{"id":4950,"date":"2023-12-01T14:22:56","date_gmt":"2023-12-01T14:22:56","guid":{"rendered":"https:\/\/www.calligo.io\/?post_type=case-studies&#038;p=4950"},"modified":"2023-12-01T14:29:34","modified_gmt":"2023-12-01T14:29:34","slug":"cymer-maximize-service-revenue","status":"publish","type":"case-studies","link":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/","title":{"rendered":"Cymer Maximize Service Revenue"},"content":{"rendered":"<style>.block-content-two-column{padding:3em 0}@media (min-width: 992px){.block-content-two-column{padding:6em 0}}.block-content-two-column .heading{font-size:1.5rem;line-height:2rem;letter-spacing:0.02em;font-weight:400}@media (min-width: 992px){.block-content-two-column .heading{font-size:2.5rem;line-height:3rem}}.block-content-two-column .heading-col>*{max-width:39.75rem}.block-content-two-column .content-col{color:#1e1e1e}@media (min-width: 992px){.block-content-two-column .content-col{display:-webkit-box;display:-ms-flexbox;display:flex;-webkit-box-pack:end;-ms-flex-pack:end;justify-content:flex-end}}.block-content-two-column .content-col>*{max-width:32.875rem}.block-content-two-column .content-col p{letter-spacing:0.05em;margin-bottom:2rem;line-height:1.75rem}.block-content-two-column .content-col p:not(.p--large) .block-content-two-column .content-col p:not(.p--medium) .block-content-two-column .content-col p:not(.p--small) .block-content-two-column .content-col p:not(.p--x-small){font-size:16px}@media only screen and (min-width: 375px){.block-content-two-column .content-col p:not(.p--large) .block-content-two-column .content-col p:not(.p--medium) .block-content-two-column .content-col p:not(.p--small) .block-content-two-column .content-col p:not(.p--x-small){font-size:calc( 16px + 4 * (100vw - 375px) \/ (1346 - 375))}}@media only screen and (min-width: 1346px){.block-content-two-column .content-col p:not(.p--large) .block-content-two-column .content-col p:not(.p--medium) .block-content-two-column .content-col p:not(.p--small) .block-content-two-column .content-col p:not(.p--x-small){font-size:20px}}.block-content-two-column .content-col p:last-child{margin-bottom:0}.block-content-two-column.bg--primary .overline,.block-content-two-column.bg--primary .heading,.block-content-two-column.bg--primary .content-col{color:#fff}\n\n\/*# sourceMappingURL=block-content-two-column.css.map *\/\n<\/style><section id=\"\" class=\"block-content-two-column      \">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n                            <div class=\"col-12\">\n                    <p class=\"overline\">\n                        The Challenge                    <\/p>\n                <\/div>\n                        <div class=\"heading-col col-12 col-lg-6\">\n                <div data-aos=\"fade-up\">\n\t\t\t        <h2 class=\"heading\">Cymer faced a significant challenge in their reactive approach to part replacement<\/h2>                <\/div>\n            <\/div>\n\t\t\t                <div class=\"content-col col-12 col-lg-6\">\n                    <div data-aos=\"fade-up\">\n                        <p>Cymer, a global leader in engineering, manufacturing, and maintaining lasers for chip production, faced a significant challenge in the reactive approach to part replacement. Responding reactively to part failures resulted in high costs, both in terms of machine downtime and customer dissatisfaction. The unplanned replacement of parts due to failure, rather than scheduled maintenance, incurred substantial expenses, often exceeding a million dollars per occurrence. Machine downtime not only translated into financial losses but also led to dissatisfied customers, further impacting the company&#8217;s bottom line.<\/p>\n                    \n                    <\/div>\n                <\/div>\n\t\t\t        <\/div>\n\t<\/div>\n<\/section>\n\n\n<style>.block-content-two-column{padding:3em 0}@media (min-width: 992px){.block-content-two-column{padding:6em 0}}.block-content-two-column .heading{font-size:1.5rem;line-height:2rem;letter-spacing:0.02em;font-weight:400}@media (min-width: 992px){.block-content-two-column .heading{font-size:2.5rem;line-height:3rem}}.block-content-two-column .heading-col>*{max-width:39.75rem}.block-content-two-column .content-col{color:#1e1e1e}@media (min-width: 992px){.block-content-two-column .content-col{display:-webkit-box;display:-ms-flexbox;display:flex;-webkit-box-pack:end;-ms-flex-pack:end;justify-content:flex-end}}.block-content-two-column .content-col>*{max-width:32.875rem}.block-content-two-column .content-col p{letter-spacing:0.05em;margin-bottom:2rem;line-height:1.75rem}.block-content-two-column .content-col p:not(.p--large) .block-content-two-column .content-col p:not(.p--medium) .block-content-two-column .content-col p:not(.p--small) .block-content-two-column .content-col p:not(.p--x-small){font-size:16px}@media only screen and (min-width: 375px){.block-content-two-column .content-col p:not(.p--large) .block-content-two-column .content-col p:not(.p--medium) .block-content-two-column .content-col p:not(.p--small) .block-content-two-column .content-col p:not(.p--x-small){font-size:calc( 16px + 4 * (100vw - 375px) \/ (1346 - 375))}}@media only screen and (min-width: 1346px){.block-content-two-column .content-col p:not(.p--large) .block-content-two-column .content-col