{"id":842,"date":"2025-06-23T11:05:28","date_gmt":"2025-06-23T10:05:28","guid":{"rendered":"https:\/\/www.amann.education\/?p=842"},"modified":"2026-08-20T14:30:30","modified_gmt":"2026-08-20T13:30:30","slug":"opex-the-auk-way-cell-manufactoring","status":"publish","type":"post","link":"https:\/\/www.amann.education\/?p=842","title":{"rendered":"OPEX THE AUK WAY \u2022 CELL MANUFACTORING"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n
\n

Purpose of This Learning Nugget<\/strong><\/p>\n\n\n\n

Learners can explain how organizing resources into independent, self-sufficient, product-family-aligned cells (cellular manufacturing) enables faster flow, reduces waste, and increases flexibility\u2014particularly for high-variety products with similar processing steps.<\/p>\n<\/div>\n<\/div>\n\n\n\n

Key data<\/path><\/svg><\/summary>\n
<\/div>\n\n\n\n
\n

Estimated Duration<\/p>\n\n\n\n

Approximately 10\u201315 minutes<\/p>\n<\/div>\n\n\n\n

\n

Format<\/p>\n\n\n

Presentation<\/a>, <\/span>Text document<\/a><\/div><\/div>\n\n\n\n
\n

Document Number<\/p>\n\n\n\n

LS2-LN-003A<\/p>\n<\/div>\n\n\n\n

\n

Version<\/p>\n\n\n\n

v03<\/p>\n<\/div>\n\n\n\n

\n

Date <\/p>\n\n\n\n

2026<\/p>\n<\/div>\n\n\n\n

\n

Author<\/p>\n\n\n\n \n \n\n \n \n <\/span>\n \n \n \n \n \n MOON TUTOR<\/a><\/span> \n \n <\/span>\n <\/span>\n <\/span>\n <\/span>\n <\/span>\n \n \n \n \n <\/div>\n\n\n\n

\n

Approved by<\/p>\n\n\n\n

NN<\/p>\n<\/div>\n\n\n\n

\n

Target Audience<\/p>\n\n\n

All employees<\/a><\/div><\/div>\n\n\n\n
\n

Excerpt<\/p>\n\n\n

By organizing resources into independent, self-sufficient cells aligned to product families, cellular manufacturing delivers faster flow, lower waste, and higher flexibility\u2014particularly valuable where products are varied but share common processing routes. <\/p><\/div><\/div>\n<\/details>\n\n\n\n

<\/div>\n\n\n\n
\n
\n

Video:<\/strong><\/p>\n\n\n\n

\n
\n

Attachments:<\/strong><\/p>\n\n\n\n

\n
ls2 ln005 cell manufacturing opex auk avatar script (PDF)<\/a><\/div>\n\n\n\n
ls2 ln005 cell manufacturing opex auk deck (PDF)<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n
<\/div>\n\n\n\n
\n

Start this nugget:<\/strong><\/p>\n<\/div>\n\n\n\n\n\n\n\n

Cellular Manufacturing \u2013 Learning Nugget<\/h2>\n\n\n\n

By organizing resources into independent, self-sufficient cells aligned to product families, cellular manufacturing delivers faster flow, lower waste, and higher flexibility<\/strong>\u2014particularly valuable where products are varied but share common processing routes.<\/p>\n\n\n\n

Cellular manufacturing creates an efficient, flexible, and waste-minimizing production system by organizing resources into independent, self-sufficient cells\u2014especially valuable in industries producing varied but related products.<\/p>\n\n\n\n

<\/div>\n\n\n\n
\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n\n\n\n
<\/div>\n\n\n\n

1. Definition<\/h3>\n\n\n\n
    \n
  • A lean manufacturing method.<\/li>\n\n\n\n
  • Workstations are organized into specialized cells<\/strong>.<\/li>\n\n\n\n
  • Designed to efficiently produce families of similar products.<\/li>\n<\/ul>\n\n\n\n

    2. Primary Objectives<\/h3>\n\n\n\n
      \n
    • Minimize waste<\/strong> across all stages of production.<\/li>\n\n\n\n
    • Accelerate production flow<\/strong> to reduce lead time.<\/li>\n\n\n\n
    • Increase flexibility<\/strong> to respond to customer demand.<\/li>\n\n\n\n
    • Enhance overall productivity<\/strong> and efficiency.<\/li>\n<\/ul>\n\n\n\n

