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HTTP/1.1 200 OKContent-Type: text/html; charsetutf-8Date: Tue, 10 Sep 2024 19:03:06 GMTEtag: W/18b6a-eVmZkeHmgI4evQpSE2LrZmmCTjQStrict-Transport-Security: max-age31536000Vary: Accept-EncodingX-Content-Type-Options: nosniffX-Frame-Options: ALLOW-FROM https://amplify.notified.comX-Powered-By: ExpressTransfer-Encoding: chunked !DOCTYPE html>html langen>head> link relcanonical hrefhttps://press.freyasystems.com/> title>Freya Systems/title> base href/> link relicon idappFavicon hrefhttps://cdn.filestackcontent.com/RGjnSxQQ5GgjiJ05WsVg> meta charsetutf-8> meta nameviewport contentwidthdevice-width, initial-scale1>link relstylesheet hrefstyles.59cea37f4d550494.css>link hrefhttps://use.typekit.net/ill5vrt.css typetext/css relstylesheet mediascreen,print idtypekit-font>meta propertyog:url contentpress.freyasystems.com>meta propertyog:title contentFreya Systems>meta propertyog:type contentwebsite>meta propertyog:image contenthttps://cdn.filestackcontent.com/ADl2KZuKDRbS7BbbwOreQz/auto_image/resizewidth:1200,height:627,fit:clip,align:top/Bn1OFbTsTnWryb8p2W79>meta propertyog:image:width content1200>meta propertyog:image:height content627>meta propertyog:description contentFreya Systems enhances its customer’s decision power by turning their data into wisdom. Continuous learning is central to Freya Systems’ culture and the driving force behind their webinar series on Predicting Component’s Future to Plan Better Now, Building Effective Dashboards, and Predictive Optimization for Fleet Readiness. For more information on Freya Systems, visit their website at www.freyasystems.com >meta namedescription contentFreya Systems enhances its customer’s decision power by turning their data into wisdom. Continuous learning is central to Freya Systems’ culture and the driving force behind their webinar series on Predicting Component’s Future to Plan Better Now, Building Effective Dashboards, and Predictive Optimization for Fleet Readiness. 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style idcustom_styles>/style> notified-newsroom _nghost-sc21 ng-version15.2.10 ng-server-contextother>router-outlet _ngcontent-sc21>/router-outlet>ng-component>!---->div classnewsroom-wrapper newsroom-frontpage>div classnewsroom-top-nav>nav idmain-navbar classnavbar navbar-expand-lg navbar-light bg-faded fixed-top>a classnavbar-brand hrefhttps://freyasystems.com/>img classimg-fluid srchttps://cdn.filestackcontent.com/d1aZF5TkQwSmHhwqUtTI altFreya Systems logo>!---->/a>!---->!---->button typebutton data-togglecollapse data-target#navbarSupportedContent aria-controlsnavbarSupportedContent aria-expandedfalse aria-labelToggle navigation classnavbar-toggler>span classnavbar-toggler-icon>/span>/button>div classcollapse navbar-collapse>button typebutton classmobile-toggle-cancel>i classicon-cancel-1>/i>/button>ul classnavbar-nav ml-auto>!---->!---->!---->!---->li classnav-item>a classnav-link hrefhttps://freyasystems.com/data-analytics/>Data Analytics/a>/li>!---->li classnav-item>a classnav-link hrefhttps://freyasystems.com/software-development/>Software Development/a>/li>!---->li classnav-item>a classnav-link hrefhttps://freyasystems.com/insights/>Insights/a>/li>!---->li classnav-item>a classnav-link hrefhttps://freyasystems.com/industries/>Industries/a>/li>!---->li classnav-item>a classnav-link hrefhttps://freyasystems.com/about-us/>About/a>/li>!---->!---->!---->!---->li idfollow-button-menu classnav-item>button typebutton classbtn btn-default pr-4 pl-4>Follow/button>/li>/ul>/div>/nav>/div>!---->!---->div classnewsroom-content>router-outlet>/router-outlet>ng-component>div idfrontpage class>section class>!---->newsroom-header>div classnewsroom-hero-container>div classcontent>h1 classtitle stylecolor:#fff;>Freya Systems/h1>!---->hr classtitle-seperator styleborder-color:#fff;>!---->h2 classsubtitle stylecolor:#fff;>Providing Advanced Insights To Fuel Your Decisions/h2>!---->div idfollow-button-header classbuttons-container>button classbtn btn-round btn-white stylecolor:rgb(0,32,96);background-color:#fff;>Follow/button>/div>/div>!---->div classimage-overlay stylebackground-color:rgba(0,0,0,0.3);>/div>!---->div classimage-container stylebackground-image:url(https://cdn.filestackcontent.com/Bn1OFbTsTnWryb8p2W79);filter:blur(0px);>/div>!---->/div>!---->/newsroom-header>/section>!---->!---->section class>!---->tag-based-items-widget _nghost-sc28 idwidget-48095 classwidget-container>div _ngcontent-sc28 classcontent-container>div _ngcontent-sc28 classcontainer>div _ngcontent-sc28 classrow>div _ngcontent-sc28 classcol-lg-12>h1 _ngcontent-sc28>About us in media span _ngcontent-sc28 classseperator>/span>/h1>!---->!---->!---->!---->!---->div _ngcontent-sc28 classnewsroom-section-loader mb-0>svg _ngcontent-sc28 viewBox25 25 50 50 classcircular>circle _ngcontent-sc28 cx50 cy50 r20 fillnone stroke-width2 stroke-miterlimit10 classpath>/circle>/svg>/div>!---->!---->!---->/div>/div>/div>/div>!---->/tag-based-items-widget>/section>!---->!---->!---->!---->!---->!---->!---->!---->!---->!---->section class>!---->items-widget idwidget-48598 classodd widget-container>div classcontent-container>div classcontainer>div classrow>div classcol-lg-12>h1>Latest News span classseperator>/span>/h1>!---->div classitem-list-boxed>ul>li classwidth-50>div classbox>div classtext-content-container>a classtext-content-link href/posts/pressreleases/ai-and-data-science-webinar-recap>div classtext-wrapper>div classpublished>2024-08-02 06:52/div>div classtype stylecolor:#01359c;>Press release/div>h5 classtitle>AI and Data Science Webinar Recap/h5>div classsummary>If youre unfamiliar with the wastewater industry, you might be surprised to learn that the data generated by these systems is immense. This abunda.../div>/div>/a>div classsocial-icons>!---->!---->!---->!---->/div>/div>div classimage-container>a href/posts/pressreleases/ai-and-data-science-webinar-recap>div classimage-holder stylebackground-image:url(https://cdn.filestackcontent.com/auto_image/C21f7dXfQvCZRU5NljOZ);>/div>!---->/a>/div>a classread-more-container href/posts/pressreleases/ai-and-data-science-webinar-recap> Read more /a>/div>/li>li classwidth-50>div classbox>div classtext-content-container>a classtext-content-link href/posts/pressreleases/teaching-the-next-gen-freya-systems-coo-joins>div classtext-wrapper>div classpublished>2024-07-11 19:04/div>div classtype stylecolor:#01359c;>Press release/div>h5 classtitle>Teaching The Next Gen: Freya Systems COO Joins Drexel LeBow Faculty/h5>div classsummary>Chris MacNeel, Freya’s Chief Operating Officer, is sharing his knowledge and experience with the next generation of data scientists as an adjunct p.../div>/div>/a>div classsocial-icons>!---->!---->!---->!---->/div>/div>div classimage-container>a href/posts/pressreleases/teaching-the-next-gen-freya-systems-coo-joins>div classimage-holder stylebackground-image:url(https://cdn.filestackcontent.com/auto_image/YSorujEkTDG9njTLKHYs);>/div>!---->/a>/div>a classread-more-container href/posts/pressreleases/teaching-the-next-gen-freya-systems-coo-joins> Read more /a>/div>/li>li classwidth-50>div classbox>div classtext-content-container>a classtext-content-link href/posts/pressreleases/is-your-operation-ready-for-artificial-intell-1>div classtext-wrapper>div classpublished>2024-06-13 16:42/div>div classtype stylecolor:#01359c;>Press release/div>h5 classtitle>Is Your Operation Ready for Artificial Intelligence? A Guide for Business Leaders in Wastewater Management/h5>div classsummary>This article is based on a real conversation with an Operations Director at a plant processing over 80 MGD. Artificial intelligence (AI) has become.../div>/div>/a>div classsocial-icons>!---->!---->!---->!---->/div>/div>div classimage-container>a href/posts/pressreleases/is-your-operation-ready-for-artificial-intell-1>div classimage-holder stylebackground-image:url(https://cdn.filestackcontent.com/auto_image/KLSTxWRRHeoUMdeRjGMg);>/div>!---->/a>/div>a classread-more-container href/posts/pressreleases/is-your-operation-ready-for-artificial-intell-1> Read more /a>/div>/li>li classwidth-50>div classbox no-image>div classtext-content-container>a classtext-content-link href/posts/pressreleases/is-your-operation-ready-for-artificial-intell>div classtext-wrapper>div classpublished>2024-06-11 12:07/div>div classtype stylecolor:#01359c;>Press release/div>h5 classtitle>Is Your Operation Ready for Artificial Intelligence? A Guide for Business Leaders in Wastewater Management/h5>div classsummary>MEDIA, Pa., June 11, 2024 (GLOBE NEWSWIRE) -- This informational release is based on a real conversation with an Operations Director at a plant p.../div>/div>/a>div classsocial-icons>!---->!---->!---->!---->/div>/div>div classimage-container>a href/posts/pressreleases/is-your-operation-ready-for-artificial-intell>!