p:not(.p--medium) .block-content-two-column .content-col p:not(.p--small) .block-content-two-column .content-col p:not(.p--x-small){font-size:20px}}.block-content-two-column .content-col p:last-child{margin-bottom:0}.block-content-two-column.bg--primary .overline,.block-content-two-column.bg--primary .heading,.block-content-two-column.bg--primary .content-col{color:#fff}\n\n\/*# sourceMappingURL=block-content-two-column.css.map *\/\n<\/style><section id=\"\" class=\"block-content-two-column      \">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n                            <div class=\"col-12\">\n                    <p class=\"overline\">\n                        The Action                    <\/p>\n                <\/div>\n                        <div class=\"heading-col col-12 col-lg-6\">\n                <div data-aos=\"fade-up\">\n\t\t\t        <h2 class=\"heading\">Calligo sought to optimize the clients&#8217; maintenance operations<\/h2>                <\/div>\n            <\/div>\n\t\t\t                <div class=\"content-col col-12 col-lg-6\">\n                    <div data-aos=\"fade-up\">\n                        <p>In collaboration with Calligo, Cymer implemented a comprehensive solution to address the challenges of reactive maintenance and optimize their operations:<\/p>\n<ol>\n<li><strong>Integrated Predictive Analytics:<\/strong> Calligo leveraged machine diagnostics to predict the lifespan of components using ARIMA Time-Series and Survival Curve Modeling. This allowed for accurate forecasts of potential failures.<\/li>\n<li><strong>Demand Forecast Integration:<\/strong> Machine lifespan predictions were combined with customer demand forecasts using sophisticated Monte Carlo simulations, providing a robust basis for decision-making.<\/li>\n<li><strong>Customized Predictive Models:<\/strong> Calligo incorporated customer-specific service and maintenance preferences into the predictive models. This customization enhanced the accuracy of predictions, aligning maintenance actions with individual customer needs.<\/li>\n<li><strong>Proactive Service Planning:<\/strong> The integrated predictive models enabled Cymer to schedule machine services and maintenance before failures occurred. This proactive approach positioned the company to avoid machine downtime and enhance operational efficiency.<\/li>\n<\/ol>\n<p><strong>Data Science Methodology:<\/strong><\/p>\n<ul>\n<li><strong>ARIMA Time-Series:<\/strong> Utilized for accurate time-series analysis to predict component lifespan.<\/li>\n<li><strong>Survival Curve Modeling:<\/strong> Implemented to estimate failure probabilities and optimize maintenance schedules.<\/li>\n<li><strong>Monte Carlo Simulation:<\/strong> Used for scenario modeling and demand forecast integration.<\/li>\n<li><strong>Markov Chain Modeling:<\/strong> Applied to analyze the transition of machine states over time.<\/li>\n<li><strong>Tree-based ML Modeling:<\/strong> Utilized for creating predictive models based on decision trees.<\/li>\n<\/ul>\n                    \n                    <\/div>\n                <\/div>\n\t\t\t        <\/div>\n\t<\/div>\n<\/section>\n\n\n<style>.block-content-two-column{padding:3em 0}@media (min-width: 992px){.block-content-two-column{padding:6em 0}}.block-content-two-column .heading{font-size:1.5rem;line-height:2rem;letter-spacing:0.02em;font-weight:400}@media (min-width: 992px){.block-content-two-column .heading{font-size:2.5rem;line-height:3rem}}.block-content-two-column .heading-col>*{max-width:39.75rem}.block-content-two-column .content-col{color:#1e1e1e}@media (min-width: 992px){.block-content-two-column .content-col{display:-webkit-box;display:-ms-flexbox;display:flex;-webkit-box-pack:end;-ms-flex-pack:end;justify-content:flex-end}}.block-content-two-column .content-col>*{max-width:32.875rem}.block-content-two-column .content-col p{letter-spacing:0.05em;margin-bottom:2rem;line-height:1.75rem}.block-content-two-column .content-col p:not(.p--large) .block-content-two-column .content-col p:not(.p--medium) .block-content-two-column .content-col p:not(.p--small) .block-content-two-column .content-col p:not(.p--x-small){font-size:16px}@media only screen and (min-width: 375px){.block-content-two-column .content-col p:not(.p--large) .block-content-two-column .content-col p:not(.p--medium) .block-content-two-column .content-col p:not(.p--small) .block-content-two-column .content-col p:not(.p--x-small){font-size:calc( 16px + 4 * (100vw - 375px) \/ (1346 - 375))}}@media only screen and (min-width: 1346px){.block-content-two-column .content-col p:not(.p--large) .block-content-two-column .content-col p:not(.p--medium) .block-content-two-column .content-col p:not(.p--small) .block-content-two-column .content-col p:not(.p--x-small){font-size:20px}}.block-content-two-column .content-col p:last-child{margin-bottom:0}.block-content-two-column.bg--primary .overline,.block-content-two-column.bg--primary .heading,.block-content-two-column.bg--primary .content-col{color:#fff}\n\n\/*# sourceMappingURL=block-content-two-column.css.map *\/\n<\/style><section id=\"\" class=\"block-content-two-column      \">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n                            <div class=\"col-12\">\n                    <p class=\"overline\">\n                        The Impact                    <\/p>\n                <\/div>\n                        <div class=\"heading-col col-12 col-lg-6\">\n                <div data-aos=\"fade-up\">\n\t\t\t        <h2 class=\"heading\">Significant positive impact on Cymer&#8217;s operations<\/h2>                <\/div>\n            <\/div>\n\t\t\t                <div class=\"content-col col-12 col-lg-6\">\n                    <div data-aos=\"fade-up\">\n                        <div class=\"flex-1 overflow-hidden\">\n<div class=\"react-scroll-to-bottom--css-tzyck-79elbk h-full\">\n<div class=\"react-scroll-to-bottom--css-tzyck-1n7m0yu\">\n<div class=\"flex flex-col pb-9 text-sm\">\n<div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-8\">\n<div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\">\n<div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] } group final-completion\">\n<div class=\"relative flex w-full flex-col lg:w-[calc(100%-115px)] agent-turn\">\n<div class=\"flex-col gap-1 md:gap-3\">\n<div class=\"flex flex-grow flex-col max-w-full\">\n<div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"ff09c7ae-6a28-4351-a7da-e7dcb32463bf\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p>The implementation of the proactive maintenance strategy with Calligo had a significant positive impact on Cymer&#8217;s operations and business outcomes:<\/p>\n<ul>\n<li><strong>Accurate Demand Forecasts:<\/strong> Demand forecasts achieved an average accuracy of 92%, leading to more meaningful service dates and efficient resource allocation.<\/li>\n<li><strong>Downtime Reduction:<\/strong> Machine downtime, estimated to cost millions of dollars per day, was reduced by upwards of 50%. This reduction not only optimized operational costs but also greatly increased customer satisfaction.<\/li>\n<li><strong>Inventory Management Optimization:<\/strong> The proactive approach facilitated better inventory management, resulting in significant cost reductions.<\/li>\n<li><strong>Estimated Financial Impact:<\/strong> The overall estimated impact amounted to millions of dollars per year, reflecting the substantial savings and increased revenue generated by the proactive maintenance approach.<\/li>\n<\/ul>\n<p>In summary, Calligo&#8217;s collaboration with Cymer resulted in a transformative shift from reactive to proactive maintenance, leveraging advanced data science methodologies. This not only addressed the initial challenges but also positioned Cymer as an industry leader, optimizing operations, reducing costs, and enhancing customer satisfaction.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n                    \n                    <\/div>\n                <\/div>\n\t\t\t        <\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"\" class=\"block-imagelink-carousel      \">\n\t<div class=\"container\">\n\t\t<div class=\"row heading-row\">\n\t\t\t<div class=\"heading-col col-12 col-md-6\">\n                <div data-aos=\"fade-up\">\n\t\t\t        <h2 class=\"heading\">Related Case Studies<\/h2>                <\/div>\n            <\/div>\n\t\t\t<div class=\"content-col col-12 col-md-6\">\n                <div data-aos=\"fade-up\">\n                                    <\/div>\n            <\/div>\n        <\/div>\n        <div class=\"row g-0\">\n                                    <div class=\"col-12\">\n                            <div class=\"il-carousel\">\n                                                            <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/chipper-cash-payment-network-fraud-detection\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5294\/00_Hero-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5294\/00_Hero-796x420-c.png 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5294\/00_Hero-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5294\/00_Hero-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5294\/00_Hero-796x420-c.png 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5294\/00_Hero-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5294\/00_Hero-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5294\/00_Hero-796x420-c.png 2.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Chipper Cash &#8211; Global Payment Network Fraud Detection\u200b<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/bank-of-america-machine-learning-credit-approval\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5292\/bank-of-america-corporate-branch-mk002_900xx5193-2921-0-271-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5292\/bank-of-america-corporate-branch-mk002_900xx5193-2921-0-271-796x420-c.jpg 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5292\/bank-of-america-corporate-branch-mk002_900xx5193-2921-0-271-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5292\/bank-of-america-corporate-branch-mk002_900xx5193-2921-0-271-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5292\/bank-of-america-corporate-branch-mk002_900xx5193-2921-0-271-796x420-c.jpg 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5292\/bank-of-america-corporate-branch-mk002_900xx5193-2921-0-271-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5292\/bank-of-america-corporate-branch-mk002_900xx5193-2921-0-271-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5292\/bank-of-america-corporate-branch-mk002_900xx5193-2921-0-271-796x420-c.jpg 2.