  {"id":21565,"date":"2026-04-14T09:45:55","date_gmt":"2026-04-14T13:45:55","guid":{"rendered":"https:\/\/aecom.com\/blog\/?p=21565"},"modified":"2026-04-14T09:45:56","modified_gmt":"2026-04-14T13:45:56","slug":"building-resilient-utilities-through-human-centered-ai","status":"publish","type":"post","link":"https:\/\/aecom.com\/blog\/building-resilient-utilities-through-human-centered-ai\/","title":{"rendered":"Building resilient utilities through human-centered AI"},"content":{"rendered":"\n<p>Water utilities across the United States are at a defining moment.<\/p>\n\n\n\n<p>With nearly one-third of operators expected to retire within the next five years, the sector faces a significant workforce transition just as aging infrastructure, regulatory complexity and public expectations continue to intensify. The challenge is no longer simply modernization \u2014 it is preserving the institutional knowledge that keeps essential systems operating safely and reliably.<\/p>\n\n\n\n<p>For Cynthia Chemello, associate principal at 91Ó°ÊÓ, this convergence represents both risk and opportunity.<\/p>\n\n\n\n<div style=\"height:22px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"aecom-custom-block client-quote-block\" style=\"margin-top: 0px; margin-bottom: 40px\">\n    <p class=\"client-quote-text\" style=\"margin-top: 30px\";>\n        \u201cKnowledge transfer is not just a workforce strategy,\u201d Cynthia explains. \u201cIt is foundational to operational resilience, sustainable systems and reliable service.\u201d    <\/p>\n    <p class=\"client-quote-author\">\n            <\/p>\n    <p class=\"client-quote-title\">\n            <\/p>\n<\/div>\n\n\n<div style=\"height:17px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Her work focuses on helping utilities shift from siloed knowledge practices to an integrated, technology-enabled approach \u2014 reframing knowledge transfer as a strategic imperative that strengthens workforce continuity while advancing operational excellence.<\/p>\n\n\n\n<div style=\"height:17px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>A system under strain<\/strong><\/p>\n\n\n\n<p>The water sector operates within what Cynthia describes as a fragile knowledge ecosystem. For decades, utilities have depended on tenured professionals whose expertise lives in experience \u2014 troubleshooting equipment failures, navigating complex compliance requirements and responding to emergencies based on years of field insight.<\/p>\n\n\n\n<p>As retirements accelerate, that expertise risks leaving with them.<\/p>\n\n\n\n<p>At the same time, utilities function within fragmented digital environments. Systems such as supervisory control and data acquisition (SCADA), computerized maintenance management systems (CMMS), geographic information systems (GIS) and workforce platforms often operate independently, limiting their collective value. The result is a widening gap between institutional knowledge and the real-time demands placed on operations and engineering teams.<\/p>\n\n\n\n<div style=\"height:19px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"aecom-custom-block client-quote-block\" style=\"margin-top: 0px; margin-bottom: 40px\">\n    <p class=\"client-quote-text\" style=\"margin-top: 30px\";>\n        \u201cThe goal is not merely to document what we know,\u201d Cynthia says. \u201cIt\u2019s to create a future state where knowledge is dynamic, accessible and actionable.\u201d    <\/p>\n    <p class=\"client-quote-author\">\n            <\/p>\n    <p class=\"client-quote-title\">\n            <\/p>\n<\/div>\n\n\n<div style=\"height:19px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>From documentation to transformation<\/strong><\/p>\n\n\n\n<p>Cynthia\u2019s approach centers on a structured transformation framework that moves utilities beyond static documentation toward a living, integrated knowledge model.<\/p>\n\n\n\n<p>The process begins with leadership articulating a clear vision tied to workforce sustainability and operational performance. Rather than reacting to retirements, utilities must define what knowledge continuity looks like in the future.<\/p>\n\n\n\n<p>Next comes a realistic assessment of existing systems, workflows and organizational capabilities. By mapping current processes against future objectives, utilities can prioritize investments, mitigate risk and design modernization pathways grounded in operational reality. Importantly, frontline staff are engaged as essential contributors in shaping those pathways.<\/p>\n\n\n\n<p>Digitization then becomes an enabler \u2014 not an added burden. Knowledge capture must be embedded directly into daily workflows to minimize disruption. Traditionally, gathering and integrating data from structured and unstructured sources has been prohibitively time-intensive and costly. AI now has the ability to significantly accelerate this process, synthesizing historical work orders, field notes and system data into usable intelligence at scale. When supported by intelligent integration, a centralized knowledge environment allows staff to retrieve relevant insights intuitively, without altering how they perform their work.<\/p>\n\n\n\n<p>This shifts knowledge transfer from a one-time documentation effort to a governed, strategic capability.<\/p>\n\n\n\n<div style=\"height:19px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>The role of human-centered AI<\/strong><\/p>\n\n\n\n<p>A defining theme of Cynthia\u2019s work is the responsible use of artificial intelligence in water utilities.<\/p>\n\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"aecom-custom-block client-quote-block\" style=\"margin-top: 0px; margin-bottom: 40px\">\n    <p class=\"client-quote-text\" style=\"margin-top: 30px\";>\n        \u201cAI should not be viewed as automation or replacement,\u201d she emphasizes. \u201cIt is an enablement layer \u2014 one that enhances human decision making and accelerates access to relevant information.