{"id":226958,"date":"2023-02-21T17:15:14","date_gmt":"2023-02-21T22:15:14","guid":{"rendered":"https:\/\/www.sightline.com\/?p=226958"},"modified":"2025-11-21T11:29:46","modified_gmt":"2025-11-21T16:29:46","slug":"reducing-variability-and-waste-with-centerlining","status":"publish","type":"post","link":"https:\/\/www.sightline.com\/reducing-variability-and-waste-with-centerlining\/blogs\/","title":{"rendered":"Reduce Variability &#038; Waste: Improving Manufacturing Processes with Centerlining Tools"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"230\" src=\"https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency.-1024x230.png\" alt=\"Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency.\" class=\"wp-image-226959\" srcset=\"https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency.-1024x230.png 1024w, https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency.-300x67.png 300w, https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency.-768x172.png 768w, https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency.-18x4.png 18w, https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency.-1080x242.png 1080w, https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency.-980x220.png 980w, https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency.-480x108.png 480w, https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency..png 1115w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Throughout a typical workday in a manufacturing plant, employees who oversee production processes spend much of their time problem-solving. They continuously look for more efficient ways to mitigate unexpected challenges, such as power outages, equipment breakdowns, or production capacity constraints.\u00a0In many instances, plant workers tackle problems with an ongoing, underlying cause\u2014fixing the symptoms without solving the true issue. Manufacturing companies don\u2019t drill down into the details and uncover the root cause of the issue, which may save operators time at the moment but will also cost more money in the long run. There are other ways to improve manufacturing such as centerlining. <\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignleft size-full\"><a href=\"https:\/\/www.sightline.com\/digital-technology-centerlining-manufacturing\/blogs\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/www.sightline.com\/wp-content\/uploads\/Leverage-difital-data-analytics-technology-for-effective-centerlining.png\" alt=\"Leverage digital data analytics technology for effective centerlining\" class=\"wp-image-226960\" srcset=\"https:\/\/www.sightline.com\/wp-content\/uploads\/Leverage-difital-data-analytics-technology-for-effective-centerlining.png 300w, https:\/\/www.sightline.com\/wp-content\/uploads\/Leverage-difital-data-analytics-technology-for-effective-centerlining-14x12.png 14w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/figure>\n<\/div>\n\n\n<p>This MacGyver-style \u201cfixing\u201d\u2014using bubblegum and rubber bands to patch things up temporarily\u2014does not ensure sustainable success or efficiency. An ad-hoc approach to plant production processes will not do and contributes to increased process variability and wasted materials. Ongoing disturbances to supply and demand cast light on manufacturing operations that are ineffective. In a classic bullwhip effect, even the tiniest errors at the beginning of the supply chain will compound and create more significant problems down the line. Manufacturers must find ways to double down on their supply chains to maximize their processes.<\/p>\n\n\n\n<p>Leveraging <a href=\"https:\/\/www.sightline.com\/digital-technology-centerlining-manufacturing\/blogs\/\" target=\"_blank\" rel=\"noreferrer noopener\">digital tools<\/a>, like machine learning for anomaly detection, makes plants more responsive and resilient. Data-backed centerline manufacturing approaches are crucial for a plant\u2019s success.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-is-centerlining\"><strong>What is Centerlining?<\/strong><\/h2>\n\n\n\n<p>Centerlining is an approach to optimize machine efficiency and reduce process variability in manufacturing. This allows plant operators and managers to find their secret sauce\u2014their golden batch\u2014for production.<\/p>\n\n\n\n<p>Manufacturing processes must continually meet a demanded outcome. This can be a product\u2019s physical framework, such as its stiffness or length. Plants must also meet output parameters, including timing, temperatures, and other trackable KPIs.&nbsp;<\/p>\n\n\n\n<p>These output parameters are constantly fluctuating. Centerline supply strategies ensure consistent manufacturing processes while allowing flexibility to deal with fluctuations and external influences. The goal is to keep all parameters within the determined tolerance range. Thus, the plant operates at full, efficient capacity.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is Process Capability?<\/strong><\/h2>\n\n\n\n<p>Manufacturers use a KPI called process capability to measure how well their processes are centerlined. Process capability is the consistency and repeatability of a manufacturer\u2019s processes relative to consumer requirements in terms of specification limitations of product parameters. Process capability measurements hold plant operators accountable and objectively determine if production goals are being met or not.