{"id":299283,"date":"2024-02-09T19:43:37","date_gmt":"2024-02-10T00:43:37","guid":{"rendered":"https:\/\/caireadydev1.wpenginepowered.com\/life-sciences\/?p=299283"},"modified":"2025-06-21T17:51:12","modified_gmt":"2025-06-21T21:51:12","slug":"implementing-a-risk-based-approach-to-calibration","status":"publish","type":"post","link":"https:\/\/caiready.com\/life-sciences\/blog\/implementing-a-risk-based-approach-to-calibration\/","title":{"rendered":"Implementing a Risk-based Approach to Calibration\u00a0"},"content":{"rendered":"\n<p>How does your organization determine calibration test points, tolerances, and frequency? A simple rule of thumb to calibrate instruments at 10, 50, and 90% of full-scale range and use a tolerance of 1.5 or 2 times the manufacturers\u2019 tolerance. Many companies standardize frequencies to calibrate all critical instruments every six months and non-critical instruments once per year. While this approach may make it easy to induct new instruments into the calibration program and manage the calibration schedule, it could be creating extra work and costing you time and money.&nbsp;<\/p>\n\n\n\n<p>In this article, we will discuss using a risk-based approach to determine calibration range, tolerance, frequency, and criticality using the International Society of Pharmaceutical Engineers (ISPE) Good Automated Manufacturing Practice (GAMP) Good Practice Guide, along with tips and tools that can be used for implementation. Following the ISPE GAMP guide will ensure your calibration program meets the Food &amp; Drug Administration\u2019s (FDA\u2019s) promoted initiative of a risk-based approach to Good Manufacturing Practice (GMP) in the 21st Century. This approach places a concentrated focus on risks to product quality and public safety and can often provide cost savings to your organization.&nbsp;<\/p>\n\n\n\n<p><span data-contrast=\"auto\">The backbone of such a program depends on making the correct decisions based on reliable, accurate, and traceable information. The required information will be found in User Requirement Specifications (URS), validation protocols, and other documents that were created and approved when the manufacturing process was developed. These documents are used to meet FDA requirements based on the following decisions:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559731&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">Whether the drug is safe and effective in its proposed use(s), and whether the benefits of the drug outweigh the risks.\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Whether the drug\u2019s proposed labeling is appropriate and what it should contain <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Whether the methods used in manufacturing the drug and the controls used to maintain the drug\u2019s quality are adequate to preserve the drug\u2019s identity, strength, quality, and purity<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n\n\n\n<p><span class=\"TextRun SCXW147844113 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW147844113 BCX0\">C<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">omplet<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">ing <\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">risk assessments<\/span> <span class=\"NormalTextRun SCXW147844113 BCX0\">of<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> your instruments<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> using the <\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">above-mentioned<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> documents<\/span> <span class=\"NormalTextRun SCXW147844113 BCX0\">will<\/span> <span class=\"NormalTextRun SCXW147844113 BCX0\">determine<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> the proper <\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">criticality, <\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">calibration frequency<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">,<\/span> <span class=\"NormalTextRun SCXW147844113 BCX0\">test points, and<\/span> <span class=\"NormalTextRun SCXW147844113 BCX0\">tolerance<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">s<\/span> <span class=\"NormalTextRun SCXW147844113 BCX0\">based on scientific data<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">,<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> not a rule of thumb or guesswork<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">. It also helps <\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">ensure<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> resources <\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">are<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> concentrated<\/span> <span class=\"NormalTextRun SCXW147844113 BCX0\">in the most critical areas of your facility<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> to maximize <\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">utilization<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> and <\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">reduc<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\">e<\/span><span class=\"NormalTextRun SCXW147844113 BCX0\"> cost.<\/span><\/span><span class=\"EOP SCXW147844113 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559731&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">The first step is assembling a team to perform the risk assessments, which should include:&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span data-contrast=\"auto\">Process\/System Engineer &#8211; identify parameters &amp; limits, critical steps in the process, and process tolerances. They will also be responsible for approving the calibration specifications and frequencies and approving the risk assessments.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">Calibration\/Metrology Specialists &#8211; initiate &amp; manage the risk assessment process, develop the calibration specifications and frequencies, select and approve the appropriate instruments to meet the process requirements, set up the calibration strategy, and approve the risk assessments.\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Quality Assurance &#8211; ensure the process parameters and limits meet the regulatory submission, review the calibration specifications and frequencies for compliance with site procedures and the final approval of the risk assessments.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n\n\n\n<p><span class=\"TextRun SCXW69208401 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW69208401 BCX0\">After assembling the team,<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> download a <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">report<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> from your <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">Computer<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> Maintenance <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">M<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">anagement System<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> (<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">CMMS<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">) <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">that <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">includes<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> the instruments <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">for the process or system<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> you will assess<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">. <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">It will be helpful if the report includes <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">information <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">pertaining to<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> the measurement location in the process\/system<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">, the <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">manufacturer and model number of the <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">installed <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">instrument,<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> and the <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">current calibration specifications<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">.<\/span> <span class=\"NormalTextRun SCXW69208401 BCX0\">The risk assessment <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">proces<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">s<\/span> <span class=\"NormalTextRun SCXW69208401 BCX0\">will include answering several questions<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> to <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">determine<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> the <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">correct calibration<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> process<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">, limits<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">,<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> and frequency<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">. <\/span><span class=\"NormalTextRun SCXW69208401 BCX0\">Below is<\/span><span class=\"NormalTextRun SCXW69208401 BCX0\"> an overview of the risk assessment process.<\/span><\/span><span class=\"EOP SCXW69208401 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559731&quot;:360,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"1088\" src=\"https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Diagram_REV.jpg\" alt=\"\" class=\"wp-image-301111\" srcset=\"https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Diagram_REV.jpg 800w, https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Diagram_REV-250x340.jpg 250w, https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Diagram_REV-700x952.jpg 700w, https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Diagram_REV-768x1044.jpg 768w, https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Diagram_REV-120x163.jpg 120w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><span data-contrast=\"auto\">An SOP should be written that details how the risk assessment should be completed and what information is required. Below is a list of the information required to complete a risk assessment, as well as an example assessment process.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span data-contrast=\"auto\">Instrument ID<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Instrument description <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Instrument manufacturer, model &amp; serial number <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Instrument range &amp; accuracy<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">What system\/process is the instrument installed <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Process range, operating range &amp; tolerance<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Instrument Criticality<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Calibration range, test points &amp; tolerance <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Calibration frequency <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Signatures of the risk assessment team members <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n\n\n\n<p><span data-contrast=\"auto\">Most of the above information comes from the installed instruments and the process documentation. The calibration specifications are determined by answering questions like the ones below.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span data-contrast=\"auto\">Instrument Criticality (may have been previously determined by an impact assessment):<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span>\n<ul class=\"wp-block-list\">\n<li><span data-contrast=\"auto\">Is the instrument used for cleaning and\/or sterilization of equipment?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Would a failure impact the product quality or patient safety?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Would a failure impact the process effectiveness or other business aspect?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Would a failure create a safety or environmental impact?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><span data-contrast=\"auto\">If the answer to any of the above questions is \u201cyes,\u201d then the instrument is classified as critical. If the answer to all the questions was \u201cno,\u201d then the instrument is classified as non-critical.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span data-contrast=\"auto\">Calibration range: should be slightly wider than the process range, or alarm range if applicable, to ensure accuracy within the operating range. If an operating range has not been defined or is unknown, calibrating the full range of the instrument is recommended.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Calibration test points should be at the low and high ends of the calibration range and contain at least one point within the operating range.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">Calibration tolerance should be greater than the manufacturer&#8217;s accuracy and less than the process tolerance.\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Calibration frequency may be based on risk factors like these:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li>\n<ul class=\"wp-block-list\">\n<li><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">If a failure occurs, what\u2019s the impact on product release?\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">If a failure occurs, how much product re-work is your company willing to accept?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">If a failure occurs, what\u2019s the environmental impact your company is willing to accept?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Do you have historical data on-site for the same manufacturer and model instrument?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u00a0<\/li>\n<\/ul>\n\n\n\n<p><span data-contrast=\"auto\">Through an exercise such as this, your instruments will have increased accuracy and precision throughout the operating range, and completing out-of-tolerance investigations becomes easier now that you have a documented rationale for how the instrument impacts the process. Additionally, most companies determine that some, if not most, of their critical instruments do not need to be calibrated every 6 months. Some companies also opt to extend the calibration frequency of non-critical instruments to 18 to 24 months. Another method used to extend calibration frequency is by using historical data. In this case an initial calibration frequency is set, and after the third calibration is completed a review of the data is performed. If the instrument passes all three calibrations without adjustment, the frequency may then be extended by 50 or 100%. Below is an example of extending the calibration frequency.&nbsp; <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"992\" height=\"443\" src=\"https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Picture2.png\" alt=\"\" class=\"wp-image-301125\" srcset=\"https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Picture2.png 992w, https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Picture2-250x112.png 250w, https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Picture2-700x313.png 700w, https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Picture2-768x343.png 768w, https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Blog-Picture2-120x54.png 120w\" sizes=\"(max-width: 992px) 100vw, 992px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><span data-contrast=\"auto\">Extending calibration frequencies is where the cost savings will be most noticeable, as less calibration events throughout the year means resources can perform other activities. The important thing to remember is to update any existing procedures that may dictate calibration frequencies.&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">If your organization would benefit by implementing a risk-based approach to calibration, CAI would like to help. CAI has cross-functional experience in validation, quality, human performance, project management, and maintenance &amp; calibration. Let us become your trusted partner in GMP asset management.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>How does your organization determine calibration test points, tolerances, and frequency? A simple rule of thumb to calibrate instruments at 10, 50, and 90% of full-scale range and use a tolerance of 1.5 or 2 times the manufacturers\u2019 tolerance. Many companies standardize frequencies to calibrate all critical instruments every six months and non-critical instruments once [&hellip;]<\/p>\n","protected":false},"author":41,"featured_media":300910,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[155,151],"tags":[290,362,434,435,436,437,438,439,440],"resource-featured-status":[],"resource-type":[819],"class_list":["post-299283","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-asset-management-and-reliability","category-asset-management-and-reliability-asset-performance-management-risk-based-approach-maintenance","tag-quality-risk-mgt","tag-risk","tag-asset-management","tag-reliability","tag-maintenance","tag-calibration","tag-pharma","tag-engineer","tag-drug","resource-type-blog"],"acf":[],"featured_image_src":"https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Joe-Leuser-Blog.jpg","featured_image_src_square":"https:\/\/caiready.com\/life-sciences\/wp-content\/uploads\/sites\/2\/2024\/02\/Joe-Leuser-Blog.jpg","author_info":{"display_name":"Christina Stanevich","author_link":"https:\/\/caiready.com\/life-sciences\/blog\/author\/christina-stanevich\/"},"_links":{"self":[{"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/posts\/299283","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/users\/41"}],"replies":[{"embeddable":true,"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/comments?post=299283"}],"version-history":[{"count":0,"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/posts\/299283\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/media\/300910"}],"wp:attachment":[{"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/media?parent=299283"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/categories?post=299283"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/tags?post=299283"},{"taxonomy":"resource-featured-status","embeddable":true,"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/resource-featured-status?post=299283"},{"taxonomy":"resource-type","embeddable":true,"href":"https:\/\/caiready.com\/life-sciences\/wp-json\/wp\/v2\/resource-type?post=299283"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}