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Bank of America &#8211; Credit Card Approval Models<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/avista-predictive-repairs\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"Machine Learning predict replacements\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4977\/a0fa729a-48d7-4814-b5bb-bd71a3f0cfa8_750x422-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4977\/a0fa729a-48d7-4814-b5bb-bd71a3f0cfa8_750x422-750x395-c.jpg 1.884x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4977\/a0fa729a-48d7-4814-b5bb-bd71a3f0cfa8_750x422-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4977\/a0fa729a-48d7-4814-b5bb-bd71a3f0cfa8_750x422-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4977\/a0fa729a-48d7-4814-b5bb-bd71a3f0cfa8_750x422-750x395-c.jpg 1.884x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4977\/a0fa729a-48d7-4814-b5bb-bd71a3f0cfa8_750x422-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4977\/a0fa729a-48d7-4814-b5bb-bd71a3f0cfa8_750x422-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4977\/a0fa729a-48d7-4814-b5bb-bd71a3f0cfa8_750x422-750x395-c.jpg 1.884x\" alt=\"Machine Learning predict replacements\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Avista Predictive Repairs<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/h-e-b-predict-buying-trends\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-615x324-c.png 1.545x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-615x324-c.png 1.545x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-615x324-c.png 1.545x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">H-E-B Predict Buying Trends<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/microsoft-sales-plays\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Microsoft Azure Growth &amp; Adoption<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/bank-of-oklahoma-employee-attrition\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4954\/download-398x210-c.webp 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4954\/download-796x420-c.webp 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4954\/download-398x210-c.webp\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4954\/download-398x210-c.webp 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4954\/download-796x420-c.webp 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4954\/download-398x210-c.webp\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4954\/download-398x210-c.webp 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4954\/download-796x420-c.webp 2.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Bank of Oklahoma Employee Attrition<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/living-spaces\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4849\/og-default-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4849\/og-default-796x420-c.jpg 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4849\/og-default-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4849\/og-default-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4849\/og-default-796x420-c.jpg 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4849\/og-default-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4849\/og-default-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4849\/og-default-796x420-c.jpg 2.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Living Spaces Customer Insights<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/starbucks\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4707\/Starbucks-Bugibba-56.jpg-398x210-c.webp 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4707\/Starbucks-Bugibba-56.jpg-560x295-c.webp 1.407x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4707\/Starbucks-Bugibba-56.jpg-398x210-c.webp\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4707\/Starbucks-Bugibba-56.jpg-398x210-c.webp 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4707\/Starbucks-Bugibba-56.jpg-560x295-c.webp 1.407x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4707\/Starbucks-Bugibba-56.jpg-398x210-c.webp\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4707\/Starbucks-Bugibba-56.jpg-398x210-c.webp 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4707\/Starbucks-Bugibba-56.jpg-560x295-c.webp 1.407x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Starbucks Staff Optimization<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/juniper-networks\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4367\/juniper-398x210-c.jpeg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4367\/juniper-796x420-c.jpeg 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4367\/juniper-398x210-c.jpeg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4367\/juniper-398x210-c.jpeg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4367\/juniper-796x420-c.jpeg 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4367\/juniper-398x210-c.jpeg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4367\/juniper-398x210-c.jpeg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4367\/juniper-796x420-c.jpeg 2.