---->/a>/div>a classread-more-container href/posts/pressreleases/is-your-operation-ready-for-artificial-intell> Read more /a>/div>/li>li classwidth-50>div classbox no-image>div classtext-content-container>a classtext-content-link href/posts/pressreleases/freya-systems-honored-consecutively-with-drex>div classtext-wrapper>div classpublished>2023-07-17 11:20/div>div classtype stylecolor:#01359c;>Press release/div>h5 classtitle>Freya Systems Honored Consecutively With Drexel LeBow Analytics 50 Award/h5>div classsummary>Freya Systems, an advanced data analytics and software development company, was selected as a 2023 honoree of the Drexel LeBow Analytics 50 Award. .../div>/div>/a>div classsocial-icons>!---->!---->!---->!---->/div>/div>div classimage-container>a href/posts/pressreleases/freya-systems-honored-consecutively-with-drex>!---->/a>/div>a classread-more-container href/posts/pressreleases/freya-systems-honored-consecutively-with-drex> Read more /a>/div>/li>!---->/ul>div classclearfix>/div>/div>!---->!---->!---->div classview-more-button-container>!---->a classbtn btn-read-more href/posts>View more/a>!---->/div>!---->!---->!---->/div>/div>/div>/div>!---->/items-widget>/section>!---->!---->!---->!---->!---->!---->!---->section class>!---->html-widget idwidget-48097 classwidget-container>div classcontent-container>div classcontainer>div classrow>div classcol-lg-12>h1>About Freya Systems span classseperator>/span>/h1>!---->div classcompany-info-about pre-wrap>p stylemargin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;>span stylefont-family: Arial, sans-serif;>Freya Systems, founded in 2009 and based in Media, Pennsylvania, specializes in agile data analytics and software development for the Defense, Aviation, and Utility industries. We enhance human capabilities through AI and data analytics, aiming to improve work enjoyment and balance./span>/p>p stylemargin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;>span stylefont-family: Arial, sans-serif;>Guided by our core values of Curiosity, Ownership, Tenacity, and Compassion, we collaborate closely with clients to deliver solutions aligned with their business strategies. Our services include data engineering, machine learning, predictive maintenance, statistical modeling, and custom software development, all executed with agile methodology for maximum flexibility and efficiency./span>/p>p stylemargin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;>span stylefont-family: Arial, sans-serif;>For more information, visit /span>a hrefhttps://freyasystems.com/>https://freyasystems.com//a>/p>/div>/div>/div>/div>/div>!---->/html-widget>/section>!---->!---->!---->!---->!---->!---->section class>!---->contact-widget idwidget-48098 classodd widget-container>div classcontent-container>div classcontainer>div classrow>div classcol-lg-12>h1>Contacts span classseperator>/span>/h1>!---->div classcontacts-big-list>div classcontacts-list row>div classcol-lg-6 col-sm-12 col-xs-12 contact-col>div classcontact-item contact-col>img classcontact-image srchttps://cdn.filestackcontent.com/MAkNnjsrStmq2e4CbjnB altCynthia Sutera>!---->div classcontact-info>div classtitle stylecolor:#01359c;>Media Contact/div>!---->h5 classcontact-name> Cynthia Sutera /h5>!---->div classdescription>Freya Sytems Media Relations/div>!---->ul>li>i classicon-mail-1>/i>a classpointer hrefmailto:cindis@amscommunications.net>cindis@amscommunications.net/a>/li>!---->li>i classicon-phone>/i> 6106132773 /li>!---->!---->!---->!---->!---->/ul>/div>/div>/div>!---->/div>/div>/div>/div>/div>/div>!---->/contact-widget>/section>!---->!---->!---->!---->!---->!---->!---->!---->!---->!---->/div>/ng-component>!---->/div>div classpowered-by-footer>div classcontainer>div classrow justify-content-center>div classsubscribe-rss col-lg-6>div classicon-rss-1>Follow us/div>ul classrss-feed-list>li>a relnofollow target_blank classml-1 hrefhttps://api.client.notified.com/api/rss/publish/view/41858?typenews>News (RSS)/a>/li>li>a relnofollow target_blank classml-1 hrefhttps://api.client.notified.com/api/rss/publish/view/41858?typepress>Press releases (RSS)/a>/li>li>a relnofollow target_blank classml-1 hrefhttps://api.client.notified.com/api/rss/publish/view/41858?typeblog>Blog posts (RSS)/a>/li>/ul>/div>div classcol-lg-6>a hrefhttps://notified.com relnofollow target_blank>img src../../content/imgs/logos/logo_square.svg altNotified logo>Powered by Notified/a>/div>/div>/div>/div>/div>loader-container>!---->/loader-container>/ng-component>!---->/notified-newsroom> script srchttps://cdnjs.cloudflare.com/ajax/libs/limonte-sweetalert2/6.9.1/sweetalert2.min.js>/script> script srchttps://cdnjs.cloudflare.com/ajax/libs/jquery/3.5.0/jquery.min.js>/script> script srccontent/js/lightslider.min.js>/script> script srccontent/js/webfont.js>/script>script srcruntime.d8d7b20a66dbf5e1.js typemodule>/script>script srcpolyfills.21a690296e1f4fb9.js typemodule>/script>script srcmain.8079d9c3301456b5.js typemodule>/script>script idnotified-newsroom-state typeapplication/json>{&q;viewModelKey&q;:{&q;name&q;:&q;Freya Systems&q;,&q;sluggedName&q;:&q;freya-systems&q;,&q;roomId&q;:41858,&q;isPublic&q;:true,&q;cameViaCustomDomain&q;:true,&q;googleAnalyticsTrackingId&q;:&q;UA-118011151-1&q;,&q;googleAnalytics4TrackingId&q;:null,&q;googleAnalyticsDisabled&q;:false,&q;cookieConsentEnabled&q;:true,&q;googleSiteVerificationToken&q;:&q;75b-g5U3vKHBjKXtgY7r6W7qxi4LX7kpf1U3JLMY05o&q;,&q;companyInfo&q;:{&q;publishRoomId&q;:41858,&q;about&q;:&q;Freya Systems enhances its customer’s decision power by turning their data into wisdom. Continuous learning is central to Freya Systems’ culture and the driving force behind their webinar series on Predicting Component’s Future to Plan Better Now, Building Effective Dashboards, and Predictive Optimization for Fleet Readiness. 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We enhance human capabilities through AI and data analytics, aiming to improve work enjoyment and balance.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Guided by our core values of Curiosity, Ownership, Tenacity, and Compassion, we collaborate closely with clients to deliver solutions aligned with their business strategies. Our services include data engineering, machine learning, predictive maintenance, statistical modeling, and custom software development, all executed with agile methodology for maximum flexibility and efficiency.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;For more information, visit&a;nbsp;&l;/span&g;&l;a href\&q;https://freyasystems.com/\&q;&g;https://freyasystems.com/&l;/a&g;&l;/p&g;&q;,&q;sortOrder&q;:4,&q;isEnabled&q;:true,&q;itemWidgetRenderType&q;:&q;box&q;,&q;itemWidgetItemTypes&q;:,&q;itemWidgetItemCount&q;:0,&q;itemWidgetTopicIds&q;:,&q;itemWidgetLoadMore&q;:false},{&q;id&q;:48098,&q;publishRoomId&q;:41858,&q;title&q;:&q;Contacts&q;,&q;widgetType&q;:&q;contactWidget&q;,&q;tagWidgetRenderType&q;:null,&q;tagWidgetItemCount&q;:null,&q;tagWidgetTagIds&q;:,&q;tagWidgetSearchProfileIds&q;:,&q;tagWidgetSearchProfilePostTypes&q;:,&q;tagWidgetLoadMore&q;:false,&q;featuredItemsWidgetSpeed&q;:null,&q;featuredItemsWidgetAutoplay&q;:false,&q;htmlWidgetHtml&q;:null,&q;sortOrder&q;:5,&q;isEnabled&q;:true,&q;itemWidgetRenderType&q;:&q;box&q;,&q;itemWidgetItemTypes&q;:,&q;itemWidgetItemCount&q;:0,&q;itemWidgetTopicIds&q;:,&q;itemWidgetLoadMore&q;:false},{&q;id&q;:48598,&q;publishRoomId&q;:41858,&q;title&q;:&q;Latest News&q;,&q;widgetType&q;:&q;itemsWidget&q;,&q;tagWidgetRenderType&q;:null,&q;tagWidgetItemCount&q;:null,&q;tagWidgetTagIds&q;:,&q;tagWidgetSearchProfileIds&q;:,&q;tagWidgetSearchProfilePostTypes&q;:,&q;tagWidgetLoadMore&q;:false,&q;featuredItemsWidgetSpeed&q;:null,&q;featuredItemsWidgetAutoplay&q;:false,&q;htmlWidgetHtml&q;:null,&q;sortOrder&q;:1,&q;isEnabled&q;:true,&q;itemWidgetRenderType&q;:&q;box&q;,&q;itemWidgetItemTypes&q;:&q;blog&q;,&q;news&q;,&q;pressRelease&q;,&q;itemWidgetItemCount&q;:5,&q;itemWidgetTopicIds&q;:,&q;itemWidgetLoadMore&q;:false},&q;contacts&q;:{&q;id&q;:40439,&q;name&q;:&q;Cynthia Sutera&q;,&q;sortOrder&q;:1,&q;title&q;:&q;Media Contact&q;,&q;description&q;:&q;Freya Sytems&s; Media Relations&q;,&q;picture&q;:&q;https://cdn.filestackcontent.com/MAkNnjsrStmq2e4CbjnB&q;,&q;email&q;:&q;cindis@amscommunications.net&q;,&q;phone&q;:&q;6106132773&q;,&q;phone2&q;:null,&q;twitterHandle&q;:&q;@cynthiasutera&q;,&q;instagramUsername&q;:null,&q;linkedInUsername&q;:&q;Cindi Mallon-Sutera&q;,&q;enabledInNewsroom&q;:true}},&q;itemsKey-48598&q;:{&q;items&q;:{&q;id&q;:306893,&q;title&q;:&q;AI and Data Science Webinar Recap&q;,&q;summary&q;:&q;If you&s;re unfamiliar with the wastewater industry, you might be surprised to learn that the data generated by these systems is immense. This abunda...