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Understanding Centerlining Processes<\/strong><\/h2>\n\n\n\n<p>While processes differ from plant to plant, traditional centerlining processes involve four key steps:&nbsp;<\/p>\n\n\n\n<p>1. Identifying the essential process variables<\/p>\n\n\n\n<p>2. Determining the best ranges and settings for these variables<\/p>\n\n\n\n<p>3. Determining how these variables will affect production processes<\/p>\n\n\n\n<p>4. Ensuring the implementation of centerlining settings&nbsp;<\/p>\n\n\n\n<p>To help you better understand the centerlining process, let\u2019s look at the process of centerlining an item you may be more familiar with, such as the goal of making a cup of tea every morning that consistently tastes the same. The first step you\u2019d take is to determine what variables affect the tea\u2019s taste, such as the brand of tea and the amount of water in which you steep the bag.&nbsp;<\/p>\n\n\n\n<p>Once you make your list of variables, you\u2019ll need to understand the effect each one has. You might try different brands, add various amounts of sugar, and conduct taste tests.&nbsp;<\/p>\n\n\n\n<p>Variables will interact differently, even during a process as simple as making the perfect cup of tea. For instance, Brand A might make the best cup with 1.5 cups of water, while Brand B will taste great with just one cup of water. To ensure you\u2019re consistently making great-tasting tea, you should use a statistical method to analyze the results most effectively. This ensures you\u2019re centerlining the optimal combination of process settings to reduce the amount of time and taste tests.&nbsp;<\/p>\n\n\n\n<p>After creating the best processes to make the best-tasting cup, you\u2019ll need to develop a detailed \u201crecipe.\u201d This recipe would include all the measurements and processes used to ensure you\u2019ll easily make flavorful tea every morning.<\/p>\n\n\n\n<p>Everyone else in your family should be able to follow your recipe to make the same decadent drink.<\/p>\n\n\n\n<p>As manufacturing plant operators, you only wish true centerlining was as simple. Centerlining in manufacturing has to consider several dozen factors, if not more, such as raw material makeup, energy input and output, manual process efficiency, conveyor belt backups, storage tank integrity, and more. <\/p>\n\n\n\n<p>The use of traditional methods to improve centerlining allows your competitors and their processes streamlined by digital tools to outpace you.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.sightline.com\/resources\/#casestudies\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"230\" src=\"https:\/\/www.sightline.com\/wp-content\/uploads\/Check-out-the-Sightline-resource-center-1024x230.png\" alt=\"Check out the Sightline resource center!\" class=\"wp-image-226961\" srcset=\"https:\/\/www.sightline.com\/wp-content\/uploads\/Check-out-the-Sightline-resource-center-1024x230.png 1024w, https:\/\/www.sightline.com\/wp-content\/uploads\/Check-out-the-Sightline-resource-center-300x67.png 300w, https:\/\/www.sightline.com\/wp-content\/uploads\/Check-out-the-Sightline-resource-center-768x172.png 768w, https:\/\/www.sightline.com\/wp-content\/uploads\/Check-out-the-Sightline-resource-center-18x4.png 18w, https:\/\/www.sightline.com\/wp-content\/uploads\/Check-out-the-Sightline-resource-center-1080x242.png 1080w, https:\/\/www.sightline.com\/wp-content\/uploads\/Check-out-the-Sightline-resource-center-980x220.png 980w, https:\/\/www.sightline.com\/wp-content\/uploads\/Check-out-the-Sightline-resource-center-480x108.png 480w, https:\/\/www.sightline.com\/wp-content\/uploads\/Check-out-the-Sightline-resource-center.png 1115w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Problems with Using Traditional Centerlining Tools and Methodologies<\/strong><\/h2>\n\n\n\n<p>Taking a manual approach to centerlining your tea-making process could take hours. This would make you late to work for days on end and cost you your job.<\/p>\n\n\n\n<p>In the same sense, manufacturers don\u2019t have absorbent amounts of time to ensure they are meeting supply demands. Manual sampling throughout the production process to measure overall efficiency and human error allows for large variations in production \u201crecipes\u201d\u2014making it nearly impossible to achieve optimal centerlined processes.<\/p>\n\n\n\n<p>With traditional centerlining methods, machine setup information and adjustments are typically documented and printed on paper. This bottlenecks the improvement process as most employees won\u2019t spend their days sifting through piles of paperwork, calculating data, and drawing conclusions on what this means. Thus, data goes unused, and inefficiencies continue.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Inconsistent Centerlining and Its Impact on the Bottom Line<\/strong><\/h2>\n\n\n\n<p>While many manufacturing companies strive to achieve perfect centerlining, there are a few factors that come into play that can create an environment for inconsistent centerlining\u2014traditional and manual centerlining methods being the biggest culprit. Incorrectly identifying the key centerline variables, establishing too large or too little of a variable range, and restricted access to clearly presented data can also halt the centerlining process.