Skip to Content
  • オフィス

    オフィス

    北米・南米
    • 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
    ヨーロッパ・中東・アフリカ
    • 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
    アジア・オーストラリア
    • Bangkok
    • Beijing
    • Bengaluru
    • Brisbane
    • Ho Chi Minh City
    • Hong Kong
    • Jakarta
    • Kuala Lumpur
    • Manila
    • Melbourne
    • Mumbai
    • New Delhi
    • Perth
    • Shanghai
    • Singapore
    • Sydney
    • Tokyo
    全てのオフィス
  • アルムナイ
  • メディア
  • お問い合わせ
  • 東京オフィス
  • Japan | 日本語

    地域と言語を選択

    グローバル
    • Global (English)
    北米・南米
    • Brazil (Português)
    • Argentina (Español)
    • Canada (Français)
    • Chile (Español)
    • Colombia (Español)
    ヨーロッパ・中東・アフリカ
    • France (Français)
    • DACH Region (Deutsch)
    • Italy (Italiano)
    • Spain (Español)
    • Greece (Elliniká)
    アジア・オーストラリア
    • China (中文版)
    • Korea (한국어)
    • Japan (日本語)
  • Saved items (0)
    Saved items (0)

    You have no saved items.

    後で閲読、共有できるようにするためにブックマークしてください

    Explore Bain Insights
  • 業界別プラクティス
    メインメニュー

    業界別プラクティス

    • 航空宇宙、防衛、政府関連
    • 農業
    • 化学製品
    • インフラ、建設
    • 消費財
    • 金融サービス
    • ヘルスケア
    • 産業機械、設備
    • メディア、エンターテインメント
    • 金属
    • 採掘・鉱業
    • 石油、ガス
    • 紙、パッケージ
    • プライベートエクイティ
    • 公共、社会セクター
    • 小売
    • テクノロジー
    • 通信
    • 交通
    • 観光産業
    • 公益事業、再生可能エネルギー
  • 機能別プラクティス
    メインメニュー

    機能別プラクティス

    • カスタマー・エクスペリエンス
    • サステイナビリティ、 社会貢献
    • Innovation
    • 企業買収、合併 (M&A)
    • オペレーション
    • 組織
    • プライベートエクイティ
    • マーケティング・営業
    • 戦略
    • アドバンスド・アナリティクス
    • Technology
    • フルポテンシャル・トランスフォーメーション
  • Digital
  • 知見/レポート
  • ベイン・アンド・カンパニーについて
    メインメニュー

    ベイン・アンド・カンパニーについて

    • ベインの信条
    • 活動内容
    • 社員とリーダーシップ
    • プレス・メディア情報
    • クライアントの結果
    • 受賞歴
    • パートナーシップを結んでいる団体
    Further: Our global responsibility
    • ダイバーシティ
    • 社会貢献
    • サステイナビリティへの取り組み
    • 世界経済フォーラム(WEF)
    Learn more about Further
  • キャリア
    メインメニュー

    キャリア

    • ベインで働く
      キャリア
      ベインで働く
      • Find Your Place
      • ベインで活躍する機会
      • ベインのチーム体制
      • 学生向けページ
      • インターンシップ
      • 採用イベント
    • ベインでの体験
      キャリア
      ベインでの体験
      • Blog: Inside Bain
      • キャリアストーリー
      • 社員紹介
      • Where We Work
      • 成長を後押しするサポート体制
      • アフィニティ・グループ
      • 福利厚生
    • Impact Stories
    • 採用情報
      キャリア
      採用情報
      • 採用プロセス
      • 面接内容
    FIND JOBS
  • オフィス
    メインメニュー

    オフィス

    • 北米・南米
      オフィス
      北米・南米
      • 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
    • ヨーロッパ・中東・アフリカ
      オフィス
      ヨーロッパ・中東・アフリカ
      • 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
    • アジア・オーストラリア
      オフィス
      アジア・オーストラリア
      • Bangkok
      • Beijing
      • Bengaluru
      • Brisbane
      • Ho Chi Minh City
      • Hong Kong
      • Jakarta
      • Kuala Lumpur
      • Manila
      • Melbourne
      • Mumbai
      • New Delhi
      • Perth
      • Shanghai
      • Singapore
      • Sydney
      • Tokyo
    全てのオフィス
  • アルムナイ
  • メディア
  • お問い合わせ
  • 東京オフィス
  • Japan | 日本語
    メインメニュー