&q;,&q;description&q;:&q;&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-size: 14.0pt; line-height: 115%;\&q;&g;In this release, we recap a recent Webinar hosted by Chris MacNeel, COO at Freya Systems.&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-size: 14.0pt; line-height: 115%;\&q;&g;Harnessing the Power of Data Science in the Wastewater Industry&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;As a lifelong data scientist with experience in the aviation, defense, and wastewater industries, Chris MacNeel, COO of Freya Systems, has witnessed firsthand the transformative potential of data. In the aviation and defense sectors, the efficient use of data has long been critical. However, the wastewater industry, despite generating vast amounts of data, has yet to fully capitalize on its potential. It&s;s time for a change.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;The Overwhelming Data in Wastewater Systems&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;If you&s;re unfamiliar with the wastewater industry, you might be surprised to learn that the data generated by these systems is immense. In fact, the volume of data produced by wastewater systems in a single day exceeds that generated by a military aircraft in flight. This abundance of data offers a massive opportunity to improve decision-making processes, optimize operations, and enhance overall efficiency.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;The Limitations of Traditional Tools&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Historically, many in the wastewater industry have relied on traditional tools like Microsoft Excel to manage and analyze data. While Excel is a powerful tool and beloved by many, it has its limitations, especially given the sheer volume and complexity of data generated today. Supervisory Control and Data Acquisition (SCADA) systems, for example, produce data that often exceeds Excel&s;s capabilities.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;The Necessity of Data Science and AI&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;In the past, data science and artificial intelligence (AI) were viewed as luxuries&a;mdash;nice to have but not essential. However, with the increasing volume of data and growing financial challenges, data science and AI have become necessities. These technologies are crucial for making better decisions, visualizing data, integrating disparate data sources, automating processes, and ensuring smoother operations.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Early Adoption: A Strategic Advantage&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Early adoption of data science and AI provides significant benefits. As more data systems come online, the complexity of managing and analyzing data grows exponentially. Delaying the adoption of advanced data strategies only compounds these challenges, making it harder to catch up. The industry must move beyond a \&q;keep the lights on\&q; mentality and invest in future efficiencies and optimizations.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&a;nbsp;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-size: 14.0pt; line-height: 115%;\&q;&g;Demystifying Data Science and AI&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;What is Data Science?&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Data science is the study of data to extract meaningful insights. It encompasses a range of activities, including data analysis, visualization, traditional statistics, and the creation of predictive algorithms. Crucially, data science often requires subject matter expertise to interpret data accurately and make informed decisions.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;What is AI?&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Artificial intelligence refers to the ability of machines to imitate intelligent human behavior. In practical terms, AI in the wastewater industry involves using data to train algorithms that can make predictions and decisions based on that data. These AI systems are narrow in scope&a;mdash;they excel in specific tasks (like wastewater management) but don&s;t possess general intelligence.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-size: 14.0pt; line-height: 115%;\&q;&g;The Importance of Data Science and AI&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Improving Processes and Automation&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;The primary goal of data science is to use data to enhance processes and automate decision-making. By doing so, organizations can achieve greater efficiency and effectiveness.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Moving Beyond Excel&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;As problems become more complex and data volumes grow, more sophisticated tools are required. Data science provides the advanced methodologies needed to tackle these challenges, far surpassing the capabilities of traditional spreadsheet software.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Adopting a Data-First Perspective&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Data science encourages a data-first approach, allowing organizations to make decisions based on objective data rather than subjective biases. This approach leads to more accurate and reliable insights.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Humans in the Loop&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Despite the power of data science and AI, human expertise remains crucial. Humans are needed to validate algorithmic decisions and provide a contextual understanding that machines cannot replicate.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&a;nbsp;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-size: 14.0pt; line-height: 115%;\&q;&g;The Role of Data Engineering&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Designing and Building Data Infrastructure&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Data engineering involves creating the infrastructure necessary for data analysis. This includes building data pipelines to consolidate data from various sources, ensuring data quality, and managing data storage.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Breaking Down Data Silos&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Many organizations have data stored in isolated silos&a;mdash;SCADA data in one system, financial data in another, and so on. Data engineering focuses on integrating these disparate data sources to provide a holistic view and enable comprehensive analysis.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Ensuring Data Governance and Security&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Data engineers are responsible for ensuring data governance and security. This involves monitoring data access, maintaining data quality, and ensuring compliance with relevant regulations.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Supporting Data Science&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Data engineering provides the foundation for data science by ensuring that data is clean, well-organized, and readily available for analysis.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&a;nbsp;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-size: 14.0pt; line-height: 115%;\&q;&g;Why Data Engineering is Essential&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Managing Data Silos&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;As more software systems are implemented, data silos become increasingly common. Data engineering helps break down these silos and integrates data across the organization.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Separating Analytics from Production&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Analytics systems should be separate from production systems to avoid performance issues. Data engineering ensures that analytics can be performed efficiently without disrupting operational systems.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Enabling Reusable and Repeatable Processes&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Data engineering establishes the processes needed for consistent and repeatable data analysis. This reliability is crucial for ongoing data science efforts.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&a;nbsp;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-size: 14.0pt; line-height: 115%;\&q;&g;Concrete Projects for Data Science and Engineering&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Constructing Dashboards&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Dashboards provide clarity through visualizations. A targeted dashboard focused on a specific area, like aeration or flow, can offer valuable insights and improve decision-making.