<\/p>\n\n\n\n<p>Without consistent and accurate centerlining efforts, the following may occur:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Decreased product quality<\/li>\n\n\n\n<li>Slowed production<\/li>\n\n\n\n<li>Downtime upticks<\/li>\n\n\n\n<li>Increased waste<\/li>\n\n\n\n<li>Higher costs<\/li>\n\n\n\n<li>Downtrends in revenue<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong><strong>Improving Manufacturing Centerlining with Digital Tools and Data Analytics<\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p>Manufacturers can optimize their centerlining processes by leveraging digital tools and <a href=\"https:\/\/www.sightline.com\/data-analysis-iiot-systems-guide\/blogs\/\" target=\"_blank\" rel=\"noreferrer noopener\">data analytics<\/a>.&nbsp;<\/p>\n\n\n\n<p>Instead of manually recording data and then storing it away in boxes, never to be seen again, manufacturers can collect operational data directly from their equipment with no manual work needed. This data is accurate and free of human errors.<\/p>\n\n\n\n<p>Additionally, the data is readily accessible and compiled into visual representations, making it easier for plant operators, data analysts, and floor managers to use the data and implement immediate improvements.<\/p>\n\n\n\n<p>Digital tools don\u2019t only automate and improve slow and ineffective measure processes, but they also use historical and real-time data along with smart algorithms to predict future occurrences, capacities, forecasts, and more.<\/p>\n\n\n\n<p>Centerlining in your manufacturing facility has never been more effortless than it will be with data analytics tools, making your golden batch well within reach.<\/p>\n\n\n\n<p>Say \u201cGoodbye\u201d to variability outside your set tolerances and get ready to decrease wasted materials significantly.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Easily Centerline Manufacturing Processes with Sightline EDM<\/strong><\/h2>\n\n\n\n<p>Sightline EDM leverages machine learning, historical analytics, and <a href=\"https:\/\/www.sightline.com\/harnessing-predictive-analytics-for-iiot-systems\/blogs\/\" target=\"_blank\" rel=\"noreferrer noopener\">predictive analytics<\/a> to help manufacturers get to the root cause of problems while mitigating potential issues that might happen down the road.<\/p>\n\n\n\n<p>Manufacturers implementing <a href=\"https:\/\/www.sightline.com\/building-data-analytics-strategy\/blogs\/\" target=\"_blank\" rel=\"noreferrer noopener\">data analytics strategies<\/a> ensure they\u2019re optimizing processes\u2014or brewing the perfect cup of tea\u2014every day.<\/p>\n\n\n\n<p>With Sightline EDM\u2019s powerful data visualization and analytics tool, plant operators and floor managers access real-time data from machines. They then use this data to not only identify the key variable, create accurate variable limits, and quickly evaluate the effects of the variable, but they also use the EDM platform to gather historical, current, and predicted data that allows continuous centerlining improvement to occur.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Client Results from Sightline EDM Use in Centerlining Processes<\/strong><\/h2>\n\n\n\n<p>Sightline EDM allows manufacturers to truly <a href=\"https:\/\/www.sightline.com\/industrialsystems\/\" target=\"_blank\" rel=\"noreferrer noopener\">harness the power of their data.<\/a> With simple integration into existing systems, your operations will experience endless benefits such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Access to one easy-to-use dashboard that allows all employees to drill down into machine operation details<\/li>\n\n\n\n<li>Customizable alerts to issues and anomalies so plant operators can react quickly<\/li>\n\n\n\n<li>Real-time predictive analytics to determine machine downtime and productivity caps before they occur<\/li>\n<\/ul>\n\n\n\n<p>Our powerful, out-of-the-box technology has already saved clients millions of dollars by eliminating wasted resources, increasing labor productivity, and streamlining machine inefficiencies.<\/p>\n\n\n\n<p>Food manufacturer Renwood Mills used digital data analytics tools on one of their lines to test the efficiency advanced data analytics had centerlining their manufacturing processes and <a href=\"https:\/\/www.sightline.com\/renwood-use-case\/iiot-case-studies\/\" target=\"_blank\" rel=\"noreferrer noopener\">realized savings of $100,000.<\/a><\/p>\n\n\n\n<p>An automotive manufacturer used digital data analytics tools to identify process improvement for a paint line resulting in <a href=\"https:\/\/www.sightline.com\/resources\/#casestudies\" target=\"_blank\" rel=\"noreferrer noopener\">$2 million of savings in a year.<\/a><\/p>\n\n\n\n<p>Using digital advanced analytics tools to create effective and efficient centerlining practices in manufacturing is no longer an option. It\u2019s vital to save money and time and to find the perfect \u201crecipe\u201d for the ultimate golden batch.Discover how Sightline EDM helps your plant employees with centerlining manufacturing. <a href=\"https:\/\/www.sightline.com\/about\/#contact\" target=\"_blank\" rel=\"noreferrer noopener\">Schedule your free consultation<\/a> with our process manufacturing experts today.