Skip to Content
  • 오피스

    오피스

    미주
    • Atlanta
    • Austin
    • Bogota
    • Boston
    • Buenos Aires
    • Chicago
    • Dallas
    • Denver
    • Houston
    • Los Angeles
    • Mexico City
    • Minneapolis
    • Monterrey
    • Montreal
    • New York
    • Rio de Janeiro
    • San Francisco
    • Santiago
    • São Paulo
    • Seattle
    • Silicon Valley
    • Toronto
    • Washington, DC
    유럽, 중동, 아프리카
    • Amsterdam
    • Athens
    • Berlin
    • Brussels
    • Copenhagen
    • Doha
    • Dubai
    • Dusseldorf
    • Frankfurt
    • Helsinki
    • Istanbul
    • Johannesburg
    • Kyiv
    • Lisbon
    • London
    • Madrid
    • Milan
    • Munich
    • Oslo
    • Paris
    • Riyadh
    • Rome
    • Stockholm
    • Vienna
    • Warsaw
    • Zurich
    아시아, 호주
    • Bangkok
    • Beijing
    • Bengaluru
    • Brisbane
    • Ho Chi Minh City
    • Hong Kong
    • Jakarta
    • Kuala Lumpur
    • Manila
    • Melbourne
    • Mumbai
    • New Delhi
    • Perth
    • Seoul
    • Shanghai
    • Singapore
    • Sydney
    • Tokyo
    오피스 전체보기
  • 얼럼나이
  • 미디어 센터
  • 구독
  • 연락처
  • Korea | 한국어

    지역 및 언어 선택

    글로벌
    • Global (English)
    미주
    • Brazil (Português)
    • Argentina (Español)
    • Canada (Français)
    • Chile (Español)
    • Colombia (Español)
    유럽, 중동, 아프리카
    • France (Français)
    • DACH Region (Deutsch)
    • Italy (Italiano)
    • Spain (Español)
    • Greece (Elliniká)
    아시아, 호주
    • China (中文版)
    • Korea (한국어)
    • Japan (日本語)
  • Saved items (0)
    Saved items (0)

    You have no saved items.

    관심 있는 내용을 북마크하여 Red 폴더에 저장할 수 있습니다. Red 폴더 에서 저장된 내용을 읽거나 공유해보세요.

    Explore Bain Insights
  • 산업
    메인 메뉴

    산업

    • 우주항공, 방산 및 정부 서비스
    • 농업 관련 산업
    • 화학
    • 인프라, 건설 및 건축 자재
    • 소비재
    • 금융 서비스
    • 헬스케어
    • 산업용 기계 및 장비
    • 미디어 및 엔터테인먼트
    • 금속
    • 광업
    • 석유 및 가스
    • 제지 및 패키징 산업
    • 사모펀드
    • 사회 및 공공 부문
    • 유통
    • 기술
    • 텔레콤
    • 운송
    • 여행·여가
    • 유틸리티 및 재생가능 에너지
  • 컨설팅 서비스
    메인 메뉴

    컨설팅 서비스

    • Customer Experience
    • ESG
    • Innovation
    • M&A
    • 운영
    • 조직
    • 사모펀드
    • 고객 전략 및 마케팅
    • 전략
    • AI, 인사이트 및 솔루션
    • Technology
    • 변화 혁신
  • Digital
  • 인사이트
  • 베인 소개
    메인 메뉴

    베인 소개

    • 업무 소개
    • 베인의 신념
    • 구성원 및 리더십 소개
    • 고객 성과
    • 주요 수상 경력
    • 글로벌 파트너사
    Further: Our global responsibility
    • 다양성과 포용
    • 사회 공헌 활동
    • Sustainability
    • World Economic Forum
    Learn more about Further
  • Careers
    메인 메뉴