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Juniper Networks Predict Failures<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/united-nations\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4215\/Flag_of_the_United_Nations.svg-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4215\/Flag_of_the_United_Nations.svg-796x420-c.png 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4215\/Flag_of_the_United_Nations.svg-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4215\/Flag_of_the_United_Nations.svg-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4215\/Flag_of_the_United_Nations.svg-796x420-c.png 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4215\/Flag_of_the_United_Nations.svg-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4215\/Flag_of_the_United_Nations.svg-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4215\/Flag_of_the_United_Nations.svg-796x420-c.png 2.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">United Nations Sustainability<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/eg-business-metrics\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"eg business metrics\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4737\/eg-business-metrics-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4737\/eg-business-metrics-796x420-c.jpg 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4737\/eg-business-metrics-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4737\/eg-business-metrics-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4737\/eg-business-metrics-796x420-c.jpg 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4737\/eg-business-metrics-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4737\/eg-business-metrics-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4737\/eg-business-metrics-796x420-c.jpg 2.000x\" alt=\"eg business metrics\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">EG Business Metrics<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/fletcher-jones\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4021\/fletcher-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4021\/fletcher-700x369-c.jpg 1.759x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4021\/fletcher-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4021\/fletcher-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4021\/fletcher-700x369-c.jpg 1.759x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4021\/fletcher-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4021\/fletcher-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/4021\/fletcher-700x369-c.jpg 1.759x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Fletcher Jones<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/experian\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"News-Experian-Create-Your-Credit-Score\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/3415\/News-Experian-Create-Your-Credit-Score-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/3415\/News-Experian-Create-Your-Credit-Score-scaled-796x420-c.jpg 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/3415\/News-Experian-Create-Your-Credit-Score-scaled-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/3415\/News-Experian-Create-Your-Credit-Score-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/3415\/News-Experian-Create-Your-Credit-Score-scaled-796x420-c.jpg 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/3415\/News-Experian-Create-Your-Credit-Score-scaled-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/3415\/News-Experian-Create-Your-Credit-Score-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/3415\/News-Experian-Create-Your-Credit-Score-scaled-796x420-c.jpg 2.000x\" alt=\"News-Experian-Create-Your-Credit-Score\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Experian Fraud Reduction<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/a-us-national-tire-distributor\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/2614\/goh-rhy-yan-ud0twV98uvg-unsplash-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/2614\/goh-rhy-yan-ud0twV98uvg-unsplash-scaled-796x420-c.jpg 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/2614\/goh-rhy-yan-ud0twV98uvg-unsplash-scaled-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/2614\/goh-rhy-yan-ud0twV98uvg-unsplash-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/2614\/goh-rhy-yan-ud0twV98uvg-unsplash-scaled-796x420-c.jpg 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/2614\/goh-rhy-yan-ud0twV98uvg-unsplash-scaled-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/2614\/goh-rhy-yan-ud0twV98uvg-unsplash-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/2614\/goh-rhy-yan-ud0twV98uvg-unsplash-scaled-796x420-c.jpg 2.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">National Tire Distributor Optimize Demand<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-796x420-c.jpg 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-796x420-c.jpg 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-796x420-c.jpg 2.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Cymer Supplier Degradation<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/acorn\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1135\/unnamed-2-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1135\/unnamed-2-1-398x210-c.png 1.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1135\/unnamed-2-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1135\/unnamed-2-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1135\/unnamed-2-1-398x210-c.png 1.