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.sightline.com\/about\/#contact\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"230\" src=\"https:\/\/www.sightline.com\/wp-content\/uploads\/Turn-time-stamped-data-into-actionable-insights-1024x230.png\" alt=\"Turn time-stamped data into actionable insights\" class=\"wp-image-226962\" srcset=\"https:\/\/www.sightline.com\/wp-content\/uploads\/Turn-time-stamped-data-into-actionable-insights-1024x230.png 1024w, https:\/\/www.sightline.com\/wp-content\/uploads\/Turn-time-stamped-data-into-actionable-insights-300x67.png 300w, https:\/\/www.sightline.com\/wp-content\/uploads\/Turn-time-stamped-data-into-actionable-insights-768x172.png 768w, https:\/\/www.sightline.com\/wp-content\/uploads\/Turn-time-stamped-data-into-actionable-insights-18x4.png 18w, https:\/\/www.sightline.com\/wp-content\/uploads\/Turn-time-stamped-data-into-actionable-insights-1080x242.png 1080w, https:\/\/www.sightline.com\/wp-content\/uploads\/Turn-time-stamped-data-into-actionable-insights-980x220.png 980w, https:\/\/www.sightline.com\/wp-content\/uploads\/Turn-time-stamped-data-into-actionable-insights-480x108.png 480w, https:\/\/www.sightline.com\/wp-content\/uploads\/Turn-time-stamped-data-into-actionable-insights.png 1115w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"What is centerlining in manufacturing?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Centerlining is an approach to optimize machine efficiency and reduce process variability in manufacturing. This allows plant operators and managers to find their secret sauce\u2014their golden batch\u2014to production.\"}},{\"@type\":\"Question\",\"name\":\"How do you centerline?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Taking a manual approach to centerlining is a waste of time, money, and efforts. Manufacturers can instead optimize their centerlining processes by leveraging digital tools and data analytics. Instead of manually recording data and then storing it away in boxes never to be seen again, manufacturers can collect operational data directly from their equipment with no manual work needed. This data is accurate and free of human errors. 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They continuously look for more efficient ways to mitigate unexpected challenges, such as power outages, equipment breakdowns, or production capacity constraints.\u00a0In many instances, plant workers tackle problems with an ongoing, underlying cause\u2014fixing the symptoms without solving&hellip;<\/p>\n","protected":false},"author":30,"featured_media":226959,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[4032,3945],"tags":[],"class_list":["post-226958","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogs","category-use-cases"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.5 (Yoast SEO v27.1.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Maximize Centerlining Manufacturing Processes | Sightline<\/title>\n<meta name=\"description\" content=\"Discover how digital tools and Sightine\u2019s powerful data analytics can improve manufacturer centerlining processes and maximize efficiency.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sightline.com\/reducing-variability-and-waste-with-centerlining\/use-cases\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Maximize Centerlining Manufacturing Processes | Sightline\" \/>\n<meta property=\"og:description\" content=\"Discover how digital tools and Sightine\u2019s powerful data analytics can improve manufacturer centerlining processes, reduce variability, and maximize efficiency.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.sightline.com\/reducing-variability-and-waste-with-centerlining\/use-cases\/\" \/>\n<meta property=\"og:site_name\" content=\"Sightline Systems: Monitoring and Analytics to Optimize Your Business\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sightlinesystem\/\" \/>\n<meta property=\"article:published_time\" content=\"2023-02-21T22:15:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-21T16:29:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.sightline.com\/wp-content\/uploads\/Manufacturers-can-use-digital-tools-to-improve-centerlining-and-optimize-efficiency..png\" \/>\n\t<meta property=\"og:image:width\" content=\"1115\" \/>\n\t<meta property=\"og:image:height\" content=\"250\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Brandon Witte\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Maximize Centerlining Manufacturing Processes | Sightline\" \/>\n<meta name=\"twitter:description\" content=\"Discover how digital tools and Sightine\u2019s powerful data analytics can improve manufacturer centerlining processes, reduce variability, and maximize efficiency.\" \/>\n<meta name=\"twitter:creator\" content=\"@sightlinesystem\" \/>\n<meta name=\"twitter:site\" content=\"@sightlinesystem\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"TechArticle\",\"@id\":\"https:\/\/www.sightline.com\/reducing-variability-and-waste-with-centerlining\/use-cases\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.sightline.com\/reducing-variability-and-waste-with-centerlining\/use-cases\/\"},\"author\":{\"name\":\"Brandon Witte\",\"@id\":\"https:\/\/www.sightline.com\/#\/schema\/person\/0c390a1013473189a5daedf986f54649\"},\"headline\":\"Reduce Variability &#038; 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