Roadmap<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/sme\/\">SME<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/workshop\/\">Workshop<\/a><\/span> <br>Industries: <span class=\"gito-pub-tag-element\"><a href=\"https:\/\/industry-science.com\/en\/industries\/sme\/\">SME<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Digital%20Transformation%20for%20SMEs - https:\/\/industry-science.com\/en\/articles\/digitale-transformation-greifbar-fuer-den-mittelstand-entwicklung-einer-roadmap-fuer-industrie-4-0-visionen-in-kleinen-und-mittleren-unternehmen\/\" data-action=\"share\/whatsapp\/share\" class=\"icon button circle is-outline tooltip whatsapp show-for-medium\" title=\"Share on WhatsApp\" aria-label=\"Share on WhatsApp\"><i class=\"icon-whatsapp\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/industry-science.com\/en\/articles\/digitale-transformation-greifbar-fuer-den-mittelstand-entwicklung-einer-roadmap-fuer-industrie-4-0-visionen-in-kleinen-und-mittleren-unternehmen\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); 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return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip linkedin\" title=\"Share on LinkedIn\" aria-label=\"Share on LinkedIn\" rel=\"noopener nofollow\"><i class=\"icon-linkedin\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><hr style=\"margin-top:0px;\">\n<h2 class=\"gito-pub-frontend-post-headline\">You might also be interested in<\/h2>\n<!-- GITO_PUB_POST start flex-container -->\n<div class=\"gito-pub-flex-container\">\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/serious-games-as-a-training-tool\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Lange_AdobeStock_734724963_alexkich-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Lange_AdobeStock_734724963_alexkich-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Lange_AdobeStock_734724963_alexkich-196x180.webp\" alt=\"Serious Games as a Training Tool\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Serious Games as a Training Tool\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Serious Games as a Training Tool<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Game mechanics design to promote resilience<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/annika-lange\/\">Annika Lange<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4514-9306\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/thomas-knothe\/\">Thomas Knothe<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-3055-7155\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/serious-games-as-a-training-tool\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>Unforeseen events are increasingly challenging manufacturing companies. Being resilient during crises is becoming a key competence. Serious games (SG) can help make resilience-building processes more transparent. This article derives specific requirements for SG from different phases of resilience and shows how these can be implemented in game mechanics in order to effectively support the training of resilience.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 98-104<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/maki-digital-assistant-learning\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/03\/Resch_AdobeStock_1899117052_onephoto-copie-2-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/03\/Resch_AdobeStock_1899117052_onephoto-copie-2-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/03\/Resch_AdobeStock_1899117052_onephoto-copie-2-196x180.webp\" alt=\"MAKI\u2014A Digital Assistant for Practice-Based Learning\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"MAKI\u2014A Digital Assistant for Practice-Based Learning\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">MAKI\u2014A Digital Assistant for Practice-Based Learning<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Why every factory is a learning factory<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/olaf-resch-en\/\">Olaf Resch<\/a> <a href=\"https:\/\/orcid.org\/0009-0001-7292-3571\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/maki-digital-assistant-learning\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>With the help of digital assistants, academic teaching is possible in any factory. In order to achieve the best learning effects, however, the interests of all stakeholders must be taken into account. The factory wishes to deploy its employees quickly and productively, the learners desire a positive learning experience, and the educators want to illustrate abstract concepts in a meaningful and practical way. The only way to combine all of these perspectives is via a well-thought-out educational concept and highly functioning technology.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 70-77<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/energy-transition-serious-gaming\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-196x180.webp\" alt=\"Serious Gaming and the Energy Transition\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Serious Gaming and the Energy Transition\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Serious Gaming and the Energy Transition<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Collaborative knowledge generation and interactive understanding of complex interrelationships<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/janine-gondolf\/\">Janine Gondolf<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-5644-8328\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/gert-mehlmann\/\">Gert Mehlmann<\/a>, <a href=\"\/authors\/joern-hartung\/\">J\u00f6rn Hartung<\/a>, <a href=\"\/authors\/bernd-schweinshaut\/\">Bernd Schweinshaut<\/a>, <a href=\"\/authors\/anne-bauer\/\">Anne Bauer<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Conveying the complexity and multifaceted nature of the energy transition to a broad audience is a challenge. This article demonstrates how interactive serious games on a multitouch table can help make connections tangible and comprehensible. The games and the table were used in various conversational contexts. These are presented here in three case vignettes based on participant observation of the different applications, as well as situated and shared reflection. The vignettes demonstrate how interaction can trigger epistemic processes, enable shifts in perspective, and foster collective thinking, all of which are necessary for shaping the future of society as a whole.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 62-69<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/learning-module-sustainable\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-196x180.webp\" alt=\"Industrial Transformation via a Machining Learning Factory\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Industrial Transformation via a Machining Learning Factory\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Industrial Transformation via a Machining Learning Factory<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A learning module to foster competencies for a sustainability-driven transformation<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/oskay-ozen\/\">Oskay Ozen<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-5566-6633\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/victoria-breidling\/\">Victoria Breidling<\/a> <a href=\"https:\/\/orcid.org\/0009-0000-0384-4813\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/stefan-seyfried\/\">Stefan Seyfried<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-8278-0212\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/matthias-weigold\/\">Matthias Weigold<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-7820-8544\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Sustainability-enhancing transformation processes are necessary in all sectors if we are to remain within planetary boundaries. This also applies to the industrial sector as a significant emitter of greenhouse gases. Employees need new competencies to master this complex task of industrial transformation. These range from CO2 equivalents accounting to the development and evaluation of transformation scenarios, including technical measures. The learning module developed here addresses these competency requirements and uses the example of the ETA factory to show how a competency-oriented learning module for industrial transformation can be structured. It essentially comprises four phases: data collection and CO2 equivalents accounting, cause analysis, development of measures and evaluation of measures.