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Developing Data Logging Applications&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Creating web applications for logging data can streamline processes and move organizations away from paper-based systems. This enhances data accessibility and usability.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Implementing OCR for Historical Data&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Optical Character Recognition (OCR) software can digitize historical paper records, making them available for analysis and decision-making.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Predicting Events&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;For more advanced organizations, predictive analytics can forecast events like system failures or maintenance needs, allowing for proactive management.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&a;nbsp;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-size: 14.0pt; line-height: 115%;\&q;&g;Tips for Successful Projects&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Start Now While Planning for the Future&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Begin with small, manageable projects while planning for long-term initiatives. This approach ensures immediate progress and builds momentum.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Keep it Simple&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Identify a well-defined, achievable proof of concept for your first project. Avoid overly ambitious or theoretical projects that may be difficult to execute.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Communicate Successes&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Share your successes, no matter how small, to build support for data science and engineering initiatives. Highlight how these efforts improve efficiency and effectiveness.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;Address Annoyances&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Focus on projects that address common complaints or pain points. This not only delivers immediate value but also demonstrates the practical benefits of data science.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&a;nbsp;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-size: 14.0pt; line-height: 115%;\&q;&g;Embracing the Future of Data in Wastewater&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;Data science and data engineering are here to stay. The wastewater industry must embrace these technologies to stay competitive and efficient. Starting now rather than later is crucial to avoid compounding problems and missing out on potential efficiencies.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;The era of relying solely on Excel is over. With the increasing volume and complexity of data, more sophisticated tools and techniques are necessary. By adopting data science and engineering practices, organizations can harness the full potential of their data, improve decision-making, and optimize operations.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;In summary, the wastewater industry is at a pivotal moment. The data being generated holds immense potential, and it&s;s time to leverage it fully. By investing in data science and engineering and by starting with achievable projects, the industry can make significant strides toward a more efficient and effective future.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;If you have specific questions or thoughts, contact Chris MacNeel at&a;nbsp;&l;a href\&q;mailto:Chris.MacNeel@FreyaSystems.com\&q; target\&q;_blank\&q; rel\&q;noopener\&q;&g;Chris.MacNeel@FreyaSystems.com&l;/a&g; to discuss them further.&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&a;nbsp;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 115%; font-size: 12pt; font-family: Aptos, sans-serif;\&q;&g;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&a;nbsp;&l;/p&g;&q;,&q;companyAbout&q;:&q;&l;p&g;Freya Systems enhances its customer&a;rsquo;s decision power by turning their data into wisdom. Continuous learning is central to Freya Systems&a;rsquo; culture and the driving force behind their webinar series on Predicting Component&a;rsquo;s Future to Plan Better Now, Building Effective Dashboards, and Predictive Optimization for Fleet Readiness. For more information on Freya Systems, visit their website at www.freyasystems.com&l;/p&g;&q;,&q;canonicalUrl&q;:null,&q;imageUrl&q;:&q;https://cdn.filestackcontent.com/auto_image/C21f7dXfQvCZRU5NljOZ&q;,&q;imageDescription&q;:&q;Artificial Intelligence and Data Science in Wastewater&q;,&q;imageAlt&q;:&q;Artificial Intelligence and Data Science in Wastewater&q;,&q;published&q;:&q;2024-08-02T06:52:12.707Z&q;,&q;created&q;:&q;2024-08-02T06:52:12.707&q;,&q;sluggedName&q;:&q;ai-and-data-science-webinar-recap&q;,&q;isFeatured&q;:false,&q;language&q;:&q;en&q;,&q;status&q;:&q;active&q;,&q;type&q;:&q;pressRelease&q;,&q;contacts&q;:,&q;topics&q;:,&q;relatedContent&q;:,&q;publishUrl&q;:&q;press.freyasystems.com/posts/pressreleases/ai-and-data-science-webinar-recap&q;},{&q;id&q;:302724,&q;title&q;:&q;Teaching The Next Gen: Freya Systems&s; COO Joins Drexel LeBow Faculty&q;,&q;summary&q;:&q;Chris MacNeel, Freya’s Chief Operating Officer, is sharing his knowledge and experience with the next generation of data scientists as an adjunct p...&q;,&q;description&q;:&q;&l;p class\&q;text-body font-regular leading-24px pt-9px pb-2px\&q; dir\&q;ltr\&q;&g;&l;span style\&q;white-space: pre-wrap;\&q;&g;In an era where data-driven decision-making is more crucial than ever, the demand for skilled professionals who can model, analyze, and derive business insights from data is skyrocketing. Leading the charge in shaping these future experts is &l;a href\&q;https://www.linkedin.com/in/christopher-macneel-530242127/\&q; target\&q;_blank\&q; rel\&q;noopener\&q;&g;Chris MacNeel,&l;/a&g; Freya&s;s Chief Operating Officer. Chris is a seasoned industry leader and a passionate educator, now serving as an adjunct professor at Drexel University&a;rsquo;s Lebow College of Business. He teaches a Business Consulting Course for Business Analytics, imparting his vast knowledge and experience to the next generation of data scientists.&l;/span&g;&l;/p&g;\n&l;p class\&q;text-body font-regular leading-24px pt-9px pb-2px\&q; dir\&q;ltr\&q;&g;&l;span style\&q;white-space: pre-wrap;\&q;&g;Chris&s; dedication to education is not newfound. Last year, he guided a cohort of Drexel students pursuing an &l;a href\&q;https://www.lebow.drexel.edu/land/masters/business-analytics?gad_source1&a;amp;gclidCjwKCAjw65-zBhBkEiwAjrqRMCvmJfwNR3Z0k45NBkD4d_b-8Anc_OeR3eKtWdnVcJ9AJ3FKMZt1aRoCDscQAvD_BwE\&q; target\&q;_blank\&q; rel\&q;noopener\&q;&g;MS in Business Analytics&l;/a&g; through an intricate project involving a massive dataset from the U.S. Department of Transportation. The objective? Developing a model to mitigate airport delays across the country&a;mdash;a real-world application with significant implications. His teaching prowess extends beyond Drexel; Chris has also been a distinguished guest lecturer at American University&s;s Graduate Analytics Program in Washington, D.C.&l;/span&g;&l;/p&g;\n&l;p class\&q;text-body font-regular leading-24px pt-9px pb-2px\&q; dir\&q;ltr\&q;&g;&l;span style\&q;white-space: pre-wrap;\&q;&g;\&q;Continuous learning is a deep passion of mine, and I&a;rsquo;m excited to share my industry knowledge and business experience with the students,\&q; said Chris. \&q;Being a professor and teaching the next generation is incredibly fulfilling. I&a;rsquo;m grateful for the opportunity.\&q;&l;/span&g;&l;/p&g;\n&l;p class\&q;text-body font-regular leading-24px pt-9px pb-2px\&q; dir\&q;ltr\&q;&g;&l;span style\&q;white-space: pre-wrap;\&q;&g;Chris MacNeel&s;s involvement in academia underscores the essential role that data science plays in modern business and education. By bridging the gap between theoretical knowledge and practical application, Chris and professionals like him ensure that the next wave of data scientists is well-equipped to tackle complex business challenges and drive innovation.&l;/span&g;&l;/p&g;\n&l;p class\&q;text-body font-regular leading-24px pt-9px pb-2px\&q; dir\&q;ltr\&q;&g;&l;span style\&q;white-space: pre-wrap;\&q;&g;At Freya, we are committed to fostering a culture of continuous learning and knowledge-sharing. Our team of experts, like Chris, exemplifies the blend of industry expertise and academic rigor that sets us apart. We believe in the power of education to transform industries, and we are proud to support initiatives that cultivate the next generation of leaders in data science.