{"id":28454,"date":"2025-06-23T08:30:00","date_gmt":"2025-06-23T08:30:00","guid":{"rendered":"https:\/\/www.trccompanies.com\/?post_type=news-and-insights&#038;p=28454"},"modified":"2025-07-01T16:26:53","modified_gmt":"2025-07-01T16:26:53","slug":"5-ways-data-analytics-is-powering-the-energy-transition","status":"publish","type":"news-and-insights","link":"https:\/\/www.trccompanies.com\/fr\/insights\/5-ways-data-analytics-is-powering-the-energy-transition\/","title":{"rendered":"Q&amp;A: 5 Ways Data Analytics is Powering the Energy Transition"},"content":{"rendered":"<!-- Start Block: acf\/wysiwyg -->\n\n<section class=\"wysiwyg section-padding bg-white\">\n    <div class=\"container-fluid\">\n        \n        <div class=\"row\">\n                            <div class=\"col-lg-8 columns js-animated-content animated-content\">\n                                        <p><span data-contrast=\"auto\">There\u2019s a growing misconception that data analytics can single-handedly solve complex challenges- \u201cjust use AI\u201d has become a common refrain. But the true value of these tools lies in how they allow people to make better decisions.\u00a0\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">In this article, we get expert insight from Dr. Brett Close, an industry veteran and environmental economist who\u2019s been with TRC since 2021.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">He explores how data analytics and artificial intelligence provide our industry with exponential opportunities, when strategically matched with human innovation. He also discusses the problem-solving power of data analytics in our industry, specifically in the realm of improving the performance of energy program design and implementation, for example:\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"auto\">Helping skilled program implementers identify and improve under-performing projects.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Equipping teams with tools and visualizations to identify high-potential customers.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Supporting qualitative researchers and community organizations to identify meaningful patterns and relationships in disadvantaged communities and other key sectors.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n                <\/div>\n                <div class=\"col-lg-4 columns js-animated-content animated-content\">\n                                        <div class=\"wysiwyg__links js-animated-content animated-content\">\n                        <div class=\"wysiwyg__links__top \">\n                                                        <h4>Related Services<\/h4>\n                                                                                    <ul class=\"js-animated-content animated-content\">\n                                                                <li><a href=\"https:\/\/www.trccompanies.com\/services\/advanced-energy-programs\/\" target=\"_self\">Advanced Energy<\/a><\/li>\n                                                                <li><a href=\"https:\/\/www.trccompanies.com\/services\/modern-geospatial-solutions\/artificial-intelligence\/\" target=\"_self\">Artificial Intelligence<\/a><\/li>\n                                                                <li><a href=\"https:\/\/www.trccompanies.com\/services\/demand-side-management\/\" target=\"_self\">Demand Side Management<\/a><\/li>\n                                                                <li><a href=\"https:\/\/www.trccompanies.com\/services\/advanced-energy-programs\/research-and-technology-commercialization\/\" target=\"_self\">Research and Technology Commercialization<\/a><\/li>\n                                                                <li><a href=\"https:\/\/www.trccompanies.com\/services\/intelligent-grid-solutions\/analytics\/\" target=\"_self\">Transformational Analytics<\/a><\/li>\n                                                            <\/ul>\n                                                    <\/div>\n                                                                                                            <div class=\"wysiwyg__links__bottom\">\n                                    <a href=\"https:\/\/www.trccompanies.com\/services\" target=\"_self\">View All Services<\/a>\n                                <\/div>\n                                                                                                <\/div>\n                <\/div>\n                    <\/div>\n\n            <\/div>\n<\/section>\n<!-- End Block: acf\/wysiwyg -->\n\n<!-- Start Block: acf\/wysiwyg -->\n\n<section class=\"wysiwyg section-padding bg-white-fog\">\n    <div class=\"container-fluid\">\n                    <div class=\"wysiwyg__wrapper\">\n        \n        <div class=\"row\">\n                        <div class=\"col-lg-12\">\n                                                                                \n                                                <\/div>\n\n                            <div class=\"col-lg-12 js-animated-content animated-content\">\n                    <h2><b><span data-contrast=\"auto\">Meet the Data Analyst<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">Brett Close is Director of Data Analytics for Research and Consulting within TRC\u2019s Advanced Energy practice, where he helps clients harness the power of data analytics to transform energy use.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">With a PhD in Environmental Economics and a background in public policy and energy, Dr. Close leads TRC\u2019s data analytics team, manages energy pilot evaluations and develops strategies to optimize the performance of energy efficiency and decarbonization programs.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">He\u2019s interested in the role of energy in people\u2019s lives and is passionate about using technology like data analytics to bring clean energy to all communities. Through his work, Dr. Close and his team support utilities and agencies in improving operations, reducing energy waste and enhancing customer satisfaction by analyzing vast amounts of data collected from customer usage patterns and program participation.