      3. Major Benefits<\/h3>\n\n\n\n
        \n
      • Waste Reduction:<\/strong> Eliminates non-value-adding activities (e.g., excessive inventory, unnecessary transport, and waiting times).<\/li>\n\n\n\n
      • Productivity Gains:<\/strong> Reduces setup and lead times, lowers work-in-progress (WIP), and decreases material handling requirements.<\/li>\n\n\n\n
      • Flexibility:<\/strong> Cells can quickly adapt to product variations and demand changes.<\/li>\n\n\n\n
      • Sustainability:<\/strong> Decreases environmental impact.<\/li>\n\n\n\n
      • Cost Efficiency:<\/strong> Lowers capital requirements.<\/li>\n<\/ul>\n\n\n\n

        4. Operational Principles<\/h3>\n\n\n\n
          \n
        • Grouping:<\/strong> Similar parts or products are clustered into product families.<\/li>\n\n\n\n
        • Cell Structure:<\/strong> Each cell contains all necessary machines, tools, and resources.<\/li>\n\n\n\n
        • Workforce:<\/strong> Employees are cross-trained<\/strong> to perform multiple tasks within the cell.<\/li>\n\n\n\n
        • Flow:<\/strong> Products move sequentially through cells, one at a time, minimizing logistical effort and waste.<\/li>\n<\/ul>\n\n\n\n

          5. Comparison to Traditional Manufacturing<\/h3>\n\n\n\n
            \n
          • Traditional Production Lines:<\/strong> Best suited for high-volume, standardized products.<\/li>\n\n\n\n
          • Cellular Manufacturing:<\/strong> Best suited for varied products within a family; allows more independence and adaptability in production.<\/li>\n<\/ul>\n\n\n\n

            6. Industry Example \u2013 Automotive Manufacturing<\/h3>\n\n\n\n
              \n
            • Engine Cell:<\/strong> Completes all engine subassembly tasks.<\/li>\n\n\n\n
            • Body Cell:<\/strong> Responsible for car body subassemblies.<\/li>\n\n\n\n
            • Interior Cell:<\/strong> Handles interior component assemblies.<\/li>\n\n\n\n
            • Each cell:
              • Operates independently.<\/li><\/ul>
                • Contains required machines, tools, and cross-trained workers.<\/li><\/ul>\n
                    \n
                  • Contributes to the overall assembly process efficiently.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n

                    Core Insight: <\/strong>Cellular manufacturing creates an efficient, flexible, and waste-minimizing production system by organizing resources into independent, self-sufficient cells\u2014especially valuable in industries producing varied but related products.<\/p>\n\n\n\n

                    <\/div>\n\n\n\n

                    Review Questions (Self-Check)<\/h2>\n\n\n\n
                      \n
                    1. What is the primary goal of cellular manufacturing?<\/li>\n\n\n\n
                    2. Which types of waste does cellular manufacturing aim to eliminate?<\/li>\n\n\n\n
                    3. How does cross-training of workers support efficiency in cellular manufacturing?<\/li>\n\n\n\n
                    4. In what way does cellular manufacturing differ from traditional production lines?<\/li>\n\n\n\n
                    5. Can you explain how the automotive industry applies cellular manufacturing in practice?<\/li>\n\n\n\n
                    6. What are the main productivity improvements achieved through this approach?<\/li>\n<\/ol>\n\n\n\n
                      <\/div>\n\n\n\n

                      Recommended Further Reading & Resources<\/h2>\n\n\n\n
                        \n
                      1. \u201cLean Thinking: Banish Waste and Create Wealth in Your Corporation\u201d<\/strong>
                        by James P. Womack & Daniel T. Jones<\/em> \u2013 Classic book on lean manufacturing principles, including cellular systems.<\/li>\n\n\n\n
                      2. \u201cThe Toyota Way: 14 Management Principles from the World\u2019s Greatest Manufacturer\u201d<\/strong>
                        by Jeffrey K. Liker<\/em> \u2013 Explores lean practices and real-world applications of cellular manufacturing in Toyota.<\/li>\n\n\n\n
                      3. MIT Lean Enterprise Institute \u2013<\/strong> <\/strong>www.lean.org<\/strong>
                        Comprehensive online resource for lean principles, case studies, and implementation strategies.<\/li>\n\n\n\n
                      4. iSixSigma \u2013 Cellular Manufacturing Overview \u2013 www.isixsigma.com<\/strong>
                        A clear and practical introduction to cellular manufacturing with examples and benefits.<\/li>\n<\/ol>\n\n\n\n
                        <\/div>\n\n\n\n