&l;/span&g;&l;/p&g;\n&l;p class\&q;text-body font-regular leading-24px pt-9px pb-2px\&q; dir\&q;ltr\&q;&g;&l;span style\&q;white-space: pre-wrap;\&q;&g;For more information on how Freya is shaping the future of data analytics, &l;a href\&q;https://freyasystems.com/\&q; target\&q;_blank\&q; rel\&q;noopener\&q;&g;visit our website&l;/a&g; and explore our range of customized solutions designed to meet your business&s;s unique needs.&l;/span&g;&l;/p&g;&q;,&q;companyAbout&q;:&q;&l;p&g;Freya Systems enhances its customer&a;rsquo;s decision power by turning their data into wisdom. Continuous learning is central to Freya Systems&a;rsquo; culture and the driving force behind their webinar series on Predicting Component&a;rsquo;s Future to Plan Better Now, Building Effective Dashboards, and Predictive Optimization for Fleet Readiness. For more information on Freya Systems, visit their website at www.freyasystems.com&l;/p&g;&q;,&q;canonicalUrl&q;:null,&q;imageUrl&q;:&q;https://cdn.filestackcontent.com/auto_image/YSorujEkTDG9njTLKHYs&q;,&q;imageDescription&q;:&q;Christopher MacNeel, COO at Freya Systems, joins Drexel LeBow Faculty&q;,&q;imageAlt&q;:&q;Christopher MacNeel, COO at Freya Systems, joins Drexel LeBow Faculty&q;,&q;published&q;:&q;2024-07-11T19:04:27.360Z&q;,&q;created&q;:&q;2024-07-11T19:04:27.36&q;,&q;sluggedName&q;:&q;teaching-the-next-gen-freya-systems-coo-joins&q;,&q;isFeatured&q;:false,&q;language&q;:&q;en&q;,&q;status&q;:&q;active&q;,&q;type&q;:&q;pressRelease&q;,&q;contacts&q;:,&q;topics&q;:,&q;relatedContent&q;:,&q;publishUrl&q;:&q;press.freyasystems.com/posts/pressreleases/teaching-the-next-gen-freya-systems-coo-joins&q;},{&q;id&q;:301488,&q;title&q;:&q;Is Your Operation Ready for Artificial Intelligence? A Guide for Business Leaders in Wastewater Management&q;,&q;summary&q;:&q;This article is based on a real conversation with an Operations Director at a plant processing over 80 MGD. Artificial intelligence (AI) has become...&q;,&q;description&q;:&q;&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;This informational release is based on a real conversation with an Operations Director at a plant processing over 80 MGD. Artificial intelligence (AI) has become a buzzword across industries. From optimizing energy use to transforming customer service, AI presents a myriad of opportunities for operational excellence. But the question remains: Is your operation ready for AI? As a business leader, evaluating your readiness is crucial for harnessing its full potential. But the question remains&l;em&g;: Is your operation ready for AI?&l;/em&g; As a business leader, evaluating your readiness is crucial for harnessing its full potential. &l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;In it, we&a;rsquo;ll explore aspects of integrating AI into your operations. Hopefully, this will give you a different and helpful perspective on the opportunities in your own operation.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;What Exactly is Artificial Intelligence?&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Artificial Intelligence refers to computer systems that can perform tasks typically requiring human intelligence, such as decision-making, problem-solving, and language understanding. These systems use algorithms to process data. In an operational context, AI can provide &l;/span&g;&l;a style\&q;color: #467886; text-decoration: underline;\&q; href\&q;https://freyasystems.com/data-analytics/predictive-analytics/\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;predictive analytics&l;/span&g;&l;/a&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;, and offer actionable insights.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Integrating AI into management and operations enhances &l;/span&g;&l;a style\&q;color: #467886; text-decoration: underline;\&q; href\&q;https://freyasystems.com/software-development/decision-support-software/\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;data-driven decision-making&l;/span&g;&l;/a&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g; by processing vast amounts of data in real-time, detecting patterns, and delivering actionable insights swiftly. AI&s;s predictive capabilities enable proactive issue resolution, increasing efficiency and effectiveness in areas like predictive maintenance and supply chain management.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Why Assess AI Readiness?&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Assessing AI readiness is vital before diving into implementation. This ensures that your organization is prepared for the changes that AI will bring. A readiness assessment evaluates factors like data infrastructure, systems integration, employee skills, and organizational culture, helping to identify gaps and areas for improvement.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Evaluating Your Data Infrastructure&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Importance of Quality Data&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Quality data is the lifeblood of AI. Without accurate, relevant, and clean data, AI systems cannot generate reliable insights. According to Gartner, poor data quality costs organizations an average of $15 million per year. Freya collaborates with clients to ensure that the data used to create AI algorithms or predictive models is of the best possible quality by using data engineering techniques.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Data Collection and Management&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Effective data collection and management are essential for AI implementation. This involves gathering data from various sources, organizing it, and ensuring it is easily accessible for analysis. &l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Investing in Data Security and Privacy&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Data security and privacy are paramount when dealing with AI. As AI systems often handle sensitive information, robust cybersecurity measures are needed to protect against breaches. &l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Building the Right Team&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Skills and Expertise Needed&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Successful AI integration requires a multidisciplinary team with expertise in data science, machine learning, software engineering, and domain knowledge. Data scientists analyze data and develop algorithms, while software engineers implement these algorithms into systems. Domain experts from within your operation ensure the AI solutions align with business goals.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Collaborating with External Experts&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Collaborating with external experts, like Freya, can accelerate your AI journey. These partnerships provide access to specialized skills, tools, and best practices&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Identifying Use Cases and ROI&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Pinpointing High-Impact Areas&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Identifying the right use cases is crucial for maximizing AI&a;rsquo;s impact. Focus on areas where AI can solve significant pain points or unlock new opportunities. Common use cases include predictive maintenance, chemical optimization, and &l;/span&g;&l;a style\&q;color: #467886; text-decoration: underline;\&q; href\&q;https://freyasystems.com/case-studies/delcora/\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;reductions in energy consumption&l;/span&g;&l;/a&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;. Prioritizing use cases based on their potential ROI helps align AI initiatives with business objectives.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Calculating the ROI of AI Projects&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Calculating the ROI of AI projects involves comparing the costs of implementation with the anticipated benefits. Costs include software, hardware, training, and change management. Benefits may include increased efficiency, reduced errors, and new revenue streams. Tools like cost-benefit analysis and scenario planning can aid in this evaluation.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Aligning AI with Business Strategy&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Integrating AI into Strategic Planning&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Integrating AI into your strategic planning ensures alignment with business goals. This involves setting clear objectives, defining KPIs, and establishing a governance framework. A strategic roadmap outlines the AI initiatives, timelines, and resources needed, providing a clear path forward.