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Dr. Close shares 5 ways that data analytics play a unique and significant role in the energy industry \u2013 today and tomorrow.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n                <\/div>\n                                <\/div>\n\n                    <\/div>\n            <\/div>\n<\/section>\n<!-- End Block: acf\/wysiwyg -->\n\n<!-- Start Block: acf\/wysiwyg -->\n\n<section class=\"wysiwyg section-padding bg-white\">\n    <div class=\"container-fluid\">\n                    <div class=\"wysiwyg__wrapper\">\n        \n        <div class=\"row\">\n                        <div class=\"col-lg-12\">\n                                                                                \n                                                <\/div>\n\n                            <div class=\"col-lg-12 js-animated-content animated-content\">\n                    <h2><b><span data-contrast=\"auto\">Q&amp;A: Insights on Data Analytics Strategies for Energy Providers<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/h2>\n<h3><b><span data-contrast=\"auto\">Q: What exactly is the role of data analytics for utilities and agencies?<\/span><\/b><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/h3>\n<p><b><span data-contrast=\"auto\">A:<\/span><\/b><span data-contrast=\"auto\"> As data availability increases, so does the potential for data analytics to transform the energy industry. Utilities now collect daily, hourly or even higher frequency data, allowing for more detailed analysis of usage patterns. This helps in understanding peak impacts, identifying good program participants, and improving overall program effectiveness. Since data analytics examine real-world usage patterns, rather than relying on assumptions, it\u2019s a science-based tool to optimize how we measure and manage the use of energy.<\/span>\u00a0<br \/>\n\u00a0<br \/>\n<span data-contrast=\"auto\">Impact evaluation is one of the most important applications of data analytics in our industry. It helps us to understand the effectiveness of utility energy programs. Impact evaluation involves activities such as conducting billing analyses using customers&rsquo; energy usage data before and after installing new equipment, sometimes including a comparison group that did not make any upgrades. By controlling factors like weather, we can determine actual energy savings and program effectiveness, which is vital for achieving societal goals like reducing energy consumption and carbon emissions.<\/span>\u00a0<br \/>\n\u00a0<br \/>\n<span data-contrast=\"auto\">TRC uses customer energy data to identify underperforming projects, allowing engineers to follow up and improve outcomes. This benefits everyone involved: customers save more energy, the environment receives fewer pollutants and GHG emissions, program administrators can claim more savings and organizations perform more efficiently. Identifying and fixing underperforming projects through data analytics is a key service that we offer to our clients.<\/span><\/p>\n<h3><b><span data-contrast=\"auto\">Q: What tools and software do data analysts use in our industry?<\/span><\/b><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/h3>\n<p><b><span data-contrast=\"auto\">A: <\/span><\/b><span data-contrast=\"auto\">R, an open-source programming language for statistical computing and data visualization is a great flexible tool. There&rsquo;s a lot you can do with it. We use it for analyzing data, but it also allows you to produce visualizations and dashboards. I think that&rsquo;s really helpful for bridging that gap between the data analytics side and the program side because visualizations are so powerful for being able to convey the information. TRC\u2019s research team helps find meaning in the data, equipping our clients with actionable strategies for improving their energy program performance.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"auto\">Q: What are some challenges related to data analytics for energy programs?<\/span><\/b><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/h3>\n<p><b><span data-contrast=\"auto\">A:<\/span><\/b><span data-contrast=\"auto\"> A challenge facing energy program administrators is the knowledge gap surrounding data analytics: program implementation staff may not know what&rsquo;s possible with data and data analysts may not fully understand the program&rsquo;s needs. Effective collaboration between these groups is essential to develop solutions that meet program needs. An outside data analyst doesn&rsquo;t understand all the details of the program, what&rsquo;s relevant about certain information, what the implications of different things are, or how things fit together. So, the best outcomes always come from a collaboration between that data analytics side and the program implementation side to work together. TRC specializes in bridging the gap between technology and implementation, fostering collaboration within organizations and providing real solutions that help our clients adapt in a rapidly changing market.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"auto\">Q: What unique insights can data analytics provide for energy program implementers?<\/span><\/b><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/h3>\n<p><b><span data-contrast=\"auto\">A: <\/span><\/b><span data-contrast=\"auto\">One of the key areas where data analytics can make a meaningful impact is by increasing participation among disadvantaged customers. By identifying these customers and understanding their specific needs, our industry can help tailor programs to better serve these communities and advocate for energy equity.<\/span>\u00a0<br \/>\n\u00a0<br \/>\n<span data-contrast=\"auto\">A recent project with a utility client in the Midwest illustrates this potential. We analyzed the relationship between electric service quality and customer demographics, finding higher rates of disconnection and outages in communities with higher percentages of people of color. This diagnosis helps point towards solutions, but the next step involves working directly with customers and community organizations to address these issues effectively.