                        Reflection Questions for AMANN Group <\/h2>\n\n\n\n
                          \n
                        1. Customer Takt & Flow Alignment<\/strong>\n
                            \n
                          • Local:<\/em> Where do actual cycle times (winding, twisting, dyeing, finishing, spooling) deviate from customer takt, and which two actions will move us toward one-piece (or one-lot) flow within the next four weeks?<\/li>\n\n\n\n
                          • Global:<\/em> How well are takt and load leveled across plants and product families (e.g., polyester core-spun, nylon, cotton), and what cross-site measures (postponement, shared capacity) will reduce total lead time?<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                          • Cell Design, Material Presentation & Logistics<\/strong>\n
                              \n
                            • Local:<\/em> Are cells truly end-to-end (winding \u2192 twisting \u2192 dyeing \u2192 lubrication\/finishing \u2192 spooling \u2192 QA \u2192 packing) with FIFO lanes, right-sized WIP, and line-side supermarkets for cones, dye packages, and auxiliaries?<\/li>\n\n\n\n
                            • Global:<\/em> Where should we place decoupling points and inter-factory Kanban to balance variability, and how can we standardize cone types, packaging, and labeling to simplify transfers and reduce handling?<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                            • Standard Work, Quality at the Source & Skills<\/strong>\n
                                \n
                              • Local:<\/em> Which critical steps still lack visual standard work (e.g., shade approval criteria, \u0394E thresholds, lube pickup %, oven profiles, package density), and what is our plan to close skill gaps per the matrix in the next two sprints?<\/li>\n\n\n\n
                              • Global:<\/em> Are master recipes, MES parameters, and QA methods harmonized across sites to ensure consistent tensile strength, elongation, coefficient of friction, and shade? How will we benchmark FPY and scrap across plants?<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                              • Changeovers (SMED), Supply Stability & Performance Control<\/strong>\n
                                  \n
                                • Local:<\/em> Which changeovers (color, lot, denier\/tex, finish) are the main constraint to heijunka, and which SMED levers (external color prep, pre-set dye carriers\/fixtures, quick clamps) will yield the fastest stability gains?<\/span><\/strong><\/li>\n\n\n\n
                                • Global:<\/em> Which global levers (aligned BOM variants, shared dyestuff portfolio, vendor-managed inventories, common test methods) will cut variability and inventory? Which KPIs (\u0394E FPY, WIP days, OEE at the bottleneck, OTIF) will we use to verify impact?<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n
                                  <\/div>\n\n\n\n\n\n\n\n
                                  <\/div>\n\n\n\n

                                  Glossary of Terms & Abbreviations<\/h2>\n\n\n\n

                                  Lean & Flow Fundamentals<\/h3>\n\n\n\n
                                    \n
                                  • Cell \/ U-Cell<\/strong> \u2014 Compact, process-oriented layout (often U-shaped) enabling one-piece flow, visual control, and multi-skilled operation.<\/li>\n\n\n\n
                                  • One-Piece Flow<\/strong> \u2014 Movement of units one at a time (or one small lot) through consecutive steps with minimal buffers.<\/li>\n\n\n\n
                                  • Takt Time (TT)<\/strong> \u2014 Available production time per period \u00f7 customer demand; the pace at which the cell must produce.<\/li>\n\n\n\n
                                  • Cycle Time (CT)<\/strong> \u2014 Time to complete one unit or cycle at a workstation\/process.<\/li>\n\n\n\n
                                  • Lead Time (LT)<\/strong> \u2014 Elapsed time from order to delivery; includes processing and waiting.<\/li>\n\n\n\n
                                  • Work in Process (WIP)<\/strong> \u2014 Inventory between start and finish of a value stream.<\/li>\n\n\n\n
                                  • Bottleneck \/ Constraint<\/strong> \u2014 Process with the least capacity that limits overall throughput.<\/li>\n\n\n\n
                                  • Value Stream Mapping (VSM)<\/strong> \u2014 End-to-end visualization of material and information flow to identify waste.<\/li>\n\n\n\n
                                  • Yamazumi (Balance Chart)<\/strong> \u2014 Stacked bar chart used to balance workload across operators or steps.<\/li>\n\n\n\n
                                  • Heijunka (Leveling)<\/strong> \u2014 Smoothing of volume and mix to stabilize flow and resources.<\/li>\n\n\n\n
                                  • Pitch<\/strong> \u2014 Fixed time interval that links planning to the shop floor (often TT \u00d7 pack size).<\/li>\n\n\n\n
                                  • Gemba<\/strong> \u2014 \u201cThe real place\u201d where value is created; go-and-see management practice.<\/li>\n<\/ul>\n\n\n\n
                                    <\/div>\n\n\n\n