    地域と言語を選択

    • グローバル
      地域と言語を選択
      グローバル
      • Global (English)
    • 北米・南米
      地域と言語を選択
      北米・南米
      • Brazil (Português)
      • Argentina (Español)
      • Canada (Français)
      • Chile (Español)
      • Colombia (Español)
    • ヨーロッパ・中東・アフリカ
      地域と言語を選択
      ヨーロッパ・中東・アフリカ
      • France (Français)
      • DACH Region (Deutsch)
      • Italy (Italiano)
      • Spain (Español)
      • Greece (Elliniká)
    • アジア・オーストラリア
      地域と言語を選択
      アジア・オーストラリア
      • China (中文版)
      • Korea (한국어)
      • Japan (日本語)
  • Saved items  (0)
    メインメニュー
    Saved items (0)

    You have no saved items.

    後で閲読、共有できるようにするためにブックマークしてください

    Explore Bain Insights
  • 業界別プラクティス
    • 業界別プラクティス

      • 航空宇宙、防衛、政府関連
      • 農業
      • 化学製品
      • インフラ、建設
      • 消費財
      • 金融サービス
      • ヘルスケア
      • 産業機械、設備
      • メディア、エンターテインメント
      • 金属
      • 採掘・鉱業
      • 石油、ガス
      • 紙、パッケージ
      • プライベートエクイティ
      • 公共、社会セクター
      • 小売
      • テクノロジー
      • 通信
      • 交通
      • 観光産業
      • 公益事業、再生可能エネルギー
  • 機能別プラクティス
    • 機能別プラクティス

      • カスタマー・エクスペリエンス
      • サステイナビリティ、 社会貢献
      • Innovation
      • 企業買収、合併 (M&A)
      • オペレーション
      • 組織
      • プライベートエクイティ
      • マーケティング・営業
      • 戦略
      • アドバンスド・アナリティクス
      • Technology
      • フルポテンシャル・トランスフォーメーション
  • Digital
  • 知見/レポート
  • ベイン・アンド・カンパニーについて
    • ベイン・アンド・カンパニーについて

      • ベインの信条
      • 活動内容
      • 社員とリーダーシップ
      • プレス・メディア情報
      • クライアントの結果
      • 受賞歴
      • パートナーシップを結んでいる団体
      Further: Our global responsibility
      • ダイバーシティ
      • 社会貢献
      • サステイナビリティへの取り組み
      • 世界経済フォーラム(WEF)
      Learn more about Further
  • キャリア
    人気検索キーワード
    • デジタル
    • 戦略
    前回の検索
      最近訪れたページ

      Content added to saved items

      Saved items (0)

      Removed from saved items

      Saved items (0)

      論説

      New Ambitions for Automation

      New Ambitions for Automation

      It’s no longer just about saving money, but about resilience.

      著者:Michael Heric and Purna Doddapaneni

      • min read
      }

      論説

      New Ambitions for Automation
      en
      概要
      • Covid-19 has raised the value of automation across industries to strengthen business resilience, reduce risk and generate useful insights.
      • Companies that invested more in automation before the pandemic have reported higher revenues than others, with fewer disruptions to productivity or the supply chain, a recent Bain survey finds.
      • Leading companies in this field think big about how automation can deliver a competitive edge, rather than one use case at a time.
      • They manage automation actively from the start and spend as much, if not more, time on what comes after automation.

      In a matter of weeks, automation went from a long-term goal to an urgent, critical need for many executives. The business shock caused by the Covid-19 pandemic has brought home one crucial realization: Automation is no longer primarily about lower costs, but rather about resilience.

