{"id":42814,"date":"2021-09-20T08:42:00","date_gmt":"2021-09-20T08:42:00","guid":{"rendered":"https:\/\/kepner-tregoe.com\/about\/case-studies\/needle-in-a-haystack\/"},"modified":"2025-07-24T14:47:59","modified_gmt":"2025-07-24T14:47:59","slug":"needle-in-a-haystack","status":"publish","type":"client-success-story","link":"https:\/\/kepner-tregoe.com\/zh-hans\/about\/client-success-stories\/needle-in-a-haystack\/","title":{"rendered":"Needle in a Haystack. Finding Root Cause Saves \u20ac2.8 Million"},"content":{"rendered":"<h2><\/h2>\n<h2><\/h2>\n<h3>Client<\/h3>\n<p>Siemens is one of the world\u2019s largest electrical engineering and electronics companies.<\/p>\n<h3>Challenge<\/h3>\n<p>At a Siemens plant that produces custom logic and memory chips, a corrosion problem occasionally developed on aluminum interconnects, and chips had to be discarded. For ten years\u2014since production first began\u2014the problem resurfaced every few months but defied resolution. Customers had to wait while the plant produced the chips again. The complexity of production and the elusiveness of the problem made finding the cause similar to finding a needle in a haystack. Production involved over 4,000 people and 400 different steps; complicated by a problem that occurred infrequently and disappeared during testing.<\/p>\n<h3>Solution<\/h3>\n<p>A cross-functional team drawn from various departments tackled the problem again, this time using KT Problem Solving and Decision Making processes. With Situation Appraisal, the team was able to sort concerns, break issues into workable pieces, and set priorities. After agreeing that \u201cpitting corrosion on the interconnects\u201d was the highest priority concern, the team used KT Problem Analysis to evaluate data, develop the most plausible hypothesis, test it, and conclude that water was causing corrosion when it was added during production. Using Decision Analysis and Potential Problem Analysis the team settled on the best corrective action. Going against industry standards, the team decided to remove a series of corrosion containment steps that included a water rinse. The very steps implemented to prevent the corrosion were the root cause of it.<\/p>\n<h3>Result<\/h3>\n<p>The corrective action proved to be 100% effective, and production was converted to the new process. Eliminating the faulty steps reduced material costs by \u20ac108,000. More important, production delays disappeared, customer satisfaction improved, and Siemens saved \u20ac2.8 million in losses due to defects.<\/p>\n<h3>Scorecard<\/h3>\n<ul>\n<li>Saved \u20ac2.8 million in annual losses due to defects<\/li>\n<li>Saved \u20ac108,000 in annual material costs<\/li>\n<li>Solved a complex, recurring problem<\/li>\n<li>Improved customer service<\/li>\n<\/ul>\n","protected":false},"author":8,"featured_media":6371,"template":"","client-success-story-category":[279,284],"class_list":["post-42814","client-success-story","type-client-success-story","status-publish","has-post-thumbnail","hentry","client-success-story-category-manufacturing","client-success-story-category-semiconductors"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Needle in a Haystack. Finding Root Cause Saves \u20ac2.8 Million - Kepner-Tregoe<\/title>\n<meta name=\"description\" content=\"Client Siemens is one of the world\u2019s largest electrical engineering and electronics companies. Challenge At a Siemens plant that produces custom logic and\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kepner-tregoe.com\/zh-hans\/about\/client-success-stories\/needle-in-a-haystack\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Needle in a Haystack. Finding Root Cause Saves \u20ac2.8 Million\" \/>\n<meta property=\"og:description\" content=\"Client Siemens is one of the world\u2019s largest electrical engineering and electronics companies. 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