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1135\/unnamed-2-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1135\/unnamed-2-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1135\/unnamed-2-1-398x210-c.png 1.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Acorn Price Optimization<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/heb-stores\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-615x324-c.png 1.545x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-615x324-c.png 1.545x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1106\/112522-fall-produce-module-desktop-320x320-1-615x324-c.png 1.545x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">H-E-B Product Recommendation<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/microsoft\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1134\/tadas-sar-T01GZhBSyMQ-unsplash-1-398x210-c.png 1.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">Microsoft Marketing Optimization<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                                <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/t-mobile\/\" class=\"il-slide\">\n                                    <div class=\"il-slide-image-wrapper\">\n                                        <picture class=\"cs-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 576px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1136\/becca-tapert-QofjUnxy9LY-unsplash-2-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1136\/becca-tapert-QofjUnxy9LY-unsplash-2-398x210-c.png 1.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1136\/becca-tapert-QofjUnxy9LY-unsplash-2-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1136\/becca-tapert-QofjUnxy9LY-unsplash-2-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1136\/becca-tapert-QofjUnxy9LY-unsplash-2-398x210-c.png 1.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1136\/becca-tapert-QofjUnxy9LY-unsplash-2-398x210-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1136\/becca-tapert-QofjUnxy9LY-unsplash-2-398x210-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1136\/becca-tapert-QofjUnxy9LY-unsplash-2-398x210-c.png 1.000x\" alt=\"\" width=\"398\" height=\"210\" class=\"lazyload\"><\/picture>                                \n                                    <\/div>\n                                    <div class=\"il-slide-content\">\n                                        <div class=\"il-slide-heading\">T-Mobile &amp; Sprint Merger<\/div>\n                                        <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                    <\/div>\n                                <\/a>\n                                                            <\/div>\n                            <div class=\"slick--navelements\">\n                                <div class=\"slick--arrow-wrap\">\n                                    <div class=\"slides--numbers\">\n                                        <span class=\"active\">1<\/span> of <span class=\"total\"><\/span>\n                                    <\/div>\n                                    <button class=\"slick-arrow slick-arrow--prev\"><\/button>\n                                    <button class=\"slick-arrow slick-arrow--next\"><\/button>\n                                <\/div>\n                                <div class=\"slick--progress\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\">\n                                    <span class=\"slider__label sr-only\"><\/span>\n                                <\/div>\n                            <\/div>\n                        <\/div>\n                            <\/div>\n\t<\/div>\n<\/section>\n\n","protected":false},"excerpt":{"rendered":"","protected":false},"featured_media":1505,"template":"","cs_category":[10],"class_list":["post-4950","case-studies","type-case-studies","status-publish","has-post-thumbnail","hentry","cs_category-machine-learning-data-science"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Cymer manufacturing - part replacement optimization with ML<\/title>\n<meta name=\"description\" content=\"Explore the impact on inventory management and the estimated financial benefits in this success story of industry-leading proactive maintenance.\" \/>\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.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cymer manufacturing - part replacement optimization with ML\" \/>\n<meta property=\"og:description\" content=\"Explore the impact on inventory management and the estimated financial benefits in this success story of industry-leading proactive maintenance.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/\" \/>\n<meta property=\"og:site_name\" content=\"Calligo\" \/>\n<meta property=\"article:modified_time\" content=\"2023-12-01T14:29:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/manufacturing-sector-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@calligocloud\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/\",\"url\":\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/\",\"name\":\"Cymer manufacturing - part replacement optimization with ML\",\"isPartOf\":{\"@id\":\"https:\/\/www.calligo.io\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/manufacturing-sector-scaled.jpg\",\"datePublished\":\"2023-12-01T14:22:56+00:00\",\"dateModified\":\"2023-12-01T14:29:34+00:00\",\"description\":\"Explore the impact on inventory management and the estimated financial benefits in this success story of industry-leading proactive maintenance.