      For Our Clients

      Macro Surveillance Platform

      For more detail on the business implications of coronavirus from Bain’s Macro Trends Group, log on to the Macro Surveillance Platform. Learn more about the platform >

      Companies are increasingly deploying automation to strengthen business resilience, reduce risk and generate useful business insights more easily, according to a recent automation survey conducted by Bain & Company (see Figure 1). Those that invested more in automation before the pandemic have weathered the crisis better than others. They’ve generated higher revenues and experienced fewer disruptions to the supply chain, workforce productivity and demand, our survey found.

      Figure 1
      Companies’ automation priorities now extend beyond saving money

      Even though most companies in the survey are accelerating their automation initiatives, today’s automation leaders (defined as companies that invested more than 20% of their IT budget in automation within the past 12 months) have a significant head start. Before the coronavirus hit, most leaders across industries planned to automate 30% or more of their manual processes—two to five times more than companies with low automation-adoption rates (see Figure 2). 

      Figure 2
      Automation leaders planned to automate two to five times more work than laggards, even before the pandemic

      Over the next year, 38% of the leaders intend to invest significantly more in automation, compared with just 22% of other companies. That’s partly due to the work-at-home exodus, which will endure for many people. Companies in financial services, professional services, telecommunications, media and technology have especially large shares of their workforce who will work remotely even after work sites reopen. The leaders are pressing what they view as a competitive advantage, regardless of when the pandemic abates or how long the downturn lasts. And when the next business shock hits, it will likely put even more stress on companies that haven’t charted a bold automation agenda.

      Spread automation across the business 

      Automation can make a difference across the whole organization. While back-office support and customer service have traditionally had the highest potential, automation can also deliver benefits in R&D, supply chain, operations, and sales and marketing. Many processes lend themselves to automation, from software testing to insurance claims management, fraud detection, cloud infrastructure management, job applicant screening, loan processing and data entry for vaccine clinical trials.

      Automation is helping accelerate product development; deliver professional services at a lower cost; resolve customer issues faster, cheaper and more effectively; and increase selling time for field salespeople and channel partners (see Figure 3).

      Figure 3
      Automation can benefit a company’s whole organization, but some functions and processes have more potential

      Some of the most compelling developments in recent months reflect how automation has improved the competitive position of companies in the midst of the pandemic.

      Covid-19 pushed one large technology company, a leader in deploying automation for years, to apply it in new or less mature areas, such as sales and the order-to-cash process. If all goes as planned, the new automation initiatives could help the company—which generates billions of dollars in annual revenue—save hundreds of millions over the next two years.

      The changes include making online selection and ordering easier; automating billing; switching to targeted customer communications that require less oversight; and offering clients more self-service tools for resolving issues. The company has also identified ways to streamline and automate back-office sales support tasks and allow salespeople to spend more time on high-value, revenue-generating activities.

      These automation moves have a lot of upside beyond saving money. They’re expected to increase revenue, worker productivity and customer loyalty.

      Companies are also using automation to help solve specific problems such as moderating content on social media platforms and in other digital forums. When the pandemic hit, some companies weren’t prepared to transition their contractors to working from home, so their moderation operations were running at reduced capacity. At the same time, traffic spiked on many of these platforms.

      In response, some digital forums are partially automating content moderation with artificial intelligence (AI) technologies from developers such as Hive. The San Francisco-based company has added dozens of clients since March, when many stay-at-home orders went into effect around the world. The company now processes more than 1 billion posts a month that previously were reviewed by humans or not at all.

      Besides increased efficiency, Hive’s product has made content-moderation operations more effective. A video chat platform that used to field thousands of user complaints weekly about inappropriate content now reports fewer than one incident per week after integrating Hive’s AI models. Another client, French social video-chatting app Yubo, which started using Hive’s services before the pandemic, has been able to handle a 200% increase in the number of livestreams on its platform without needing to hire more moderators.

      Another sector, offshore business-process outsourcing, was among the hardest hit by Covid-19, because few business-continuity plans anticipated a pandemic. India-based Tata Consultancy Services has held up better than most and is poised to recover faster, thanks in part to automating critical processes before the crisis. When the pandemic forced the company to shift the vast majority of its employees to working from home, it continued to operate effectively and responded nimbly to urgent customer needs. The company plans to have 75% of its employees permanently work from home by 2025; it believes it can maintain or even improve productivity with a mostly distributed workforce, according to news articles.