    Careers

    • Work with Us
      Careers
      Work with Us
      • Find Your Place
      • Our Work Areas
      • Integrated Teams
      • Students
      • Internships & Programs
      • Recruiting Events
    • Life at Bain
      Careers
      Life at Bain
      • Blog: Inside Bain
      • Career Stories
      • Our People
      • Where We Work
      • Supporting Your Growth
      • Affinity Groups
      • Benefits
    • Impact Stories
    • Hiring Process
      Careers
      Hiring Process
      • What to Expect
      • Interviewing
    FIND JOBS
  • 오피스
    메인 메뉴

    오피스

    • 미주
      오피스
      미주
      • Atlanta
      • Austin
      • Bogota
      • Boston
      • Buenos Aires
      • Chicago
      • Dallas
      • Denver
      • Houston
      • Los Angeles
      • Mexico City
      • Minneapolis
      • Monterrey
      • Montreal
      • New York
      • Rio de Janeiro
      • San Francisco
      • Santiago
      • São Paulo
      • Seattle
      • Silicon Valley
      • Toronto
      • Washington, DC
    • 유럽, 중동, 아프리카
      오피스
      유럽, 중동, 아프리카
      • Amsterdam
      • Athens
      • Berlin
      • Brussels
      • Copenhagen
      • Doha
      • Dubai
      • Dusseldorf
      • Frankfurt
      • Helsinki
      • Istanbul
      • Johannesburg
      • Kyiv
      • Lisbon
      • London
      • Madrid
      • Milan
      • Munich
      • Oslo
      • Paris
      • Riyadh
      • Rome
      • Stockholm
      • Vienna
      • Warsaw
      • Zurich
    • 아시아, 호주
      오피스
      아시아, 호주
      • Bangkok
      • Beijing
      • Bengaluru
      • Brisbane
      • Ho Chi Minh City
      • Hong Kong
      • Jakarta
      • Kuala Lumpur
      • Manila
      • Melbourne
      • Mumbai
      • New Delhi
      • Perth
      • Seoul
      • Shanghai
      • Singapore
      • Sydney
      • Tokyo
    오피스 전체보기
  • 얼럼나이
  • 미디어 센터
  • 구독
  • 연락처
  • Korea | 한국어
    메인 메뉴

    지역 및 언어 선택

    • 글로벌
      지역 및 언어 선택
      글로벌
      • Global (English)
    • 미주
      지역 및 언어 선택
      미주
      • Brazil (Português)
      • Argentina (Español)
      • Canada (Français)
      • Chile (Español)
      • Colombia (Español)
    • 유럽, 중동, 아프리카
      지역 및 언어 선택
      유럽, 중동, 아프리카
      • France (Français)
      • DACH Region (Deutsch)
      • Italy (Italiano)
      • Spain (Español)
      • Greece (Elliniká)
    • 아시아, 호주
      지역 및 언어 선택
      아시아, 호주
      • China (中文版)
      • Korea (한국어)
      • Japan (日本語)
  • Saved items  (0)
    메인 메뉴
    Saved items (0)

    You have no saved items.

    관심 있는 내용을 북마크하여 Red 폴더에 저장할 수 있습니다. Red 폴더 에서 저장된 내용을 읽거나 공유해보세요.

    Explore Bain Insights
  • 산업
    • 산업

      • 우주항공, 방산 및 정부 서비스
      • 농업 관련 산업
      • 화학
      • 인프라, 건설 및 건축 자재
      • 소비재
      • 금융 서비스
      • 헬스케어
      • 산업용 기계 및 장비
      • 미디어 및 엔터테인먼트
      • 금속
      • 광업
      • 석유 및 가스
      • 제지 및 패키징 산업
      • 사모펀드
      • 사회 및 공공 부문
      • 유통
      • 기술
      • 텔레콤
      • 운송
      • 여행·여가
      • 유틸리티 및 재생가능 에너지
  • 컨설팅 서비스
    • 컨설팅 서비스

      • Customer Experience
      • ESG
      • Innovation
      • M&A
      • 운영
      • 조직
      • 사모펀드
      • 고객 전략 및 마케팅
      • 전략
      • AI, 인사이트 및 솔루션
      • Technology
      • 변화 혁신
  • Digital
  • 인사이트
  • 베인 소개
    • 베인 소개