\u201d    <\/p>\n    <p class=\"client-quote-author\">\n            <\/p>\n    <p class=\"client-quote-title\">\n            <\/p>\n<\/div>\n\n\n<div style=\"height:16px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Emerging technologies such as predictive analytics, digital twins and machine learning are transforming how water systems are monitored and maintained. Yet success depends on aligning innovation with real-world workstreams and operational needs.<\/p>\n\n\n\n<p>By unifying fragmented systems through a governed, explainable AI framework, utilities can integrate SCADA alarms, CMMS histories, GIS layers, inspection findings and workforce data into a cohesive knowledge structure. This enables teams to surface lessons learned, identify patterns and receive contextual guidance in real time.<\/p>\n\n\n\n<p>The impact is organizationally significant. Utilities can accelerate onboarding and training, reduce dependency on individual experts, improve predictive operations and maintenance planning, strengthen compliance reporting and support smarter capital decisions. Rather than replacing expertise, AI amplifies it \u2014 allowing seasoned professionals to transfer knowledge to the next generation through intelligent systems that preserve and contextualize experience.<\/p>\n\n\n\n<div style=\"height:17px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>A practical roadmap for implementation<\/strong><\/p>\n\n\n\n<p>Recognizing the operational sensitivity of public utilities, Cynthia outlines a phased transformation approach designed to minimize disruption while advancing modernization responsibly.<\/p>\n\n\n\n<p>The roadmap prioritizes human-in-the-loop governance, transparent decision trails and alignment with regulatory requirements. It ensures modernization respects safety boundaries and public-sector accountability while still enabling innovation.<\/p>\n\n\n\n<div style=\"height:19px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"aecom-custom-block client-quote-block\" style=\"margin-top: 0px; margin-bottom: 40px\">\n    <p class=\"client-quote-text\" style=\"margin-top: 30px\";>\n        \u201cThis transformation is not about technology for technology\u2019s sake,\u201d Cynthia notes. \u201cIt\u2019s about strengthening workforce readiness and building systems that are resilient by design.\u201d    <\/p>\n    <p class=\"client-quote-author\">\n            <\/p>\n    <p class=\"client-quote-title\">\n            <\/p>\n<\/div>\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Through collaboration with utility partners and technology providers, 91Ó°ÊÓ is exploring scalable, human-centered solutions that modernize operations while safeguarding institutional knowledge.<\/p>\n\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Strengthening the future of water<\/strong><\/p>\n\n\n\n<p>Water utilities stand at a critical juncture. Workforce transitions, infrastructure demands and regulatory pressures require a more intentional approach to knowledge continuity.<\/p>\n\n\n\n<p>Cynthia Chemello\u2019s leadership reframes knowledge transfer as a strategic asset \u2014 one that bridges generations of expertise and integrates technology responsibly into the operational fabric of utilities.<\/p>\n\n\n\n<p>AI\u2019s adaptive learning capability adds another dimension: it enables increasingly personalized knowledge exchange. By tailoring insights, recommendations and learning pathways to individual roles and experience levels, AI has the potential to transform employee engagement and elevate human capital development across organizations. Knowledge becomes not only preserved, but continuously evolving \u2014 strengthening both people and performance.<\/p>\n\n\n\n<p>The path forward is clear. By institutionalizing knowledge capture, unifying fragmented systems and empowering staff with governed, AI-enabled tools, utilities can enhance resilience, safeguard service reliability and prepare confidently for the future.<\/p>\n\n\n\n<div style=\"height:17px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"aecom-custom-block client-quote-block\" style=\"margin-top: 0px; margin-bottom: 40px\">\n    <p class=\"client-quote-text\" style=\"margin-top: 30px\";>\n        \u201cThis is our opportunity,\u201d Cynthia reflects, \u201cto modernize responsibly \u2014 preserving what we\u2019ve built while strengthening the workforce that will carry it forward.\u201d    <\/p>\n    <p class=\"client-quote-author\">\n            <\/p>\n    <p class=\"client-quote-title\">\n            <\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>With many water utility operators set to retire, the industry faces a critical moment to preserve institutional knowledge and ensure system reliability.<\/p>\n","protected":false},"author":1137,"featured_media":21566,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[6940,4789,6934,171],"tags":[6898,108,6941],"yst_prominent_words":[5129,5148,614,4308,624,457],"class_list":["post-21565","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-technology","category-wastewater","category-water","tag-ai","tag-water","tag-water-utilities"],"acf":[],"_links":{"self":[{"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/posts\/21565","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/users\/1137"}],"replies":[{"embeddable":true,"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/comments?post=21565"}],"version-history":[{"count":4,"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/posts\/21565\/revisions"}],"predecessor-version":[{"id":21570,"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/posts\/21565\/revisions\/21570"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/media\/21566"}],"wp:attachment":[{"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/media?parent=21565"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/categories?post=21565"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/tags?post=21565"},{"taxonomy":"yst_prominent_words","embeddable":true,"href":"https:\/\/aecom.com\/blog\/wp-json\/wp\/v2\/yst_prominent_words?post=21565"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}