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Ensuring Executive Buy-In&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Executive buy-in is critical for AI success. Leaders need to champion AI initiatives, allocate resources, and drive cultural change. Communicating the strategic importance of AI and demonstrating quick wins can help gain support from the C-suite and stakeholders.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Technology Infrastructure and Scalability&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Choosing the Right AI Tools and Platforms&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Selecting the right AI tools and platforms is fundamental. Consider factors like ease of use, scalability, and integration capabilities. Evaluate offerings through pilot projects and proof-of-concept trials.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Ensuring Scalability and Flexibility&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Ensuring scalability and flexibility involves designing systems that can grow with your needs. This includes modular architecture, microservices, and APIs. Scalable infrastructure allows for incremental AI adoption, reducing disruption and enabling continuous improvement.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Overcoming Common Challenges&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Addressing Resistance to Change&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Resistance to change is a common barrier to AI adoption. Address this by involving employees early, communicating benefits, and providing support. Change management strategies, including training and transparent communication, can help ease the transition and foster a positive attitude towards AI.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;em&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Dealing with Data Silos&l;/span&g;&l;/em&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Data silos impede AI&a;rsquo;s effectiveness by restricting access to comprehensive datasets. Break down silos by promoting data sharing across departments, implementing integrated data platforms, and fostering a culture of collaboration. Data governance policies can also help manage and prevent silos.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Preparing for the AI-Driven Future&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Artificial Intelligence offers potential gains for business operations, but readiness is key. By understanding the fundamentals, evaluating your data infrastructure, building the right team, and aligning AI with your strategic goals, you can set the stage for successful AI integration.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Is your operation ready for AI? Start by evaluating your current capabilities, identifying key areas for improvement, and fostering a culture that embraces data and innovation. The future of business is AI-driven, and with the right preparation, your organization can lead the way.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Did you find what you are looking for from this article?&a;nbsp;&a;nbsp; What if all this AI-stuff was not as complicated as you thought and all you needed was a guide?&a;nbsp; If you feel that you want to hear more about the potential of AI in your operation, we invite you to &l;/span&g;&l;a style\&q;color: #467886; text-decoration: underline;\&q; href\&q;https://freyasystems.com/contact-us/\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;contact us using this form&l;/span&g;&l;/a&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g; or email &l;/span&g;&l;a style\&q;color: #467886; text-decoration: underline;\&q; href\&q;mailto:info@freyasystems.com\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;info@freyasystems.com&l;/span&g;&l;/a&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;&a;nbsp;&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;strong&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;About Freya Systems&l;/span&g;&l;/strong&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Freya Systems, founded in 2009 and based in Media, Pennsylvania, specializes in agile data analytics and software development for the Defense, Aviation, and Utility industries. We enhance human capabilities through AI and data analytics, aiming to improve work enjoyment and balance.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;Guided by our core values of Curiosity, Ownership, Tenacity, and Compassion, we collaborate closely with clients to deliver solutions aligned with their business strategies. Our services include data engineering, machine learning, predictive maintenance, statistical modeling, and custom software development, all executed with agile methodology for maximum flexibility and efficiency.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;For more information, visit &l;/span&g;&l;a style\&q;color: #467886; text-decoration: underline;\&q; href\&q;http://www.freyasystems.com\&q;&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;freyasystems.com&l;/span&g;&l;/a&g;&l;span style\&q;font-family: Arial, sans-serif;\&q;&g;.&l;/span&g;&l;/p&g;\n&l;p style\&q;margin: 0in 0in 8pt; line-height: 107%; font-size: 11pt; font-family: Aptos, sans-serif;\&q;&g;&a;nbsp;&l;/p&g;&q;,&q;companyAbout&q;:&q;&l;p&g;Freya Systems enhances its customer&a;rsquo;s decision power by turning their data into wisdom. Continuous learning is central to Freya Systems&a;rsquo; culture and the driving force behind their webinar series on Predicting Component&a;rsquo;s Future to Plan Better Now, Building Effective Dashboards, and Predictive Optimization for Fleet Readiness. For more information on Freya Systems, visit their website at www.freyasystems.com&l;/p&g;&q;,&q;canonicalUrl&q;:null,&q;imageUrl&q;:&q;https://cdn.filestackcontent.com/auto_image/KLSTxWRRHeoUMdeRjGMg&q;,&q;imageDescription&q;:&q;Freya Systems guides you from WOW AI to HOW to AI purposefully.&q;,&q;imageAlt&q;:&q;Freya Systems guides you from WOW AI to HOW AI purposefully.&q;,&q;published&q;:&q;2024-06-13T16:42:00.000Z&q;,&q;created&q;:&q;2024-06-13T16:42:00&q;,&q;sluggedName&q;:&q;is-your-operation-ready-for-artificial-intell-1&q;,&q;isFeatured&q;:false,&q;language&q;:&q;en&q;,&q;status&q;:&q;active&q;,&q;type&q;:&q;pressRelease&q;,&q;contacts&q;:,&q;topics&q;:,&q;relatedContent&q;:,&q;publishUrl&q;:&q;press.freyasystems.com/posts/pressreleases/is-your-operation-ready-for-artificial-intell-1&q;},{&q;id&q;:301313,&q;title&q;:&q;Is Your Operation Ready for Artificial Intelligence? A Guide for Business Leaders in Wastewater Management&q;,&q;summary&q;:&q;MEDIA, Pa., June 11, 2024 (GLOBE NEWSWIRE) -- This informational release is based on a real conversation with an Operations Director at a plant p...&q;,&q;description&q;:&q;&l;p&g;MEDIA, Pa., June 11, 2024 (GLOBE NEWSWIRE) -- This informational release is based on a real conversation with an Operations Director at a plant processing over 80 MGD. Artificial intelligence (AI) has become a buzzword across industries. From optimizing energy use to transforming customer service, AI presents a myriad of opportunities for operational excellence. But the question remains: Is your operation ready for AI? As a business leader, evaluating your readiness is crucial for harnessing its full potential. From optimizing energy use to transforming customer service, AI presents a myriad of opportunities for operational excellence. But the question remains&l;em&g;: Is your operation ready for AI?&l;/em&g; As a business leader, evaluating your readiness is crucial for harnessing its full potential.&l;br /&g;&l;/p&g; &l;p&g;In this guide, we’ll explore aspects of integrating AI into your operations. Hopefully, it will give you a different and helpful perspective to look at the opportunities in your own operation.&l;/p&g; &l;p&g;&l;strong&g;What Exactly is Artificial Intelligence?&l;/strong&g;&l;/p&g; &l;p&g;Artificial Intelligence refers to computer systems that can perform tasks typically requiring human intelligence, such as decision-making, problem-solving, and language understanding. These systems use algorithms to process data. In an operational context, AI can provide &l;a href\&q;https://www.globenewswire.com/Tracker?dataRWJqafuC_WgQkTyPDYmil2bC7Iprfp1voZVE8HmlvlhJin6Si0LyV-oeU0csCi5V35mC78cHFfjN2WGDV6ibHkBZlAG9-NgCz3gvhoNKDmRuzyWEEfyW4HusvnSlmaaCNK3kcybmMo_2jSoqilvIyg\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;predictive analytics\&q;&g;predictive analytics&l;/a&g;, and offer actionable insights.