      • 업무 소개
      • 베인의 신념
      • 구성원 및 리더십 소개
      • 고객 성과
      • 주요 수상 경력
      • 글로벌 파트너사
      Further: Our global responsibility
      • 다양성과 포용
      • 사회 공헌 활동
      • Sustainability
      • World Economic Forum
      Learn more about Further
  • Careers
    최근 검색어
      최근 방문 페이지

      Content added to saved items

      Saved items (0)

      Removed from saved items

      Saved items (0)

      Forbes.com

      Utilities and Analytics: How to Find the Value in What's Available Now

      Utilities and Analytics: How to Find the Value in What's Available Now

      Leaders in utilities are using the data and tools that they already have in hand to begin improving the ways they work.

      글 Stephan Zech and Christophe Guille

      • 읽기 소요시간

      Article

      Utilities and Analytics: How to Find the Value in What's Available Now
      en

      This article originally appeared on Forbes.com.

      Most utility executives know there’s tremendous value in the data they have on hand, but few are acting aggressively to make use of it now.

      They can learn from the examples of market leaders who are figuring out how to use what they have in hand as they begin to build their broader analytics programs.

      For one North American utility, the opportunity came as they sought to improve their ability to forecast power restoration after an outage. Executives wanted to narrow the four-hour window that, on average, they used to predict when power would be restored—not only so that they could make better use of resources, but also to provide more accurate information to customers waiting for their electricity to come back on.

      It found the solution in looking at more data that teams already had access to but weren’t using to estimate restoration times. By including weather and real-time locations of crews in its forecasting model, teams were able to make better informed and more realistic decisions about who was available for repairs and when they could complete them. Their new model doubled their accuracy, resulting not only in more efficient deployment of field staff but also in higher customer satisfaction scores.

      Utility executives around the world recognize this kind of potential in data and analytics, but most don’t know where to begin. More data flows their way all the time, from smart meters and other sensors on the increasingly intelligent grid, as well as from traditional sources of data about their operations. But many are waiting when they could be acting.

      Some utilities, like the North American one that improved its restoration forecasting, are already getting started, using the data and the tools that they have in hand to improve the ways they work, in at least three ways.

      One of these is reducing costs. Analytics can help large utilities save up to tens of millions of dollars in capex and operational and maintenance expenditures by helping them improve operations (which can reduce call center volumes or help manage vegetation better along their power lines), optimize their capital deployment (by identifying the most efficient ways to reduce risk) or understand their procurement better (weighing spending against value).

      Better data can also improve reliability. Advanced analytics can help prevent outages through more accurate predictions about when to replace failing equipment or through quicker, sometimes automated, dispatch of repair personnel thanks to real-time identification of problems.

      A third way that data can deliver value is through better customer engagement. Data analytics can help utilities understand customers and their energy use better—insights that help utilities design new products and services that fit customers’ needs, such as demand-side management programs that reduce electricity use at peak times. And, as noted, more sophisticated analytics can help provide more accurate information to customers about power outages, grid updates, and repair work by field crews, all of which can raise customer satisfaction.

      For executives who want to get started, the first important step in unlocking that value is to realize the potential and begin to experiment with the tools they already have. Some utilities are already creating small centers of excellence tasked with advanced analytics projects. These teams typically combine skills from the business with more advanced data-science capabilities. Once teams are in place, they begin to identify and act on the opportunities with the highest potential value.

      As with any fledgling effort, it’s important to secure a few quick wins to build momentum. Teams should think about using existing data and off-the-shelf analytical tools—as the North American utility did to improve its outage restoration predictions. From these initial explorations, they will begin to build up their capabilities and extend their growing expertise to more of their business.

      It can be helpful to think about three levels of complexity—basic descriptive systems, moderately complex predictive systems, and more advanced prescriptive systems—as a way of setting aspirations and developing strategic plans to build up capabilities that will help utilities achieve their data goals.

