{"id":70347,"date":"2026-05-21T17:32:23","date_gmt":"2026-05-21T20:32:23","guid":{"rendered":"https:\/\/actiosoftware.com\/?p=70347"},"modified":"2026-05-21T17:32:24","modified_gmt":"2026-05-21T20:32:24","slug":"statistical-process-control","status":"publish","type":"post","link":"https:\/\/actiosoftware.com\/en\/blog\/controle-estatistico-de-processo\/","title":{"rendered":"Statistical Process Control: How to Apply SPC to Operational and Strategic Management\u00a0"},"content":{"rendered":"<p>Actio\u2019s&nbsp;<strong>Statistical Process Control<\/strong>&nbsp;it has become an essential management tool, focused on predictability, risk reduction, and continuous process improvement.&nbsp;<\/p>\n\n\n\n<p>In many corporate environments, SPC, as statistical process control is also known, helps much more than just a company's processes, but also in decision-making and in&nbsp;<strong>Prioritization of actions<\/strong>.&nbsp;<\/p>\n\n\n\n<p>Throughout this article, we will delve into how CEP can be applied to companies that already understand its basic concept but need to evolve from isolated statistical analysis to an integrated management model.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-o-que-e-controle-estatistico-de-processo-na-gestao-corporativa-nbsp\">What is statistical process control in corporate management?&nbsp;<\/h2>\n\n\n\n<p>Statistical Process Control<strong>&nbsp;is the use of methods that monitor behavior<\/strong>&nbsp;of a process over time, identifying patterns and differentiating oscillations that require intervention.&nbsp;<\/p>\n\n\n\n<p>It is worth mentioning that the process always varies, so the role of the CEP is to help understand if this variation belongs to an expected system behavior or if it indicates a cause that needs to be investigated.&nbsp;<\/p>\n\n\n\n<p>Actio\u2019s&nbsp;<a href=\"https:\/\/www.nist.gov\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>National Institute of Standards and Technology<\/strong><\/a><strong>&nbsp;<\/strong>Control charts are used to routinely monitor quality and can track one or more process characteristics.&nbsp;&nbsp;<\/p>\n\n\n\n<p>From the&nbsp;<a href=\"https:\/\/actiosoftware.com\/en\/blog\/big-data-analytics-transform-data-performance\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>comparison of collected data<\/strong><\/a>&nbsp;and control limits, it becomes possible to assess whether the observed behavior remains compatible with the expected variation.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-por-que-o-controle-estatistico-de-processo-se-tornou-uma-disciplina-estrategica-nbsp\">Why has statistical process control become a strategic discipline?&nbsp;<\/h3>\n\n\n\n<p>CEP, or strategic process control, gained strategic relevance when companies understood that&nbsp;<strong>can no longer depend on periodic audits<\/strong>&nbsp;and specific analyses.&nbsp;<\/p>\n\n\n\n<p>In markets like today's, the sooner you anticipate instability, the better.&nbsp;<\/p>\n\n\n\n<p>This evolution directly dialogues with the&nbsp;<a href=\"https:\/\/www.iso.org\/home\/insights-news\/resources\/iso-9001-explained.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>ISO 9001<\/strong><\/a>, which positions quality management around the customer, continuously improving processes.&nbsp;<\/p>\n\n\n\n<p>When combined with ISO 31000, the standard&nbsp;<strong>Provide principles and structures<\/strong>&nbsp;to manage risk and, applied to CEP, this perspective allows for the analysis of variability not just as a technical issue, but as a sign of operational exposure.&nbsp;<\/p>\n\n\n\n<p>Therefore, when CEP is integrated into corporate governance, it ceases to be an instrument restricted to quality engineering and begins to support executive decisions on stability, efficiency, and operational continuity.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-para-que-serve-o-controle-estatistico-de-processo-na-pratica-nbsp\">What is the practical purpose of Statistical Process Control?&nbsp;<\/h2>\n\n\n\n<p>Statistical process control is used to transform operational data into reliable management information.&nbsp;<\/p>\n\n\n\n<p>In other words, instead of collecting average monthly data or cumulative targets, the company can observe the stability of the process as a whole, knowing exactly the best time to act.