{"id":4976,"date":"2023-12-08T16:18:25","date_gmt":"2023-12-08T16:18:25","guid":{"rendered":"https:\/\/www.calligo.io\/?post_type=case-studies&#038;p=4976"},"modified":"2024-03-01T10:55:12","modified_gmt":"2024-03-01T10:55:12","slug":"avista-predictive-repairs","status":"publish","type":"case-studies","link":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/avista-predictive-repairs\/","title":{"rendered":"Avista Predictive Repairs"},"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\">Avista faced a challenge in predicting and preventing failures<\/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>Avista Corporation, a prominent energy company faced a critical challenge in predicting and preventing failures in their electricity poles and components. The aim was to better understand correlations between various factors leading to replacements, ultimately enhancing service reliability and preventing power outages for residential, commercial, and industrial customers.<\/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\">We employed advanced data science to predict component failure<\/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>To address this challenge, we employed advanced data science methodologies, including XGBoost and feature importance analysis. Our approach involved identifying key variable correlations that signaled the need for pole or component replacement and predicting the likelihood of replacement for each part.<\/p>\n<p>To optimize the model&#8217;s performance, we conducted a variance analysis, streamlining the variables for a more efficient and accurate prediction. Weather data integration accounted for environmental factors accelerating pole degradation.<\/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 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\">The implemented solution had a profound impact on Avista&#8217;s operational efficiency<\/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>The implemented solution had a profound impact on Avista&#8217;s operational efficiency. By generating a replacement schedule based on predictive modeling, Avista significantly decreased overall power failures in the region.<\/p>\n<p>This proactive approach not only improved customer satisfaction by minimizing service interruptions but also demonstrated the tangible benefits of leveraging data science for infrastructure management.<\/p>\n<p>The project showcased the potential of predictive analytics in enhancing the reliability and resilience of energy distribution systems.<\/p>\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 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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                     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