{"id":4705,"date":"2023-09-21T11:21:09","date_gmt":"2023-09-21T10:21:09","guid":{"rendered":"https:\/\/www.calligo.io\/?post_type=case-studies&#038;p=4705"},"modified":"2023-11-30T16:34:41","modified_gmt":"2023-11-30T16:34:41","slug":"starbucks","status":"publish","type":"case-studies","link":"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/starbucks\/","title":{"rendered":"Starbucks Staff Optimization"},"content":{"rendered":"<style>.block-cs-content-two-column{padding:3em 0}@media (min-width: 992px){.block-cs-content-two-column{padding:6em 0}}.block-cs-content-two-column .heading{font-size:1.5rem;line-height:2rem;letter-spacing:0.02em;font-weight:400}@media (min-width: 992px){.block-cs-content-two-column .heading{font-size:2rem;line-height:2.5rem}}.block-cs-content-two-column .heading-col>*{max-width:32.875rem}.block-cs-content-two-column .content-col{color:#1e1e1e}@media (min-width: 992px){.block-cs-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-cs-content-two-column .content-col>*{max-width:46.625rem}.block-cs-content-two-column .content-col p{letter-spacing:0.05em;margin-bottom:2rem;line-height:2rem}.block-cs-content-two-column .content-col p:not(.p--large) .block-cs-content-two-column .content-col p:not(.p--medium) .block-cs-content-two-column .content-col p:not(.p--small) .block-cs-content-two-column .content-col p:not(.p--x-small){font-size:16px}@media only screen and (min-width: 375px){.block-cs-content-two-column .content-col p:not(.p--large) .block-cs-content-two-column .content-col p:not(.p--medium) .block-cs-content-two-column .content-col p:not(.p--small) .block-cs-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-cs-content-two-column .content-col p:not(.p--large) .block-cs-content-two-column .content-col p:not(.p--medium) .block-cs-content-two-column .content-col p:not(.p--small) .block-cs-content-two-column .content-col p:not(.p--x-small){font-size:20px}}.block-cs-content-two-column .content-col p:last-child{margin-bottom:0}.block-cs-content-two-column.bg--primary .overline,.block-cs-content-two-column.bg--primary .heading,.block-cs-content-two-column.bg--primary .content-col{color:#fff}\n\n\/*# sourceMappingURL=block-case-study-content-two-column.css.map *\/\n<\/style><section id=\"\" class=\"block-cs-content-two-column    pad-bottom--0  m-bottom--1\">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n                            <div class=\"col-12\">\n                    <p class=\"overline\" data-aos=\"fade-up\">\n                        The Challenge                    <\/p>\n                <\/div>\n                        <div class=\"heading-col col-12 col-lg-6\">\n                <div data-aos=\"fade-up\">\n                    <h2 class=\"heading\">Optimizing staff allocation with Machine Learning.<\/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 the highly competitive world of retail, where customer experience and operational efficiency are paramount, Starbucks faced a common challenge \u2013 optimizing staff allocation. The &#8216;made-to-order&#8217; nature of their business demanded precise resource allocation to ensure excellent customer service while maximizing revenue. Historically, resource planning was heavily reliant on the intuition of in-store managers, often resulting in overstaffing, customer dissatisfaction, and lost revenue. Starbucks needed a data-driven solution to revolutionize their staff optimization efforts.<\/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 tackled Starbucks&#8217; staff optimization challenge by building a precise demand forecast model<\/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 tackle the challenge of staff optimization at Starbucks, we took the following actions:<\/p>\n<p><strong>Demand Forecast Model:<\/strong> We built a robust demand forecast model that predicted resource needs for each station, down to the hour. Leveraging historical data and advanced forecasting techniques, this model provided accurate predictions of customer demand.<\/p>\n<p><strong>Optimal Resource Allocation:<\/strong> Using the demand forecasts, we combined them with walking times and unit processing times to recommend the optimal number of resources required for each shift. This data-driven approach ensured efficient staffing levels aligned with actual demand.<\/p>\n<p><strong>Cloud-Based App:<\/strong> To empower Starbucks&#8217; in-store managers and make the results easily accessible, we developed a customized cloud-based application. This user-friendly interface allowed managers to quickly access and implement recommended resource plans, simplifying the optimization process.<\/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\">A data-driven approach to staff optimization<\/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>Our data-driven approach to staff optimization delivered remarkable results for Starbucks:<\/p>\n<p><strong>Accuracy:<\/strong> The demand forecast model achieved an outstanding top-line accuracy rate of 95% on average. In-store managers now had access to highly reliable data for resource planning.<\/p>\n<p><strong>Cost Reduction:<\/strong> Implementing data-driven resource planning fundamentally changed and optimized staffing, leading to substantial cost reductions. This efficiency improvement positively impacted the bottom line.<\/p>\n<p><strong>Operational Efficiency:<\/strong> Deeper visibility into the efficiency of different stations and staffing optimization prompted strategic changes to in-store layouts. These changes, in turn, supported optimized delivery times, enhancing overall operational efficiency and customer satisfaction.<\/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 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 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                    <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\/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\/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)\" 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