                                    Methods, Systems & Visual Control<\/h3>\n\n\n\n
                                      \n
                                    • SMED (Single-Minute Exchange of Dies)<\/strong> \u2014 Reducing changeovers by shifting internal to external tasks and simplifying setup.<\/li>\n\n\n\n
                                    • Kanban<\/strong> \u2014 Pull signal (card\/bin\/electronic) to replenish only what is consumed.<\/li>\n\n\n\n
                                    • Supermarket<\/strong> \u2014 Controlled buffer with set min\/max to decouple processes.<\/li>\n\n\n\n
                                    • FIFO Lane<\/strong> \u2014 First-in-first-out queue to preserve sequence and lead-time predictability.<\/li>\n\n\n\n
                                    • Andon<\/strong> \u2014 Visual\/audible alert for status and abnormalities; empowers stop-to-fix.<\/li>\n\n\n\n
                                    • Poka-Yoke<\/strong> \u2014 Error-proofing devices or methods preventing defects at the source.<\/li>\n\n\n\n
                                    • Jidoka<\/strong> \u2014 Built-in quality and autonomous stop upon abnormality.<\/li>\n\n\n\n
                                    • Standard Work (SW)<\/strong> \u2014 Best-known method combining standard sequence, time, and WIP for stability.<\/li>\n\n\n\n
                                    • Skill Matrix<\/strong> \u2014 Visual grid of operator capabilities vs. tasks to plan cross-training and coverage.<\/li>\n\n\n\n
                                    • PFEP (Plan for Every Part)<\/strong> \u2014 Structured data set for each item: supplier, pack, storage, delivery, usage.<\/li>\n<\/ul>\n\n\n\n
                                      <\/div>\n\n\n\n

                                      Quality & Industrial Engineering<\/h3>\n\n\n\n
                                        \n
                                      • FPY (First-Pass Yield)<\/strong> \u2014 % of units passing a process without rework.<\/li>\n\n\n\n
                                      • OEE (Overall Equipment Effectiveness)<\/strong> \u2014 Availability \u00d7 Performance \u00d7 Quality.<\/li>\n\n\n\n
                                      • CTQ (Critical to Quality)<\/strong> \u2014 Product\/process attributes vital to the customer (e.g., shade, tensile).<\/li>\n\n\n\n
                                      • SPC (Statistical Process Control)<\/strong> \u2014 Control charts to monitor stability and variation.<\/li>\n\n\n\n
                                      • Cp \/ Cpk<\/strong> \u2014 Process capability indices vs. specification limits (centering accounted in Cpk).<\/li>\n\n\n\n
                                      • FMEA \/ RPN<\/strong> \u2014 Failure Mode & Effects Analysis; Risk Priority Number ranks failure risk.<\/li>\n\n\n\n
                                      • MSA (Measurement System Analysis)<\/strong> \u2014 Studies (e.g., Gage R&R) to validate measurement reliability.<\/li>\n\n\n\n
                                      • SOP (Standard Operating Procedure)<\/strong> \u2014 Controlled instruction document for consistent execution.<\/li>\n\n\n\n
                                      • PPAP (Production Part Approval Process)<\/strong> \u2014 Formal approval package for customer\/launch readiness (if required by sector).<\/li>\n<\/ul>\n\n\n\n
                                        <\/div>\n\n\n\n

                                        Planning, Logistics & Business KPIs<\/h3>\n\n\n\n
                                          \n
                                        • MRP \/ ERP<\/strong> \u2014 Material Requirements Planning; Enterprise Resource Planning systems for planning\/integration.<\/li>\n\n\n\n
                                        • MES<\/strong> \u2014 Manufacturing Execution System (dispatching, tracking, parameters, traceability).<\/li>\n\n\n\n
                                        • BOM<\/strong> \u2014 Bill of Materials; structured list of components\/consumables (e.g., yarn, dyestuff, lubricant).<\/li>\n\n\n\n
                                        • SKU<\/strong> \u2014 Stock Keeping Unit; unique item code.<\/li>\n\n\n\n
                                        • MOQ<\/strong> \u2014 Minimum Order Quantity set by supplier or economics.<\/li>\n\n\n\n
                                        • VMI<\/strong> \u2014 Vendor Managed Inventory; supplier monitors and replenishes stock.<\/li>\n\n\n\n
                                        • OTIF (On-Time In-Full)<\/strong> \u2014 Delivery reliability metric.<\/li>\n\n\n\n
                                        • EPEI (Every Part Every Interval)<\/strong> \u2014 Time to cycle through the full product family at leveled conditions.<\/li>\n\n\n\n
                                        • COGS \/ CoO<\/strong> \u2014 Cost of Goods Sold \/ Cost of Ownership; key financial metrics for decisions.<\/li>\n\n\n\n
                                        • Postponement<\/strong> \u2014 Delaying final differentiation (e.g., dyeing\/color) to reduce inventory and improve responsiveness.<\/li>\n<\/ul>\n\n\n\n
                                          <\/div>\n\n\n\n