      As they develop their analytics capabilities, utilities will find they need to adopt more rigorous standards for capturing, storing and managing data. Cleaning up data is a major challenge, requiring painstaking work to rationalize what is frequently a haphazard collection of systems and restructuring them along common lines so they can share and better use the data at hand.

      Utilities will also have to get better at understanding and using advanced modeling techniques to discover insights in the data. To help with this task, most utilities are beginning to complement their workforces with data-savvy talent that brings advanced analytic, modeling and visualization skills to bear on these efforts.

      Utilities should start by picking a key objective or subject area and developing targeted analytics to build momentum. Such areas may include outage processes, materials management, demand-side management or asset analytics. Focusing on a single area can help in several ways.

      • First, it focuses the organization on exploring advanced analytics, but within the framework of a single design issue, with fewer stakeholders than will be required as the programs broaden.
      • Second, the initial data engineering represents the heavy lifting that can produce results elsewhere in the organization. Once data sets are cleaned up and merged, additional and more advanced applications for the data can proceed quicker.
      • Finally, a single effort can begin to generate momentum, and the organization can apply the lessons learned to future projects.

      The journey may take years, but the benefits are sizable: millions in savings that would not be possible without big data and advanced analytics.

      Stephan Zech is a partner with Bain and Company in Los Angeles. Christophe Guille is a principal in Bain’s San Francisco office.

      저자
      • Headshot of Stephan Zech
        Stephan Zech
        파트너, Los Angeles
      • Headshot of Christophe Guille
        Christophe Guille
        파트너, Los Angeles
      문의하기
      관련 산업
      • 에너지와 천연자원
      • 유틸리티 및 재생가능 에너지
      관련 컨설팅 서비스
      • 어드밴스드 애널리틱스
      유틸리티 및 재생가능 에너지
      How Utilities Are Deploying Data Analytics Now

      Forward-thinking utility executives already are mining new sources of data from smart meters and other sensors.

      자세히 보기
      유틸리티 및 재생가능 에너지
      Adapt and Adopt: Digital Transformation for Utilities

      Digital technologies offer new opportunities for better customer engagement, new products and services, and more efficient operations.

      자세히 보기
      유틸리티 및 재생가능 에너지
      Can the US Energy Grid Keep Up with AI Data Centers?

      Our latest forecast projects data centers will consume 9% of US electricity by 2030, straining the grid without new solutions.

      자세히 보기
      유틸리티 및 재생가능 에너지
      Utilities Can Power Growth Through a Better Customer Experience

      Top performers turn everyday interactions into loyalty, lower costs, greater revenue streams, and stronger reputations.

      자세히 보기
      어드밴스드 애널리틱스
      The AI Enterprise: Code Red

      Four questions every executive must answer now.

      자세히 보기
      First published in 2월 2017
      태그
      • 어드밴스드 애널리틱스
      • 에너지와 천연자원
      • 유틸리티 및 재생가능 에너지

      프로젝트 사례

      An Environmental Services Company Captures Massive Savings from a Merger

      See more related case studies

      성과 개선 Boosting a utility's workforce productivity

      See more related case studies

      고객 전략 및 마케팅 Revitalizing a utility's market position with customer loyalty

      See more related case studies

      베인에 궁금하신 점이 있으신가요?

      베인은 주저 없이 변화를 마주할 줄 아는 용감한 리더들과 함께합니다. 그리고, 이들의 담대한 용기는 고객사의 성공으로 이어집니다.

      급변하는 비즈니스 환경에서 살아남기 위한 선도자의 시각. 월간 Bain Insights에서 글로벌 비즈니스의 핵심 이슈를 확인하십시오.

      *개인정보 정책을 읽었으며 그 내용에 동의합니다.

      Privacy Policy를 읽고 동의해주십시오.
      Bain & Company
      문의하기 환경정책 Accessibility 이용약관 개인정보 보호 쿠키 사용 정책 Sitemap Log In

      © 1996-2026 Bain & Company, Inc.

      문의하기

      무엇을 도와드릴까요?

      • 프로젝트 문의
      • 채용 정보
      • 언론
      • 제휴 문의
      • 연사 초청
      오피스 전체보기