{"id":53446,"date":"2025-05-12T09:02:16","date_gmt":"2025-05-12T08:02:16","guid":{"rendered":"https:\/\/manufacturing-today.com\/?p=53446"},"modified":"2025-06-10T08:18:07","modified_gmt":"2025-06-10T07:18:07","slug":"from-data-overload-to-operational-intelligence-how-semiconductor-manufacturers-are-connecting-the-dots","status":"publish","type":"post","link":"https:\/\/manufacturing-today.com\/news\/from-data-overload-to-operational-intelligence-how-semiconductor-manufacturers-are-connecting-the-dots\/","title":{"rendered":"From data overload to operational intelligence: How semiconductor manufacturers are connecting the dots"},"content":{"rendered":"<p><span data-contrast=\"auto\">Semiconductor fabrication facilities generate a staggering volume and variety of data, from sensor streams and metrology reports to test logs and process diagnostics. Yet much of this data remains trapped in silos, preventing engineers from acting quickly when quality, yield, or performance issues arise.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">In this article, we\u2019ll explore how analyzing diverse data sources using a visual data science platform can unlock faster troubleshooting, smarter cross-functional collaboration, and continuous improvement.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h3 aria-level=\"3\"><span data-contrast=\"none\">Challenges facing semiconductor manufacturers<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-53450\" src=\"https:\/\/manufacturing-today.com\/wp-content\/uploads\/sites\/4\/2025\/05\/Spotfire-body-image-1.jpg\" alt=\"Closeup view of microprocessor assembly on circuit board. Tech equipment placing chip component. Modern manufacturing process in tech lab. Advanced manufacturing procedure. High-tech component\" width=\"450\" height=\"293\" srcset=\"https:\/\/manufacturing-today.com\/wp-content\/uploads\/sites\/4\/2025\/05\/Spotfire-body-image-1.jpg 450w, https:\/\/manufacturing-today.com\/wp-content\/uploads\/sites\/4\/2025\/05\/Spotfire-body-image-1-300x195.jpg 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/>According to a recent study by Spotfire\u00ae, a business unit of Cloud Software Group, <\/span><a href=\"https:\/\/www.spotfire.com\/press-releases\/2024\/research-finds-it-leaders-are-still-facing-challenges-when-it-comes-to-data-understanding-and-analysis\"><span data-contrast=\"none\">30 percent of global organizations lack the right internal skills to analyze data<\/span><\/a><span data-contrast=\"auto\">, while the same amount are still struggling to understand which data is relevant and useful to them.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">This is a big challenge in semiconductor manufacturing. Leading-edge semiconductor companies currently generate several petabytes of data per day. Still, they are only able to actively deal with a fraction of this data stream due to limited resources, in both tools and workforce skillsets.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">As such, manufacturers face daily challenges, such as identifying the root causes of yield loss. With thousands of wafers processed daily and millions of test data points collected, pinpointing why yield dropped, even slightly, can feel like finding a needle in a haystack. A single piece of faulty equipment, for example, can trigger widespread production issues, scrap costs, and downtime. Likewise, data silos across test, metrology, process, and equipment logs make it hard to track how early-stage variables impact final product performance.<\/span><\/p>\n<h3 aria-level=\"3\"><span data-contrast=\"none\">Turn data overload into a competitive edge<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\">Visual data science can offer the ideal solution. By combining interactive data exploration, advanced data science techniques, and AI, it is possible to unleash human expertise and creativity to accelerate insight and decision-making in complex data-driven industries like high-tech manufacturing.<\/span> <span data-contrast=\"auto\">It provides a clear and intuitive representation of complex data at speed, enabling users to slice, filter, drill, link, and explore technical data from anywhere.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Spotfire\u00ae offers a cutting-edge visual data science solution. With an AI-powered recommendations engine, Spotfire\u00ae suggests the best visuals to uncover relationships and augment analysis content and understanding for users. From custom visuals and calculations to adding updated analytics and reusing pipelines with future data, the platform makes it easier for users to understand complex information and derive insights for current and future operations and decision making.