                                          Sewing Thread \u2013 Process & Product Terms<\/h3>\n\n\n\n
                                            \n
                                          • Winding<\/strong> \u2014 Forming yarn packages (cones\/bobbins) suitable for downstream processes.<\/li>\n\n\n\n
                                          • Twisting<\/strong> \u2014 Combining filaments\/plies to achieve target structure, strength, and handle.<\/li>\n\n\n\n
                                          • Heat-Setting<\/strong> \u2014 Thermal stabilization to lock twist and dimensional stability.<\/li>\n\n\n\n
                                          • Dyeing<\/strong> \u2014 Applying dyestuffs to achieve target shade; batch or continuous methods.<\/li>\n\n\n\n
                                          • Lubrication \/ Finishing<\/strong> \u2014 Applying finishes (e.g., silicone, wax) to control friction, heat, and sewability.<\/li>\n\n\n\n
                                          • Spooling \/ Rewinding<\/strong> \u2014 Transferring thread onto final delivery package (e.g., king spool, cone) to spec.<\/li>\n\n\n\n
                                          • Shade<\/strong> \u2014 Perceived color of dyed thread vs. standard.<\/li>\n\n\n\n
                                          • \u0394E (Delta E)<\/strong> \u2014 Numeric color difference vs. standard (instrumental colorimetry).<\/li>\n\n\n\n
                                          • Package Density<\/strong> \u2014 Mass per unit volume on the package; impacts dye penetration and drying.<\/li>\n\n\n\n
                                          • Lot \/ Dye Lot<\/strong> \u2014 Traceable batch with homogeneous parameters and history.<\/li>\n\n\n\n
                                          • Tex \/ dtex \/ Denier<\/strong> \u2014 Linear density units (Tex=g\/1000 m; dtex=g\/10,000 m; Denier=g\/9000 m).<\/li>\n\n\n\n
                                          • Count (Ne \/ Nm)<\/strong> \u2014 Cotton metric (Ne) or metric count (Nm) indicating fineness in indirect systems.<\/li>\n\n\n\n
                                          • TPI \/ TPM (Twist per Inch \/ Meter)<\/strong> \u2014 Twist level applied to the yarn\/thread.<\/li>\n\n\n\n
                                          • Tenacity \/ Tensile Strength<\/strong> \u2014 Load at break normalized by linear density \/ absolute; key performance measure.<\/li>\n\n\n\n
                                          • Elongation at Break<\/strong> \u2014 % extension at failure; critical for seam performance.<\/li>\n\n\n\n
                                          • Coefficient of Friction (CoF)<\/strong> \u2014 Sliding resistance; strong driver of needle heat and sewability.<\/li>\n\n\n\n
                                          • Lube Pickup (%)<\/strong> \u2014 Mass of finish taken up by the thread; affects CoF and handling.<\/li>\n\n\n\n
                                          • Hairiness<\/strong> \u2014 Surface fibers protrusion; impacts appearance, friction, and linting.<\/li>\n\n\n\n
                                          • Moisture Regain<\/strong> \u2014 % moisture absorbed under standard conditions; affects weight and dyeing.<\/li>\n\n\n\n
                                          • Core-Spun<\/strong> \u2014 Filament core (e.g., polyester) wrapped by staple fibers (e.g., cotton) for strength\/handle.<\/li>\n\n\n\n
                                          • Ply<\/strong> \u2014 Number of combined ends (e.g., 2-ply, 3-ply).<\/li>\n\n\n\n
                                          • Package Types<\/strong> \u2014 Cones, tubes, king spools, cops; defined by geometry and capacity.<\/li>\n<\/ul>\n\n\n\n
                                            <\/div>\n\n\n\n