&l;/p&g; &l;p&g;Integrating AI into management and operations enhances &l;a href\&q;https://www.globenewswire.com/Tracker?dataVpqtWp2vV75ezsvAx4f-lB1xq9h808JMGZFA1PY46CqM6qgpZvdFP_Lf-8WDlgtyfb2AKOMaLCxX6Q859suo_ZrepABv4tPNPUhUiLMnZvKTONjpRrRyYtHyCI8aNGOHgSsEDQdnt7DST1V7dXXf5gfr4f7Em_8OreOOqfk_tL8\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;data-driven decision-making\&q;&g;data-driven decision-making&l;/a&g; by processing vast amounts of data in real-time, detecting patterns, and delivering actionable insights swiftly. AI&s;s predictive capabilities enable proactive issue resolution, increasing efficiency and effectiveness in areas like predictive maintenance and supply chain management.&l;/p&g; &l;p&g;&l;strong&g;Why Assess AI Readiness?&l;/strong&g;&l;/p&g; &l;p&g;Assessing AI readiness is vital before diving into implementation. This ensures that your organization is prepared for the changes that AI will bring. A readiness assessment evaluates factors like data infrastructure, systems integration, employee skills, and organizational culture, helping to identify gaps and areas for improvement.&l;/p&g; &l;p&g;&l;strong&g;Evaluating Your Data Infrastructure&l;/strong&g;&l;/p&g; &l;p&g;&l;em&g;Importance of Quality Data&l;/em&g;&l;/p&g; &l;p&g;Quality data is the lifeblood of AI. Without accurate, relevant, and clean data, AI systems cannot generate reliable insights. According to Gartner, poor data quality costs organizations an average of $15 million per year. Freya collaborates with clients to ensure that the data used to create AI algorithms or predictive models is of the best possible quality by using data engineering techniques.&l;/p&g; &l;p&g;&l;em&g;Data Collection and Management&l;/em&g;&l;/p&g; &l;p&g;Effective data collection and management are essential for AI implementation. This involves gathering data from various sources, organizing it, and ensuring it is easily accessible for analysis.&l;/p&g; &l;p&g;&l;em&g;Investing in Data Security and Privacy&l;/em&g;&l;/p&g; &l;p&g;Data security and privacy are paramount when dealing with AI. As AI systems often handle sensitive information, robust cybersecurity measures are needed to protect against breaches.&l;/p&g; &l;p&g;&l;strong&g;Building the Right Team&l;/strong&g;&l;/p&g; &l;p&g;&l;em&g;Skills and Expertise Needed&l;/em&g;&l;/p&g; &l;p&g;Successful AI integration requires a multidisciplinary team with expertise in data science, machine learning, software engineering, and domain knowledge. Data scientists analyze data and develop algorithms, while software engineers implement these algorithms into systems. Domain experts from within your operation ensure the AI solutions align with business goals.&l;/p&g; &l;p&g;&l;em&g;Collaborating with External Experts&l;/em&g;&l;/p&g; &l;p&g;Collaborating with external experts, like Freya, can accelerate your AI journey. These partnerships provide access to specialized skills, tools, and best practices&l;/p&g; &l;p&g;&l;strong&g;Identifying Use Cases and ROI&l;/strong&g;&l;/p&g; &l;p&g;&l;em&g;Pinpointing High-Impact Areas&l;/em&g;&l;/p&g; &l;p&g;Identifying the right use cases is crucial for maximizing AI’s impact. Focus on areas where AI can solve significant pain points or unlock new opportunities. Common use cases include predictive maintenance, chemical optimization, and &l;a href\&q;https://www.globenewswire.com/Tracker?databA3FmHPpmScyl-aAe2wmxe30OpWSyF_DnHJQ9lEZHQwoZC2TgMZJJvJO-1avuHSlkBKgTO83oSvV77fur_nkvC7TW4pcl4Bgw09hiJdpZ2UjE9ybyC42Ha3X5Jk-mm5-8huTQO5Tsz1Eqr_sl5TO4Q\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;reductions in energy consumption\&q;&g;reductions in energy consumption&l;/a&g;. Prioritizing use cases based on their potential ROI helps align AI initiatives with business objectives.&l;/p&g; &l;p&g;&l;em&g;Calculating the ROI of AI Projects&l;/em&g;&l;/p&g; &l;p&g;Calculating the ROI of AI projects involves comparing the costs of implementation with the anticipated benefits. Costs include software, hardware, training, and change management. Benefits may include increased efficiency, reduced errors, and new revenue streams. Tools like cost-benefit analysis and scenario planning can aid in this evaluation.&l;/p&g; &l;p&g;&l;strong&g;Aligning AI with Business Strategy&l;/strong&g;&l;/p&g; &l;p&g;&l;em&g;Integrating AI into Strategic Planning&l;/em&g;&l;/p&g; &l;p&g;Integrating AI into your strategic planning ensures alignment with business goals. This involves setting clear objectives, defining KPIs, and establishing a governance framework. A strategic roadmap outlines the AI initiatives, timelines, and resources needed, providing a clear path forward.&l;/p&g; &l;p&g;&l;em&g;Ensuring Executive Buy-In&l;/em&g;&l;/p&g; &l;p&g;Executive buy-in is critical for AI success. Leaders need to champion AI initiatives, allocate resources, and drive cultural change. Communicating the strategic importance of AI and demonstrating quick wins can help gain support from the C-suite and stakeholders.&l;/p&g; &l;p&g;&l;strong&g;Technology Infrastructure and Scalability&l;/strong&g;&l;/p&g; &l;p&g;&l;em&g;Choosing the Right AI Tools and Platforms&l;/em&g;&l;/p&g; &l;p&g;Selecting the right AI tools and platforms is fundamental. Consider factors like ease of use, scalability, and integration capabilities. Evaluate offerings through pilot projects and proof-of-concept trials.&l;/p&g; &l;p&g;&l;em&g;Ensuring Scalability and Flexibility&l;/em&g;&l;/p&g; &l;p&g;Ensuring scalability and flexibility involves designing systems that can grow with your needs. This includes modular architecture, microservices, and APIs. Scalable infrastructure allows for incremental AI adoption, reducing disruption and enabling continuous improvement.&l;/p&g; &l;p&g;&l;strong&g;Overcoming Common Challenges&l;/strong&g;&l;/p&g; &l;p&g;&l;em&g;Addressing Resistance to Change&l;/em&g;&l;/p&g; &l;p&g;Resistance to change is a common barrier to AI adoption. Address this by involving employees early, communicating benefits, and providing support. Change management strategies, including training and transparent communication, can help ease the transition and foster a positive attitude towards AI.&l;/p&g; &l;p&g;&l;em&g;Dealing with Data Silos&l;/em&g;&l;/p&g; &l;p&g;Data silos impede AI’s effectiveness by restricting access to comprehensive datasets. Break down silos by promoting data sharing across departments, implementing integrated data platforms, and fostering a culture of collaboration. Data governance policies can also help manage and prevent silos.&l;/p&g; &l;p&g;&l;strong&g;Preparing for the AI-Driven Future&l;/strong&g;&l;/p&g; &l;p&g;Artificial Intelligence offers potential gains for business operations, but readiness is key. By understanding the fundamentals, evaluating your data infrastructure, building the right team, and aligning AI with your strategic goals, you can set the stage for successful AI integration.&l;/p&g; &l;p&g;Is your operation ready for AI? Start by evaluating your current capabilities, identifying key areas for improvement, and fostering a culture that embraces data and innovation. The future of business is AI-driven, and with the right preparation, your organization can lead the way.&l;/p&g; &l;p&g;Did you find what you are looking for from this article? What if all this AI-stuff was not as complicated as you thought and all you needed was a guide? If you feel that you want to hear more about the potential of AI in your operation, we invite you to &l;a href\&q;https://www.globenewswire.com/Tracker?data6axcoCnJA-79aFdfvmHkBIpj0ok7rjiRoV3s6qM0UkMbiBXFPbBBPuwp_-ykOMweEAvWARoqCHL20Ut5lo8_UOvwNDgjPuW6YasxOKF9sEuqmUZuRj4YHoT-sxiNBqQc\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;contact us using this form\&q;&g;contact us using this form&l;/a&g; or email &l;a href\&q;https://www.globenewswire.com/Tracker?dataldINmPZfSIGEh671FPMpvq5OuZLds46P6JW4d9Ztck2W8d7IoVCxHG2-u8MqJzJ7yR6FuDDJRnSLM7Wv3mjmiGc44Ygz8UQWJG8c2ivnNWk\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;info@freyasystems.com\&q;&g;info@freyasystems.com&l;/a&g;&l;/p&g; &l;p&g;&l;strong&g;About Freya Systems&l;/strong&g;&l;/p&g; &l;p&g;Freya Systems, founded in 2009 and based in Media, Pennsylvania, specializes in agile data analytics and software development for the Defense, Aviation, and Utility industries. We enhance human capabilities through AI and data analytics, aiming to improve work enjoyment and balance.&l;/p&g; &l;p&g;Guided by our core values of Curiosity, Ownership, Tenacity, and Compassion, we collaborate closely with clients to deliver solutions aligned with their business strategies. Our services include data engineering, machine learning, predictive maintenance, statistical modeling, and custom software development, all executed with agile methodology for maximum flexibility and efficiency.&l;/p&g; &l;p&g;For more information, visit &l;a href\&q;https://www.globenewswire.com/Tracker?dataMXwbc9qHRQJ1Te_OZe2woeYg4PROlADG15MexkIBe758kfsPJTaSJuJpCJEBmQLoImfvM2x_TCnSxlCs0CL5lHUvJ_FwyNz-ghlmYWT-ZPE\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;freyasystems.com\&q;&g;freyasystems.com&l;/a&g;.