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 2 | Pages 38-47 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.2.38\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.2.38<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/from-brownfield-to-industry-4-0\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/voelker-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/voelker-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/voelker-196x180.jpg\" alt=\"From Brownfield to Industry 4.0\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"From Brownfield to Industry 4.0\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">From Brownfield to Industry 4.0<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Learning factories as training and testing environment for digital transformation<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/jakob-weber\/\">Jakob Weber<\/a>, <a href=\"\/authors\/sven-voelker\/\">Sven V\u00f6lker<\/a> <a href=\"https:\/\/orcid.org\/0009-0000-9707-1478\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/from-brownfield-to-industry-4-0\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>To succeed in their digital transformation, manufacturing companies need engineers with in-depth knowledge of key technologies and concepts, and a profound understanding of the transition from Industry 3.0 to Industry 4.0. This article describes the concept of a learning factory that is continuously subjected to a digital transformation, thereby creating an environment for the development of transformation competencies. The concept of digital transformation is based on digital worker assistance systems and multi-agent systems for production control. These enable the incremental integration of existing resources into the digitalized factory. The learning factory is not presented to students as a completed solution. Instead, it is continuously developed further as part of student projects. This way, it contributes directly to the qualification of personnel for the implementation of Industry 4.0.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 88-96<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/ai-colleagues\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Franken_titel-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Franken_titel-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Franken_titel-196x180.jpg\" alt=\"AI Colleagues?\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"AI Colleagues?\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">AI Colleagues?<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Competence requirements and training for AI use in industry<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/swetlana-franken-en\/\">Swetlana Franken<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-9991-3015\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/ai-colleagues\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>Artificial intelligence is fundamentally changing tasks, roles, and skills in (industrial) companies. Increasingly, it acts as a colleague, preparing decisions, supporting processes, and interacting with people. This article highlights key competence requirements for AI use in industry, presents an integrated competence model, and outlines practical strategies for the transfer of skills. The aim is to prepare companies and employees for humane, competence-oriented AI implementation that combines technological efficiency with human creativity and judgment.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 78-86<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>Small and medium-sized enterprises still face the challenge of shaping their digital transformation. Maturity models offer a way to capture the situation within a company and support the formation of an Industry 4.0 vision. This paper presents a methodology that companies can use to develop a roadmap for shaping digital transformation by enabling the transfer of this vision into concrete decision-making steps.<\/p>\n","protected":false},"featured_media":95810,"menu_order":0,"template":"","categories":[79167,79168,4713,79298],"tags":[79627,73750,73781,72044,75988,68745,78838],"product_cat":[],"topic":[67617,68206],"technology":[68446],"knowhow":[],"industry":[68742],"writer":[82907,83244,83631,80939],"content-type":[],"potential":[68057],"solution":[],"glossary":[],"class_list":["post-94867","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-translate-en","category-translate","category-typeset","tag-industrie-4-0-en","tag-industrie-4-0","tag-industry-4-0","tag-maturity-model","tag-roadmap","tag-sme","tag-workshop","topic-adaptability","topic-industry-4-0","technology-augmented-reality-en","industry-sme","writer-deike-gliem-en","writer-nicolas-wittine-en","writer-robin-sutherland-en","writer-sigrid-wenzel-en","potential-management-en","product","first","instock","downloadable","virtual","sold-individually","taxable","purchasable","product-type-article"],"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/I4S_01-2023_Sutherland-1400x788-64x36.jpg",64,36,true]},"uagb_author_info":{"display_name":"Florian Goldmann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Small and medium-sized enterprises still face the challenge of shaping their digital transformation. Maturity models offer a way to capture the situation within a company and support the formation of an Industry 4.0 vision. This paper presents a methodology that companies can use to develop a roadmap for shaping digital transformation by enabling the transfer&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/94867","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/types\/article"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media\/95810"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=94867"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=94867"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=94867"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=94867"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=94867"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=94867"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=94867"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=94867"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=94867"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=94867"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=94867"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=94867"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=94867"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}