                                            Compliance, Safety & Sustainability<\/h3>\n\n\n\n
                                              \n
                                            • REACH \/ RoHS<\/strong> \u2014 EU regulations controlling chemicals and hazardous substances.<\/li>\n\n\n\n
                                            • ZDHC<\/strong> \u2014 Zero Discharge of Hazardous Chemicals program\/guidelines.<\/li>\n\n\n\n
                                            • MSDS \/ SDS<\/strong> \u2014 (Material) Safety Data Sheet for chemicals used in production.<\/li>\n\n\n\n
                                            • Higg Index<\/strong> \u2014 Tools to measure sustainability performance (facilities\/materials).<\/li>\n\n\n\n
                                            • EHS<\/strong> \u2014 Environment, Health & Safety; regulatory and internal standards.<\/li>\n\n\n\n
                                            • Traceability<\/strong> \u2014 Ability to track materials, parameters, and lots through the value stream.<\/li>\n<\/ul>\n\n\n\n
                                              <\/div>\n\n\n\n

                                              Cross-Site & Global Operations<\/h3>\n\n\n\n
                                                \n
                                              • Master Recipe \/ Golden Batch<\/strong> \u2014 Harmonized, validated process parameters used as cross-plant standard.<\/li>\n\n\n\n
                                              • Process Window<\/strong> \u2014 Approved parameter ranges guaranteeing capability (e.g., temp, time, tension).<\/li>\n\n\n\n
                                              • Tech Transfer<\/strong> \u2014 Structured replication of a process\/cell to another site (documents, training, run-at-rate).<\/li>\n\n\n\n
                                              • Run at Rate (R@R)<\/strong> \u2014 Verified production at the required volume and quality before release.<\/li>\n\n\n\n
                                              • Obeya<\/strong> \u2014 Large visual management room for cross-functional coordination and problem-solving. <\/li>\n\n\n\n
                                              • A3<\/strong> \u2014 Structured problem-solving\/reporting method on a single A3 page.<\/li>\n<\/ul>\n\n\n\n
                                                <\/div>\n","protected":false},"excerpt":{"rendered":"

                                                By organizing resources into independent, self-sufficient cells aligned to product families, cellular manufacturing delivers faster flow, lower waste, and higher flexibility\u2014particularly valuable where products are varied but share common processing routes.<\/p>\n","protected":false},"author":3,"featured_media":1394,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"wp-custom-template-nugget","format":[15,13],"meta":{"_acf_changed":false,"iawp_total_views":29,"footnotes":""},"categories":[1],"tags":[],"nugget":[30],"uk":[20],"region":[19],"target_audience":[8],"ppma_author":[24],"class_list":["post-842","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-allgemein","format-presentation","format-text-document","nugget-ln-005","uk-operational-excellence-opex","region-uk","target_audience-all-employees"],"acf":[],"authors":[{"term_id":24,"user_id":3,"is_guest":0,"slug":"tutor-moon","display_name":"MOON TUTOR","avatar_url":{"url":"https:\/\/www.amann.education\/wp-content\/uploads\/2026\/04\/star.svg","url2x":"https:\/\/www.amann.education\/wp-content\/uploads\/2026\/04\/star.svg"},"author_category":"1","exclude_author":"","first_name":"MOON","last_name":"TUTOR","user_url":"https:\/\/www.amann.education","job_title":"","description":""}],"_links":{"self":[{"href":"https:\/\/www.amann.education\/index.php?rest_route=\/wp\/v2\/posts\/842","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.amann.education\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.amann.education\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=842"}],"version-history":[{"count":1,"href":"https:\/\/www.amann.education\/index.php?rest_route=\/wp\/v2\/posts\/842\/revisions"}],"predecessor-version":[{"id":2149,"href":"https:\/\/www.amann.education\/index.php?rest_route=\/wp\/v2\/posts\/842\/revisions\/2149"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=\/wp\/v2\/media\/1394"}],"wp:attachment":[{"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=842"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=842"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=842"},{"taxonomy":"format","embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Fformat&post=842"},{"taxonomy":"nugget","embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Fnugget&post=842"},{"taxonomy":"uk","embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Fuk&post=842"},{"taxonomy":"region","embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Fregion&post=842"},{"taxonomy":"target_audience","embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Ftarget_audience&post=842"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.amann.education\/index.php?rest_route=%2Fwp%2Fv2%2Fppma_author&post=842"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}