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      お問い合わせ

      Experimentation at Scale

      The best way to discover what customers want is to let them tell you—but you have to know how to listen. Experimentation at Scale lets you test hundreds of messaging, pricing, and product variables to find the winning combination that resonates with your audience.

      Experimentation at Scale
      • Overview
      • 期待できる結果
      • Impact
      • Client Results
      • Insights
      • