{"id":21068,"date":"2025-05-23T15:07:59","date_gmt":"2025-05-23T15:07:59","guid":{"rendered":"https:\/\/dev.helpmesee.org\/?p=21068"},"modified":"2025-06-05T18:24:21","modified_gmt":"2025-06-05T18:24:21","slug":"how-to-enhance-your-ophthalmology-training-program-with-performance-analytics","status":"publish","type":"post","link":"https:\/\/helpmesee.org\/es\/how-to-enhance-your-ophthalmology-training-program-with-performance-analytics\/","title":{"rendered":"How to Enhance Your Ophthalmology Training Program With Performance Analytics"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"21068\" class=\"elementor elementor-21068\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17a6b3b8 e-flex e-con-boxed e-con e-parent\" data-id=\"17a6b3b8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3bca3f19 elementor-widget elementor-widget-text-editor\" data-id=\"3bca3f19\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">A paradigm shift has occurred recently in ophthalmology education. Training programs are moving away from the exclusive use of apprenticeship models in the operating room in favor of incorporating simulators that allow novice surgeons additional opportunities to refine their skills in a controlled learning environment. As a result, data-driven training is no longer a luxury\u2014it\u2019s a necessity. The real-time performance analytics offered by simulation-based surgical training provide tailored, highly-effective instruction to transform a cataract specialist&#8217;s journey from hesitant beginner to confident surgeon.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">At the heart of simulation-based training is HelpMeSee. Its Simulation-based Training Program combines the Eye Surgery Simulator and instructor-led simulation-based surgical training to enhance skill acquisition and proficiency. Courses on <a href=\"https:\/\/helpmesee.org\/es\/msics-course\/\">Cirug\u00eda manual de catarata con incisi\u00f3n peque\u00f1a<\/a> (MSICS), <a href=\"https:\/\/helpmesee.org\/es\/pstc\/\">Facoemulsificaci\u00f3n<\/a>, Anterior Vitrectomy, and other complications management to\u00a0allow repeated surgical simulation practice tailored to the individual needs of aspiring cataract surgeons.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">At the core of these efforts are mentors like Dr. Minal Shah Baldota, Chief Instructor at the HelpMeSee Simulation Learning Lab (SIMLab), who emphasizes the importance of embracing mistakes made during training and learn to correct them to grow as a surgeon. \u201cEvery time you get a chance, you want to practice correcting whatever mistake you made,\u201d Dr. Shah Baldota says. \u201cAs you keep correcting the mistakes you make, you will get better and better. What we are aiming for is for the student to not only learn the task but to achieve it consistently and satisfactorily. That\u2019s how they develop proficiency.\u201d<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><!-- \/wp:paragraph --><!-- wp:heading --><\/p>\n<h2 class=\"wp-block-heading\"><span class=\"TextRun SCXW4118255 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW4118255 BCX0\"><br \/>The Power of Stepwise Learning and Performance Data<\/span><\/span><span class=\"EOP SCXW4118255 BCX0\" data-ccp-props=\"{}\">\u00a0<\/span><\/h2>\n<p><!-- \/wp:heading --><!-- wp:paragraph {\"fontSize\":\"medium\"} --><\/p>\n<p><span data-contrast=\"auto\">The HelpMeSee Simulation-based Training Program breaks down the surgical procedure into manageable, repeatable steps that are captured and analyzed through detailed data logs and video recordings. From incision creation to suturing technique, instructors are equipped with objective feedback to help students master each skill before progressing to the next surgical step. This strategy has been shown as a useful surgical training tool before progressing to live surgery. Sankarananthan and colleagues successfully used virtual reality manual small incision cataract surgery simulation surgery to objectively evaluate the structural characteristics and associated complications of each phase of the procedure, noting that as individuals performed multiple attempts of certain surgical steps their mean scores improved and complications decreased. Simulation surgery, they concluded, helps ophthalmic professionals and residents learn how to anticipate complications earlier in the operating room. (1)<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u201cRather than overwhelming cataract specialists with all the steps at once, we teach one step at a time. Then, they put it all together and perform surgery as a whole with much more confidence,\u201d Dr. Shah Baldota said. \u201cThat\u2019s where analytics really help us understand where the student falls in their learning curve.\u201d<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p>\u00a0<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-21249 size-full\" src=\"https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/59.jpg\" alt=\"\" width=\"1500\" height=\"600\" srcset=\"https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/59.jpg 1500w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/59-300x120.jpg 300w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/59-1024x410.jpg 1024w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/59-768x307.jpg 768w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/59-18x7.jpg 18w\" sizes=\"(max-width: 1500px) 100vw, 1500px\" \/><\/p>\n<p><!-- \/wp:paragraph --><!-- wp:image {\"id\":11445,\"sizeSlug\":\"full\",\"linkDestination\":\"none\",\"style\":{\"spacing\":{\"margin\":{\"top\":\"var:preset|spacing|60\",\"bottom\":\"var:preset|spacing|60\"}}}} --><\/p>\n<figure class=\"wp-block-image size-full\" style=\"margin-top: var(--wp--preset--spacing--60); margin-bottom: var(--wp--preset--spacing--60);\"><\/figure>\n<p><!-- \/wp:image --><!-- wp:heading {\"style\":{\"border\":{\"width\":\"0px\",\"style\":\"none\"}}} --><\/p>\n<h2 class=\"wp-block-heading\" style=\"border-style: none; border-width: 0px;\"><span class=\"TextRun SCXW140874422 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW140874422 BCX0\"><br \/>Tailoring Education Based on Real Data<\/span><\/span><span class=\"EOP SCXW140874422 BCX0\" data-ccp-props=\"{}\">\u00a0<\/span><\/h2>\n<p><!-- \/wp:heading --><!-- wp:paragraph {\"fontSize\":\"medium\"} --><\/p>\n<p><span data-contrast=\"auto\">One of the most valuable features of the HelpMeSee Eye Surgery Simulator is its ability to generate granular, real-time data that instructors use to personalize each student\u2019s experience.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u201cWith each session, we can see how many attempts a person needs to get a step right and where they consistently make errors,\u201d Dr. Shah Baldota explained. \u201cThis allows us to tailor the course to focus on their trouble areas and work on small refinements to their technique. We want them to be really good when they complete the program.\u201d<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">This personalized approach doesn\u2019t just benefit cataract specialists; it also gives their future mentors and surgical attendings peace of mind. \u201cA colleague once told me, \u2018Minal, before cataract specialists completed the HelpMeSee training program, I used to have my heart in my mouth when they operated. But after your training, I\u2019m so much more relaxed.\u2019 That speaks volumes,\u201d Dr. Shah Baldota said.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p>\u00a0<\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-21251 size-full\" src=\"https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/Image-for-ASCRS.jpg\" alt=\"\" width=\"1500\" height=\"600\" srcset=\"https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/Image-for-ASCRS.jpg 1500w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/Image-for-ASCRS-300x120.jpg 300w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/Image-for-ASCRS-1024x410.jpg 1024w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/Image-for-ASCRS-768x307.jpg 768w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/Image-for-ASCRS-18x7.jpg 18w\" sizes=\"(max-width: 1500px) 100vw, 1500px\" \/><\/p>\n<p><!-- \/wp:paragraph --><!-- wp:image {\"sizeSlug\":\"large\"} --><!-- \/wp:image --><!-- wp:paragraph {\"fontSize\":\"medium\"} --><\/p>\n<h2 class=\"has-medium-font-size\">\u00a0<\/h2>\n<h2 class=\"wp-block-heading\" style=\"border-style: none; border-width: 0px;\"><span class=\"TextRun SCXW140874422 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW140874422 BCX0\">A Dual Feedback Approach<\/span><\/span><\/h2>\n<p><span data-contrast=\"auto\">Data suggests that external feedback is integral to novice surgeons\u2019 ability to develop technical skills. (2) Additionally, however, verbal feedback supports the retainment of skills. The combination of instructor insight and simulator data as offered by the HelpMeSee program creates a dynamic, two-way feedback system. The simulator flags errors immediately\u2014often before the human instructor can spot them\u2014making it an honest and effective teacher.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u201cThe HelpMeSee Eye Surgery Simulator is not going to sugarcoat your mistakes,\u201d Dr. Shah Baldota said. \u201cIt tells you the truth, exactly as it is. As instructors, we provide emotional context and strategies, but the simulator gives objective, real-time data. Together, we help the student grow.\u201d<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Objectivity is essential in cultivating true surgical skill. Students are encouraged to make mistakes on the simulator so they can learn without harming real patients. And, because of real-time analytics, \u201cyou can understand exactly why an error happened,\u201d Dr. Shah Baldota said.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">A randomized-controlled trial found surgical simulation may reduce the volume of errors in the first 20 live procedures performed by cataract specialists.<\/span><span data-contrast=\"auto\"> (3)<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<br \/><br \/><\/span><\/p>\n<h2 class=\"wp-block-heading\" style=\"border-style: none; border-width: 0px;\"><span class=\"TextRun SCXW140874422 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW140874422 BCX0\">Beyond Technical Skills: Confidence, Composure, and Surgical Mindset<\/span><\/span><\/h2>\n<p><span data-contrast=\"auto\">Training at HelpMeSee goes beyond the mechanics of surgery. Instructors also focus on psychological readiness, including training students to manage stress, anticipate complications, and stay calm under pressure.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u201cLet\u2019s say someone is struggling with MSICS or phacoemulsification. We can pull their data, review the videos of each surgical attempt, and focus precisely on where they\u2019re having trouble so that the next time, they can be more confident,\u201d Dr. Shah Baldota said. \u201cSometimes it\u2019s just one hand movement that needs to be corrected. Other times, it\u2019s a mindset shift.\u201d<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Students are also taught how to make backup plans for when things don\u2019t go as expected\u2014a critical skill for real-world surgical practice. \u201cEvery eyeball is not the same,\u201d she said. \u201cYou\u2019ll get stuck sometimes, and when that happens, you need to have a clear mind and a plan. That\u2019s something we can teach through simulation, especially when they revisit complication modules.\u201d<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p>\u00a0<\/p>\n<h2><img decoding=\"async\" class=\"alignnone wp-image-21250 size-full\" src=\"https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/61.jpg\" alt=\"\" width=\"1500\" height=\"600\" srcset=\"https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/61.jpg 1500w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/61-300x120.jpg 300w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/61-1024x410.jpg 1024w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/61-768x307.jpg 768w, https:\/\/helpmesee.org\/wp-content\/uploads\/2025\/05\/61-18x7.jpg 18w\" sizes=\"(max-width: 1500px) 100vw, 1500px\" \/><\/h2>\n<h2><br \/>Repeat Training<\/h2>\n<p><span data-contrast=\"auto\">Another unique aspect of the HelpMeSee training model is that students are encouraged to return to the HelpMeSee Eye Surgery Simulator whenever they encounter difficulties in the operating room.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u201cThe idea is this: Go operate, then come back to simulation training if you need to,\u201d Dr. Shah Baldota said. \u201cSimulation isn\u2019t a one-and-done experience\u2014it\u2019s lifelong learning, and everyone\u2019s journey is different.\u201d<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Simulation-based technology like the <a href=\"https:\/\/helpmesee.org\/es\/simulation-based-training\/\">HelpMeSee Eye Surgery Simulator<\/a> supports training with an instructor-led curriculum and enhances hands-on learning. Taking it one step further, HelpMeSee believes in combining this cutting-edge technology with instructor guidance to revolutionize ophthalmology education. With leaders like Dr. Shah Baldota guiding the way, the HelpMeSee performance analytics are doing more than measuring skills\u2014they\u2019re shaping confident, capable cataract surgeons ready to change the world. <\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p>\u00a0<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:separator --><\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<p><!-- \/wp:separator --><!-- wp:paragraph --><\/p>\n<p><span data-contrast=\"auto\">(1) Sankarananthan R, Prasad RS, Koshy TA, et al. An objective evaluation of simulated surgical outcomes among surgical trainees using manual small-incision cataract surgery virtual reality simulator. <\/span><i><span data-contrast=\"auto\">Indian J Ophthalmol.<\/span><\/i><span data-contrast=\"auto\"> 2022;70:4018-25.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">(2) Porte MC, e al. Verbal feedback from an expert is more effective than self-accessed feedback about motion efficiency in learning new surgical skills. <\/span><i><span data-contrast=\"auto\">Am J Surg<\/span><\/i><span data-contrast=\"auto\">. 2007;193(1):105-110.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">(3) Nair AG, Ahiwalay C, Bacchav AE, et al. Effectiveness of simulation-based training for manual small incision cataract surgery among novice surgeons: a randomized controlled trial. <\/span><i><span data-contrast=\"auto\">Sci Rep.<\/span><\/i><span data-contrast=\"auto\"> 2021;11(1):10945.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><!-- \/wp:paragraph --><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>A paradigm shift has occurred recently in ophthalmology education. Training programs are moving away from the exclusive use of apprenticeship models in the operating room in favor of incorporating simulators [&hellip;]<\/p>","protected":false},"author":1,"featured_media":10517,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":"[]"},"categories":[10],"tags":[],"class_list":["post-21068","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-through-the-scope"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Enhance Ophthalmology Training with Analytics<\/title>\n<meta name=\"description\" content=\"Boost ophthalmology training programs using performance analytics. 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