&l;/p&g; &l;p&g;Media Contact: Cindi Sutera&l;br /&g;&l;a href\&q;https://www.globenewswire.com/Tracker?dataizX3DkE2nWZNecYfFkwEyhSn56OQizoyila-AEiRRPWoEtLJg2k66dIAaPwA8earIAiQ8ZZFmDPFsbKObqYvoz0G-tbb97UkzlPA1ifsFL9Vq73ugqX5eJK7GA0YNylk\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;CindiS@AMSCommunications.net\&q;&g;CindiS@AMSCommunications.net&l;/a&g; or 610-613-2773&l;/p&g; &l;br /&g;&l;img src&s;https://ml.globenewswire.com/media/N2IxNGUxYTMtYWRlOC00NDk4LTg5ODMtNWZhYzJlYjhjNDNlLTEyMzQxNzU/tiny/Freya-Systems-LLC.png&s; referrerpolicy&s;no-referrer-when-downgrade&s; /&g;&q;,&q;companyAbout&q;:&q;Freya Systems enhances its customer’s decision power by turning their data into wisdom. Continuous learning is central to Freya Systems’ culture and the driving force behind their webinar series on Predicting Component’s Future to Plan Better Now, Building Effective Dashboards, and Predictive Optimization for Fleet Readiness. For more information on Freya Systems, visit their website at www.freyasystems.com &q;,&q;canonicalUrl&q;:&q;https://www.globenewswire.com/news-release/2024/06/11/2896768/0/en/Is-Your-Operation-Ready-for-Artificial-Intelligence-A-Guide-for-Business-Leaders-in-Wastewater-Management.html&q;,&q;imageUrl&q;:null,&q;imageDescription&q;:null,&q;imageAlt&q;:null,&q;published&q;:&q;2024-06-11T12:07:00.000Z&q;,&q;created&q;:&q;2024-06-11T12:07:00&q;,&q;sluggedName&q;:&q;is-your-operation-ready-for-artificial-intell&q;,&q;isFeatured&q;:false,&q;language&q;:&q;en&q;,&q;status&q;:&q;active&q;,&q;type&q;:&q;pressRelease&q;,&q;contacts&q;:,&q;topics&q;:{&q;id&q;:36239,&q;name&q;:&q;Market Research Reports&q;,&q;count&q;:1,&q;sortOrder&q;:null},&q;relatedContent&q;:,&q;publishUrl&q;:&q;press.freyasystems.com/posts/pressreleases/is-your-operation-ready-for-artificial-intell&q;},{&q;id&q;:194348,&q;title&q;:&q;Freya Systems Honored Consecutively With Drexel LeBow Analytics 50 Award&q;,&q;summary&q;:&q;Freya Systems, an advanced data analytics and software development company, was selected as a 2023 honoree of the Drexel LeBow Analytics 50 Award. ...&q;,&q;description&q;:&q;&l;p&g;&l;em&g;Freya Systems, an advanced data analytics and software development company, was selected as a 2023 honoree of the Drexel LeBow Analytics 50 Award. The award recognizes organizations that are making a significant, data-driven impact on business through cost reductions, operational improvements, and increases in sustainability.&l;/em&g;&l;/p&g;&l;p&g;MEDIA, Pa., July 17, 2023 (GLOBE NEWSWIRE) -- &l;a href\&q;https://www.globenewswire.com/Tracker?data8H2uku940biJ7tYTQOZCXu4JcRB1uw8U0MekGnCZx_FAzJjhfMHki5ifovKJUHwMkx3QEuEwyrYb5hRBT5VAIw\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;Freya Systems\&q;&g;Freya Systems&l;/a&g; has been named a &l;a href\&q;https://www.globenewswire.com/Tracker?dataiJtmOMih4zmUwg60KBD_woQ0g-R7SAtMf7niCdcPVmB6Wnal41bSrTukC98JywoAF1FftjnuXGyaHjXd_bJNApCSHmPdR2suwynGIo3KYMSYaHwqz06ltBnpfT_kSYMMtmqqx8k2DdW-loafcGHZ6S_IGK0twGNJvkYV_EW8xl3V4tIOlRMj7r76Xo_chNbsnWCxB058Z0zydJJ8PQjVHoq_aD2EeGx-YcM6EX9wcBxCvLkVR9dxUqWOIDwdzgBl\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;2023 Drexel LeBow Analytics 50 Award\&q;&g;2023 Drexel LeBow Analytics 50 Award&l;/a&g; honoree; this marks the second consecutive acknowledgement from the prestigious LeBow Center for Business Analytics at Drexel University’s LeBow College of Business. The Drexel LeBow Analytics 50 is a national recognition of analytics distinction honoring 50 organizations using analytics to solve business challenges.&l;br /&g;&l;/p&g; &l;p&g;The initiative connects academia and industry, highlights best practices and applauds data-driven business impact. Honorees are selected by a panel of researchers and practitioners who evaluate nominations based on the complexity of the business challenge, the analytics solution implemented, and the solution’s business impact on the organization.&l;/p&g; &l;p&g;Freya Systems partnered with a municipal wastewater treatment company to identify areas of operation where available data could provide the basis for &l;a href\&q;https://www.globenewswire.com/Tracker?data52CtlwIy7uYG2YNjJo-ODyqxg_2j6frhiM3rrLpOwsKOhZaFo73g3LdMarV4dXSdZx_FuZ_sFxSodeWAAdo852gWD3Y22JpNrUhesw3MY_k4qgQpf23QID2xj-gC4CQ1W_RLSd0MX813Rc0CDH8OPUna32OdCERElI5WWHZqJhA\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;data-driven tools to reduce costs\&q;&g;data-driven tools to reduce costs&l;/a&g; associated with equipment wear and maintenance, reduce energy consumption, and positively impact the environment. Freya&s;s Data Scientists worked on engineering useful features to construct an advanced random forest algorithm. “The impact of the algorithm positively affects three key issues with the wastewater treatment process: reduction in costs, reduction in greenhouse gas emissions, and elongating the life of critical equipment.” said &l;a href\&q;https://www.globenewswire.com/Tracker?dataFh38wh4DV0tqugeERLn_Bfe-94WBip51tDN6CYjdz1echzAAaNddivRQWJojlOjCxxPZEYTL-GKqqKh7Kpoh_TQxkVYSN3J-XaPskZoC5nUUroJ95TGmpLICKkMhKmXqSwWNoScQtISi9-46HiTlQv46Y_2POrUzwfddrU-dE94\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;Chris MacNeel, Chief Operating Officer\&q;&g;Chris MacNeel, Chief Operating Officer&l;/a&g; at Freya Systems. “We revealed that an occasionally redundant fourth blower accounted for approximately 10% of the Aeration’s KW usage per day on the days that it’s used. The client’s concurrent blower usage occurred 120 out of 365 days. If mitigated properly, the algorithm would save 5% - 8% of KW usage annually.”&l;/p&g; &l;p&g;Freya Systems will be celebrated alongside other distinguished recipients at an award ceremony in October 2023. The company’s &l;a href\&q;https://www.globenewswire.com/Tracker?datarda3omLoifKjvxSqOHX26NHSp83d_WgwEW4CyChGHkUAfsxbGr_3BHplCE2kmp3iiArKBR-ixfBdEZQsb9gr_3qbhpZKB4Oibqia1wg0fQ8MC4tOBGBu4xx2N0yZWnbV\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;Founder, Ben Johnson\&q;&g;Founder, Ben Johnson&l;/a&g;, expresses deep pride in the team&s;s accomplishments, stating, \&q;This recognition is a tremendous honor for the Freya Systems team. Our collaboration with client subject matter experts is a cornerstone of our success. It enables us to tailor solutions that go above and beyond expectations. While winning awards is not our primary objective, I am delighted to see our dedicated data scientists receive recognition for their outstanding contributions and impact.”&l;/p&g; &l;p&g;For more information on Freya Systems, visit their &l;a href\&q;https://www.globenewswire.com/Tracker?data-mTTqXLMYX8g29ijz4pqDS61MkAwAM6TfqyRFShkj4-gl47buW7mxwix-A1BbgYNowJQJPVqX3skb23SExVc-g\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;website.\&q;&g;website.&l;/a&g;&l;/p&g; &l;p&g;For media connections with Freya Systems, please contact Cindi Sutera at &l;a href\&q;https://www.globenewswire.com/Tracker?dataTAxpJ2akKknCptfoNWgzy8QO8zRohH2x6AjidIVadB-KDFlife0YIZMeUTlmyDieG55pqkvkS1BdFy9sc_4vV4L1x6rb_YRy_waiOgg0TMBMjFnKgu-e9DIWgBtBP0Mr\&q; rel\&q;nofollow\&q; target\&q;_blank\&q; title\&q;cindis@amscommunications.net\&q;&g;cindis@amscommunications.net&l;/a&g; or 610-613-2773 at your convenience.&l;/p&g; &l;br /&g;&l;img src&s;https://ml.globenewswire.com/media/M2E5NzUwMWQtZDk0Ny00OTI2LWIyODktMTUyOTljNWRiOGEyLTEyMzQxNzU/tiny/Freya-Systems-LLC.png&s; referrerpolicy&s;no-referrer-when-downgrade&s; /&g;&q;,&q;companyAbout&q;:&q;&l;p style\&q;white-space: pre-wrap; font-size: 17px; margin-bottom: 0; font-style: italic;\&q;&g;Freya Systems enhances its customer’s decision power by turning their data into wisdom. Continuous learning is central to Freya Systems’ culture and the driving force behind their webinar series on Predicting Component’s Future to Plan Better Now, Building Effective Dashboards, and Predictive Optimization for Fleet Readiness. For more information on Freya Systems, visit their website at www.freyasystems.com &l;/p&g;&q;,&q;canonicalUrl&q;:&q;https://www.globenewswire.com/news-release/2023/07/17/2705509/0/en/Freya-Systems-Honored-Consecutively-With-Drexel-LeBow-Analytics-50-Award.html&q;,&q;imageUrl&q;:null,&q;imageDescription&q;:null,&q;imageAlt&q;:null,&q;published&q;:&q;2023-07-17T11:20:11.000Z&q;,&q;created&q;:&q;2023-07-17T11:20:11&q;,&q;sluggedName&q;:&q;freya-systems-honored-consecutively-with-drex&q;,&q;isFeatured&q;:false,&q;language&q;:&q;en&q;,&q;status&q;:&q;active&q;,&q;type&q;:&q;pressRelease&q;,&q;contacts&q;:,&q;topics&q;:{&q;id&q;:30234,&q;name&q;:&q;Contests/Awards&q;,&q;count&q;:1,&q;sortOrder&q;:null},&q;relatedContent&q;:,&q;publishUrl&q;:&q;press.freyasystems.com/posts/pressreleases/freya-systems-honored-consecutively-with-drex&q;}}}/script>/body>/html>
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