<\/span>\u00a0<br \/>\n\u00a0<br \/>\n<span data-contrast=\"auto\">To effectively harness the value of data analytics for the purpose of energy equity, quantitative findings must be paired with strategic planning and integrated with person-to-person community outreach and engagement. TRC is at the forefront of leveraging data analytics to support energy equity for our clients, ensuring that clean energy benefits are shared by all customers. <\/span>\u00a0<br \/>\n<span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"auto\">Q: What gets you excited about the future of data analytics and the clean energy transition?<\/span><\/b><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/h3>\n<p><b><span data-contrast=\"auto\">A<\/span><\/b><span data-contrast=\"auto\">: There\u2019s lots to be excited about, including the potential of load flexibility technologies, such as battery storage and connected devices, which allow for better alignment of energy supply and demand, reducing costs and environmental impacts.<\/span>\u00a0<br \/>\n\u00a0<br \/>\n<span data-contrast=\"auto\">Traditionally, energy infrastructure has focused on meeting demand exactly when requested, which has led to grid constraints and pollution from overgeneration of fossil fuels. By integrating supply and demand with support from data analytics, we can better align energy use with actual costs and reduce negative impacts. Specific technologies that allow for flexible energy use, like delaying EV charging until off-peak times, help to meet individual needs while optimizing supply. This approach saves money for customers, reduces societal burdens and supports the growth of renewable resources.\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">As data availability increases the potential grows for data analytics to transform the energy industry. As part of our data science team, I\u2019m excited to be part of the shift towards smarter, cleaner use of energy for our clients and the communities they serve.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n                <\/div>\n                                <\/div>\n\n                    <\/div>\n            <\/div>\n<\/section>\n<!-- End Block: acf\/wysiwyg -->\n\n<!-- Start Block: acf\/innerpage-promotion-blocks -->\n\n<section class=\"image-cta\">\n    <img decoding=\"async\" width=\"2560\" height=\"1625\" src=\"https:\/\/www.trccompanies.com\/wp-content\/uploads\/2025\/06\/communication-and-internet-network-connect-in-smart-city-1252264724-scaled.jpg\" class=\"image-cta-bg object-fit\" alt=\"communication-and-internet-network-connect-in-smart-city-1252264724-scaled\" srcset=\"https:\/\/www.trccompanies.com\/wp-content\/uploads\/2025\/06\/communication-and-internet-network-connect-in-smart-city-1252264724-scaled.jpg 2560w, https:\/\/www.trccompanies.com\/wp-content\/uploads\/2025\/06\/communication-and-internet-network-connect-in-smart-city-1252264724-300x190.jpg 300w, https:\/\/www.trccompanies.com\/wp-content\/uploads\/2025\/06\/communication-and-internet-network-connect-in-smart-city-1252264724-1024x650.jpg 1024w, https:\/\/www.trccompanies.com\/wp-content\/uploads\/2025\/06\/communication-and-internet-network-connect-in-smart-city-1252264724-768x487.jpg 768w, https:\/\/www.trccompanies.com\/wp-content\/uploads\/2025\/06\/communication-and-internet-network-connect-in-smart-city-1252264724-1536x975.jpg 1536w, https:\/\/www.trccompanies.com\/wp-content\/uploads\/2025\/06\/communication-and-internet-network-connect-in-smart-city-1252264724-2048x1300.jpg 2048w, https:\/\/www.trccompanies.com\/wp-content\/uploads\/2025\/06\/communication-and-internet-network-connect-in-smart-city-1252264724-946x600.jpg 946w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>    <div class=\"image-cta-back-curve\">\n        <span class=\"top\"><\/span>\n        <span class=\"bottom\"><\/span>\n        <span class=\"left\"><\/span>\n        <span class=\"right\"><\/span>\n    <\/div>\n    <div class=\"image-cta-front-curve\">\n        <span class=\"top\"><\/span>\n        <span class=\"bottom\"><\/span>\n        <span class=\"left\"><\/span>\n        <span class=\"right\"><\/span>\n    <\/div>\n    <div class=\"image-cta-overlay\">\n        <div class=\"image-cta-content js-animated-content animated-content\">\n            <h2><span class=\"TextRun MacChromeBold SCXW130700231 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun CommentStart SCXW130700231 BCX0\">What\u2019s Next? TRC Can Help<\/span><\/span><span class=\"EOP SCXW130700231 BCX0\" data-ccp-props=\"{}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">While data analytics in the energy industry hold great potential, its real power lies in how it\u2019s applied. We go beyond simple interpretation of data, we collaborate across disciplines to help you act on it, building strategies touted in evidence, adapted to your program goals and designed for your success. Contact our tested practitioners to help move your data forward with clarity and confidence.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Ready to explore what your data can do for you? <\/span><\/p>\n<p><a class=\"btn btn-primary\" href=\"https:\/\/www.trccompanies.com\/contact-us\/\" target=\"_blank\" rel=\"noopener opener\">Contact Our Team<\/a><\/p>\n        <\/div>\n    <\/div>\n<\/section>\n\n<!-- End Block: acf\/innerpage-promotion-blocks -->","protected":false},"excerpt":{"rendered":"<p>Though traditionally late adopters, most utilities today are evaluating, if not implementing, digital technologies. <\/p>\n","protected":false},"featured_media":28458,"template":"","tags":[126,1054,1056,306,1057],"news-and-insights-category":[363],"services-category":[],"custom_category":[],"class_list":["post-28454","news-and-insights","type-news-and-insights","status-publish","has-post-thumbnail","hentry","tag-advanced-energy","tag-ai","tag-demand-side-management","tag-research-and-technology-commercialization","tag-transformational-analytics","news-and-insights-category-insights"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - 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