      Remove the roadblocks

      The good news for companies investing more in automation is that historical barriers are coming down in the wake of the pandemic, our survey found (see Figure 4). Across industries, companies report greater support from senior executives, better coordination of automation projects and support from IT departments. These developments could speed up deployment of automation, improve its performance and bring a larger return on investment.

      Figure 4
      Barriers to automation are coming down due to the pandemic

      It’s unclear whether the favorable conditions on the ground will change once companies recover from the pandemic. What is clear: Businesses have an opening now to accelerate their automation programs.

      However, many say they aren’t ready for it. Only 10% of surveyed companies believe they’re highly prepared to address the personnel and change management challenges that automation will create; 11% say they aren’t prepared at all to respond to those workforce issues.

      Our analysis of the survey responses and the characteristics of successful automation programs suggests that three principles underpin a successful automation program.

      First, think big. Many companies deploy automation one use case at a time, with projects required to quickly pay for themselves through cost savings or new revenue, often within the first year of deployment. Cautious testing and learning, followed by rapid scaling, works well during stable times. Testing and learning still matters, but the Covid-19 crisis has created a rare opening for executives to think big about what can be automated and the value it could bring. Leading firms are challenging their long-held beliefs about why automation may or may not work in their organization. They’re automating more complex activities than just back-office processes and customer service desks. 

      ICICI Lombard, a general insurer in India, uses AI-based bots to generate quotes and book policies for corporate customers. It now automates issuance of about 90% of certain policies and products for small businesses, with no manual intervention. Recently it partnered with Microsoft to develop India’s first AI-enabled car inspection feature in its mobile app, to simplify making a repair claim.

      In its medical business, ICICI Lombard moved from a traditional core system to more flexible, cloud-based automation. It deploys AI-infused automation to process the cashless claims requested by hospitals. The policy-related information, doctor’s diagnosis and recommended course of action are ingested in the AI algorithm, which decides whether to admit a case. A machine-learning program then decides on the optimal claim amount. This entire initial sanctioning process takes about 90 seconds, compared with up to 4 hours when done manually. The company’s doctors thus get freed up to spend time investigating more complex cases. 

      Second, manage actively from the start. The barriers to automation are falling, but that doesn’t mean companies can cut corners in planning and executing their automation strategy. Success in automation requires more than great technology. It starts with strong C-level sponsorship, so that automation remains a priority and everyone is held accountable for achieving the company’s ambitious targets.

      The most effective change programs engage the key stakeholders, including IT, in early, open and direct communication. The senior team must demonstrate beforehand and in detail how automation will change the experience of employees and customers for the better; otherwise, many employees naturally will resist. Good communication, together with retraining programs, can help people start moving toward new career paths, including those within the same company.

      The economic downturn will constrain budgets, so choosing the wrong funding model could stifle adoption. Asking business units to fund their own investments works well when a company’s automation capabilities are mature, demand from the businesses is high, and accountability for the return on investment is essential. Conversely, a centrally funded model might make more sense if a company doesn’t have a proven track record or healthy demand for automation. 

      MetLife focuses on making the benefits and performance of automation transparent to all employees. It has developed hundreds of demos on robotic process automation (RPA), installed widely accessible dashboards and metrics, and created internal RPA training to help reskill employees affected by the changes or seeking professional development. MetLife also set up a digital automation center of excellence that helps the business units identify use cases that matter to them, then roll out and manage their digital workforce. This approach has enabled broad adoption across geographies and functions such as new business and underwriting, policy administration, claims and finance.

      Third, prepare for what comes after automation. Beyond developing, testing, deploying and maintaining the technology, what really matters is achieving the expected business outcomes from the automation. In this respect, it’s similar to outsourcing. Beyond selecting the right partner, negotiating a competitive contract and transitioning the work to the provider, the organization left behind must be sized correctly and fit for purpose, or else the savings from outsourcing won’t materialize.