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#primaryimage\",\"url\":\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/manufacturing-sector-scaled.jpg\",\"contentUrl\":\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/manufacturing-sector-scaled.jpg\",\"width\":2560,\"height\":1440},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.calligo.io\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Cymer Maximize Service Revenue\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.calligo.io\/#website\",\"url\":\"https:\/\/www.calligo.io\/\",\"name\":\"Calligo\",\"description\":\"Building value through data\",\"publisher\":{\"@id\":\"https:\/\/www.calligo.io\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.calligo.io\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.calligo.io\/#organization\",\"name\":\"Calligo\",\"url\":\"https:\/\/www.calligo.io\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.calligo.io\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/calligo-og.jpg\",\"contentUrl\":\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/calligo-og.jpg\",\"width\":1200,\"height\":630,\"caption\":\"Calligo\"},\"image\":{\"@id\":\"https:\/\/www.calligo.io\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/calligocloud\",\"https:\/\/www.linkedin.com\/company\/calligo-limited\/\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Cymer manufacturing - part replacement optimization with ML","description":"Explore the impact on inventory management and the estimated financial benefits in this success story of industry-leading proactive maintenance.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/","og_locale":"en_GB","og_type":"article","og_title":"Cymer manufacturing - part replacement optimization with ML","og_description":"Explore the impact on inventory management and the estimated financial benefits in this success story of industry-leading proactive maintenance.","og_url":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/","og_site_name":"Calligo","article_modified_time":"2023-12-01T14:29:34+00:00","og_image":[{"width":2560,"height":1440,"url":"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/manufacturing-sector-scaled.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_site":"@calligocloud","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/","url":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/","name":"Cymer manufacturing - part replacement optimization with ML","isPartOf":{"@id":"https:\/\/www.calligo.io\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#primaryimage"},"image":{"@id":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#primaryimage"},"thumbnailUrl":"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/manufacturing-sector-scaled.jpg","datePublished":"2023-12-01T14:22:56+00:00","dateModified":"2023-12-01T14:29:34+00:00","description":"Explore the impact on inventory management and the estimated financial benefits in this success story of industry-leading proactive maintenance.","breadcrumb":{"@id":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#primaryimage","url":"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/manufacturing-sector-scaled.jpg","contentUrl":"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/manufacturing-sector-scaled.jpg","width":2560,"height":1440},{"@type":"BreadcrumbList","@id":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer-maximize-service-revenue\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.calligo.io\/"},{"@type":"ListItem","position":2,"name":"Cymer Maximize Service Revenue"}]},{"@type":"WebSite","@id":"https:\/\/www.calligo.io\/#website","url":"https:\/\/www.calligo.io\/","name":"Calligo","description":"Building value through data","publisher":{"@id":"https:\/\/www.calligo.io\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.calligo.io\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/www.calligo.io\/#organization","name":"Calligo","url":"https:\/\/www.calligo.io\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.calligo.io\/#\/schema\/logo\/image\/","url":"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/calligo-og.jpg","contentUrl":"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/calligo-og.jpg","width":1200,"height":630,"caption":"Calligo"},"image":{"@id":"https:\/\/www.calligo.io\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/calligocloud","https:\/\/www.linkedin.com\/company\/calligo-limited\/"]}]}},"_links":{"self":[{"href":"https:\/\/www.calligo.io\/wp-json\/wp\/v2\/case-studies\/4950","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.calligo.io\/wp-json\/wp\/v2\/case-studies"}],"about":[{"href":"https:\/\/www.calligo.io\/wp-json\/wp\/v2\/types\/case-studies"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.calligo.io\/wp-json\/wp\/v2\/media\/1505"}],"wp:attachment":[{"href":"https:\/\/www.calligo.io\/wp-json\/wp\/v2\/media?parent=4950"}],"wp:term":[{"taxonomy":"cs_category","embeddable":true,"href":"https:\/\/www.calligo.io\/wp-json\/wp\/v2\/cs_category?post=4950"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}