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The Spotfire\u00ae visual data science platform helps engineers quickly detect outliers, wafer patterns, and anomalies, accelerating root cause analysis from days to a matter of minutes. Analyzing historical equipment data, process logs, and real-time data allows engineers to intervene proactively, thereby avoiding unexpected breakdowns. A unified, no-code\/low-code analytics environment lets teams correlate diverse data sets, from raw materials to electrical test, enabling faster and more accurate decision-making throughout the process flow.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h3 aria-level=\"3\"><span data-contrast=\"none\">Visual data science powers the field<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright size-full wp-image-53451\" src=\"https:\/\/manufacturing-today.com\/wp-content\/uploads\/sites\/4\/2025\/05\/Spotfire-body-image-2.jpg\" alt=\"\" width=\"450\" height=\"253\" srcset=\"https:\/\/manufacturing-today.com\/wp-content\/uploads\/sites\/4\/2025\/05\/Spotfire-body-image-2.jpg 450w, https:\/\/manufacturing-today.com\/wp-content\/uploads\/sites\/4\/2025\/05\/Spotfire-body-image-2-300x169.jpg 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/>Visual data science meets engineers where they are, empowering people in the field to make decisions with one click. Unlike traditional BI tools that lack the power needed for engineers, visual data science offers the latest in data science and statistical analysis while being more flexible and easier to use than specialist tools.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">By combining visualizations and advanced analytics, engineers can find industry-specific solutions that the human mind or computers can\u2019t solve alone, enabling them to use their own experience and understanding to see what\u2019s happening in data quickly.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Visual data uncovers hidden insights, enabling production issues to be addressed and product quality improved. It can predict equipment failures and maintenance needs, based on historical data, to reduce unexpected breakdowns, extend equipment life, and decrease maintenance costs, thereby maximizing factory uptime and increasing operational efficiency.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Users can rapidly identify and adjust to operational needs, enabling the sharing of insights across the organization and fostering better teamwork and cross-functional collaboration.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Visual data facilitates product development, supports strategic planning, and improves operational decisions. Advanced functionality includes connectivity to real-time systems and analysis, integration of structured, semi-structured, and unstructured data, no-code\/low-code transformation tools, interactive drilldowns, and wafer visualizations.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Thanks to faster root cause analysis and quicker time-to-insight, the <a href=\"https:\/\/www.spotfire.com\/solutions\/semiconductors\"><strong>Spotfire\u00ae visual data science platform<\/strong><\/a> delivers real business impact.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Discover the data advantage today.<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><b><span data-contrast=\"auto\">\u00a0<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Article sponsored by Spotfire\u00ae<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p style=\"text-align: center;\"><div id=\"manuf-3786440997\" style=\"margin-top: 5px;margin-right: 5px;margin-bottom: 5px;margin-left: 5px;\"><a data-no-instant=\"1\" href=\"https:\/\/www.spotfire.com\/press-releases\/2024\/research-finds-it-leaders-are-still-facing-challenges-when-it-comes-to-data-understanding-and-analysis\" rel=\"noopener\" class=\"adv-link\" target=\"_blank\" aria-label=\"Spotfire logo\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/manufacturing-today.com\/wp-content\/uploads\/sites\/4\/2025\/05\/Spotfire-logo.png\" alt=\"\"  srcset=\"https:\/\/manufacturing-today.com\/wp-content\/uploads\/sites\/4\/2025\/05\/Spotfire-logo.png 750w, https:\/\/manufacturing-today.com\/wp-content\/uploads\/sites\/4\/2025\/05\/Spotfire-logo-300x82.png 300w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" width=\"750\" height=\"206\"   \/><\/a><\/div><\/p>\n<p><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Semiconductor fabrication facilities generate a staggering volume and variety of data, from sensor streams and metrology reports to test logs<\/p>\n","protected":false},"author":6,"featured_media":53447,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[694,685],"tags":[2238,3612,3613,18],"class_list":["post-53446","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-exclusive-feature","category-technology","tag-semiconductor","tag-spotfire","tag-cloud-software-group","tag-data"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ 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