{"id":4952,"date":"2023-12-01T14:42:22","date_gmt":"2023-12-01T14:42:22","guid":{"rendered":"https:\/\/www.calligo.io\/?post_type=case-studies&#038;p=4952"},"modified":"2023-12-01T14:42:23","modified_gmt":"2023-12-01T14:42:23","slug":"bank-of-oklahoma-employee-attrition","status":"publish","type":"case-studies","link":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/bank-of-oklahoma-employee-attrition\/","title":{"rendered":"Bank of Oklahoma Employee Attrition"},"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\">Bank of Oklahoma faced a challenge in mitigating employee attrition<\/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>Bank of Oklahoma faced a challenge in understanding and mitigating employee attrition, lacking clear visibility into attrition trends and effective strategies to improve rates. Employee turnover presented significant costs in terms of rehiring, retraining, and the loss of skills and intellectual capital, impacting overall profitability. The challenge was to gain insights into attrition patterns and implement proactive measures to enhance workforce stability.<\/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 implemented a comprehensive solution to address the challenges<\/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, Bank of Oklahoma implemented a comprehensive solution to address the challenges associated with employee attrition:<\/p>\n<ol>\n<li><strong>Predictive Analytics with Payroll Data:<\/strong> Calligo utilized payroll data to develop predictive models that assessed the likelihood of each employee leaving within the next year and the next two years. This provided a proactive approach to identifying potential attrition risks.<\/li>\n<li><strong>Scenario Testing Algorithms:<\/strong> Calligo developed scenario testing algorithms to assess the impact of various actions on attrition rates. These actions included changes in salary, vacation policies, and other relevant factors affecting employee satisfaction and retention.<\/li>\n<li><strong>Visualizations for Strategic Insights:<\/strong> The results of predictive models and scenario testing were aggregated into visualizations. These visualizations offered insights into how attrition varied across business sectors, job titles, seniority levels, and more. Users could interact with the visualizations, selecting individuals or groups to modify attributes and observe the recalculated likelihood of attrition.<\/li>\n<\/ol>\n<p><strong>Data Science Methodologies:<\/strong><\/p>\n<ul>\n<li><strong>Data Science by Design:<\/strong> A strategic and systematic approach to addressing attrition challenges.<\/li>\n<li><strong>XGBoost Decision Trees:<\/strong> Applied to enhance the accuracy of predictive models.<\/li>\n<li><strong>Custom Mathematics:<\/strong> Tailored mathematical models to suit the specific needs of Bank of Oklahoma.<\/li>\n<li><strong>R-Shiny:<\/strong> Utilized for developing interactive and user-friendly visualizations.<\/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\">As a result, the client was empowered to make informed decisions<\/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-18\">\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=\"d25d52ef-af98-4bad-9e8c-f25088bf3047\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p>The implementation of predictive analytics and scenario testing with Calligo had a transformative impact on workforce stability at Bank of Oklahoma:<\/p>\n<p><strong>Attrition Control:<\/strong> With the ability to predict and understand attrition risks, end users gained better control over attrition rates. This proactive approach significantly reduced the operational and management costs associated with employee turnover.<\/p>\n<p><strong>Outcome:<\/strong> The end users were empowered to make informed decisions, modifying various attributes to optimize workforce stability. This not only reduced costs but also enhanced overall operational efficiency and contributed to a more stable and productive work environment.<\/p>\n<p>In summary, Calligo&#8217;s data-driven approach and advanced analytics empowered Bank of Oklahoma to proactively manage and control attrition rates, resulting in tangible benefits to the organization&#8217;s cost of operations and management.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"mt-1 flex justify-start gap-3 empty:hidden\">\n<div class=\"text-gray-400 flex self-end lg:self-center justify-center lg:justify-start mt-0 gap-1 visible\"><button class=\"flex items-center gap-1.5 rounded-md p-1 pl-0 text-xs hover:text-gray-950 dark:text-gray-400 dark:hover:text-gray-200 disabled:dark:hover:text-gray-400 md:invisible md:group-hover:visible md:group-[.final-completion]:visible\"><\/button><\/p>\n<div class=\"flex gap-1\"><\/div>\n<div class=\"flex items-center gap-1.5 text-xs\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w-full pt-2 md:pt-0 dark:border-white\/20 md:border-transparent md:dark:border-transparent md:w-[calc(100%-.5rem)]\">\n<form class=\"stretch mx-2 flex flex-row gap-3 last:mb-2 md:mx-4 md:last:mb-6 lg:mx-auto lg:max-w-2xl xl:max-w-3xl\">\n<div class=\"relative flex h-full flex-1 items-stretch md:flex-col\">\n<div class=\"flex w-full items-center\"><\/div>\n<\/div>\n<\/form>\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 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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\/cymer-maximize-service-revenue\/\" 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 Maximize Service Revenue<\/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 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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               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