      The risk is even higher for automation because much of the work automated consumes only a fraction of each employee’s time. Companies have to redesign the jobs affected by automation, or they won’t be able to achieve their goals.

      Amazon has pledged to spend $700 million over six years to retrain one-third of its US workforce as automation upends the way many employees do their jobs. Hourly workers in fulfillment centers can retrain for IT support roles, such as managing the machines that operate throughout the facilities. Nontechnical corporate workers will have the chance to spend several years retraining as software engineers without going back to college.

      What comes next 

      After the events of this year, many executives see automation as a critical asset that can strengthen their businesses and give them a strategic advantage.

      Now comes the hard part. Before the pandemic, nearly half of automation projects failed to deliver the expected savings, according to a 2019 Bain survey. Executives also face the challenge of compassionately treating employees displaced by automation. Amazon’s reskilling program, for instance, mitigates some of the pain of dislocation, and has the added benefit of helping to retain talented employees.

      Although the situation on the ground has changed and traditional barriers to automation are crumbling, companies still have their work cut out to turn its promise into reality. It’s well worth the effort, as the rewards could be substantial.

      Related Insights

      Coronavirus

      The global Covid-19 pandemic has extracted a terrible human toll and spurred sweeping changes in the world economy. Across industries, executives have begun reassessing their strategies and repositioning their companies to thrive now and in the world beyond coronavirus.

      著者
      • Headshot of Michael Heric
        Michael Heric
        パートナー, New York
      • Headshot of Purna Doddapaneni
        Purna Doddapaneni
        パートナー, Dallas
      関連業種
      • ヘルスケア
      • 金融サービス
      関連するコンサルティングサービス
      • Automation
      • Digital
      • IT
      • サポート部門
      • 業績改善
      CFO Insights
      Automation Scorecard 2024: Lessons Learned Can Inform Deployment of Generative AI

      The most experienced firms are widening their lead in cost savings and productivity.

      詳細
      CFO Insights
      Four Ways Leaders Can Make AI Redesigns Stick

      As companies redesign to scale AI, these four lessons help leaders ensure their organizations actually live the new operating model.

      詳細
      Digital
      Top Digital Use Cases by Industry

      Bain’s research identifies the most useful digital applications, including those that offer the best opportunities for competitive advantage.

      詳細
      CFO Insights
      The 2026 Retail Executive Agenda

      Here are letters to the C-suite to help strengthen strategy, catalyze collaboration, and expand value creation in the AI age.

      詳細
      Digital
      Digital Transformation: What Matters Most in Your Sector?

      Bain Digital GPS Benchmark 2021 reveals the most relevant digital applications for business leaders across 10 sectors.

      詳細
      First published in 10月 2020
      Tags
      • Automation
      • CFO Insights
      • Digital
      • IT
      • サポート部門
      • ヘルスケア
      • 業績改善
      • 金融サービス

      クライアント支援事例

      戦略 Speed at Scale: The Thermo Fisher story

      ケーススタディを見る

      サポート部門 Taking Shared Services to a New Level at a Healthcare Company

      ケーススタディを見る

      チェンジ・マネジメント The change process unlocks potential and profits

      ケーススタディを見る

      お気軽にご連絡下さい

      私達は、グローバルに活躍する経営者が抱える最重要経営課題に対して、厳しい競争環境の中でも成長し続け、「結果」を出すために支援しています。

      Digital is a service mark of Bain & Company, Inc.

      ベインの知見。競争が激化するグローバルビジネス環境で、日々直面するであろう問題について論じている知見を毎月お届けします。

      *プライバシーポリシーの内容を確認し、合意しました。

      プライバシーポリシーをご確認頂き、合意頂けますようお願い致します。
      Bain & Company
      お問い合わせ Sustainability Accessibility Terms of use Privacy Cookie Policy Sitemap Log In

      © 1996-2026 Bain & Company, Inc.

      お問い合わせ

      How can we help you?

      • ビジネスについて
      • プレス報道について
      • 採用について
      全てのオフィス