&nbsp;<\/p>\n\n\n\n<p>In this context, the CEP helps leadership avoid the so-called \u201c<em>tampering<\/em>\u201dThe habit of adjusting stable processes from normal oscillations. This behavior can increase variability instead of reducing it.&nbsp;&nbsp;<\/p>\n\n\n\n<p>On the other hand, when a special cause appears, the lack of response can allow the deviation to widen and generate impacts on cost, quality, deadline, safety, or customer satisfaction.&nbsp;<\/p>\n\n\n\n<p>With this, we can say that statistical process control is used to&nbsp;<strong>increase operational predictability<\/strong>&nbsp;and assist in decision-making, based on concrete evidence.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-quais-indicadores-devem-ser-monitorados-no-cep-nbsp\">Which indicators should be monitored in the CEP?&nbsp;<\/h2>\n\n\n\n<p>The selection of indicators to be monitored in CEP<strong>&nbsp;varies depending on the market and criticality<\/strong>&nbsp;of the process, as well as the amount of risk and value they represent to the business.&nbsp;<\/p>\n\n\n\n<p>At the executive level, good&nbsp;<a href=\"https:\/\/actiosoftware.com\/en\/blog\/how-to-choose-software-for-indicator-management\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>indicators to manage<\/strong><\/a>&nbsp;within the CEP there are usually five characteristics:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>They are consistently measurable.;\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>They have a clear relationship with performance;\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u00a0They have sufficient frequency to detect variations;\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>They have defined responsibilities;\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>They can be linked to financial, operational, or strategic impacts.\u00a0<\/li>\n<\/ul>\n\n\n\n<p>In the industry, these indicators can be different, including defect rate, rework, yield, and variations, for example.&nbsp;<\/p>\n\n\n\n<p>Therefore, there's no discussion about transforming the CEP into a collection of graphs, as the indicators need to be incorporated into the model only.<strong>&nbsp;if there is clarity about your presence.<\/strong>&nbsp;Otherwise, the company increases monitoring costs without increasing its response capacity.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-controle-estatistico-de-processo-no-excel-quando-funciona-e-quando-deixa-de-ser-suficiente-nbsp\">Statistical process control in Excel: when it works and when it's no longer sufficient&nbsp;<\/h2>\n\n\n\n<p>Using Statistical Process Control in Excel can be useful depending on the company's maturity, but only when the process is in its early stages or with a small team.&nbsp;<\/p>\n\n\n\n<p>Large and medium-sized companies seeking to implement CEP find Excel a&nbsp;<strong>unintuitive environment<\/strong>, but more time-consuming and with little traceability.&nbsp;<\/p>\n\n\n\n<p>This causes many companies to implement the program at first, but they soon find the need to migrate to more modern and comprehensive software, which feeds data automatically and allows for a greater history.&nbsp;<\/p>\n\n\n\n<p>And the problem isn't the spreadsheet, but how that infrastructure becomes limited in many cases.&nbsp;<\/p>\n\n\n\n<p>While the programs of&nbsp;<strong>Process Management<\/strong>, like that of Actio, allows the CEP to be integrated on different fronts and helps to structure actions, spreadsheets are merely fed with data.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-como-conectar-cep-gestao-de-riscos-e-melhoria-continua-nbsp\">How to connect corporate performance management (CPM), risk management, and continuous improvement?&nbsp;<\/h2>\n\n\n\n<p>The integration between CEP and risk management begins as a signal of exposure. That is, when an unstable process can generate a bottleneck, accident, or SLA breach.&nbsp;<\/p>\n\n\n\n<p>The&nbsp;<strong>ISO 31000<\/strong>&nbsp;It reinforces that risk management should be applied to any management activity, regardless of the organization's level, being an approach adaptable to the context.&nbsp;<\/p>\n\n\n\n<p>And this logic aligns with the CEP when an indicator shows a lack of control, causing the company to evaluate not only the cause,<strong>&nbsp;but the impact that this process has&nbsp;<\/strong>in the business objectives.&nbsp;<\/p>\n\n\n\n<p>Actio\u2019s&nbsp;<a href=\"https:\/\/actiosoftware.com\/en\/blog\/iso-31000-x-coso-managing-risks-in-interconnectivity\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>COSO ERM<\/strong><\/a>, in turn, places risk management in direct relation to strategy and performance. This means that operational deviations should be analyzed according to their ability to compromise goals, initiatives, results, and risk appetite.&nbsp;<\/p>\n\n\n\n<p>All of this brings&nbsp;<a href=\"https:\/\/actiosoftware.com\/en\/blog\/business-improvements\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Continuous improvement for the company<\/strong><\/a>.&nbsp;&nbsp;<\/p>\n\n\n\n<p>If the CEP shows stability below the desired performance, the company needs to improve process capability. If it shows instability, it needs to investigate special causes. If it reveals increasing variation, it should anticipate risks.&nbsp;<\/p>\n\n\n\n<p>In all cases, management must close the loop between indicator, cause, action, and result.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-como-escalar-a-governanca-do-cep-na-organizacao-nbsp\">How to scale data governance in the organization?&nbsp;<\/h2>\n\n\n\n<p>Scaling statistical process control requires a governance model that combines statistical methodology with&nbsp;<em>,&nbsp;<\/em>and management routine. For this, the company needs to define clear roles.&nbsp;<\/p>\n\n\n\n<p>Broadly speaking, this governance can be separated into layers:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>On the first layer,\u00a0<strong>operating hours\u00a0<\/strong>monitor process indicators and react to immediate signals;\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>On Monday,\u00a0<strong>Area managers<\/strong>\u00a0analyze patterns, recurring causes, and action plans;\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>On the third<strong>, Executive leadership\u00a0<\/strong>evaluate impacts on strategic goals, corporate risks, and consolidated performance.\u00a0<\/li>\n<\/ul>\n\n\n\n<p>This architecture allows the CEP to move beyond the technical level and reach the more strategic and managerial levels of the business.&nbsp;<\/p>\n\n\n\n<p>Reducing fragmentation and allowing companies to integrate the different elements of their organization into a single model.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-como-a-nbsp-actio-nbsp-ajuda-a-transformar-cep-em-gestao-integrada-de-processos-nbsp\">How Actio helps transform process management into integrated process management&nbsp;<\/h2>\n\n\n\n<p>Actio helps companies evolve statistical process control from an isolated analysis to a&nbsp;<strong>integrated corporate management discipline.<\/strong>&nbsp;<\/p>\n\n\n\n<p>This is especially relevant because, in many organizations, the problem isn't calculating control limits, but transforming deviations into decisions, action plans, governance, and results.&nbsp;<\/p>\n\n\n\n<p>The differentiator is in connecting the full cycle:&nbsp;<\/p>\n\n\n\n<p>&nbsp;<strong>Process \u2192 Indicator \u2192 Deviation \u2192 Cause \u2192 Action Plan \u2192 Governance \u2192 Result<\/strong>.&nbsp;&nbsp;<\/p>\n\n\n\n<p>This logic transforms the postal code into a management practice, not just a statistical resource.&nbsp;<\/p>\n\n\n\n<p>In practice, Actio allows for monitoring KPIs and critical indicators, tracking deviations with visual management, structuring action plans, connecting operations to strategy, and integrating risks, routines, and performance.&nbsp;<strong>in a single ecosystem.<\/strong>&nbsp;<\/p>\n\n\n\n<p>For companies implementing CEP, this means going beyond charts, treating critical indicators holistically, allowing them to be assigned to responsible parties and establishing deadlines and action plans.&nbsp;<\/p>\n\n\n\n<p>In this way, instead of endless spreadsheets that say nothing, the solution of&nbsp;<a href=\"https:\/\/actiosoftware.com\/en\/process-management\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Actio Process Management<\/strong><\/a>&nbsp;enables integration between CEP, risks, and strategies.&nbsp;<\/p>\n\n\n\n<p>Learn how Actio can support your company in integrating indicators, risks, processes, and action plans.&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>Statistical process control is a discipline for monitoring variations, anticipating deviations, and increasing operational predictability. <\/p>","protected":false},"author":10,"featured_media":70348,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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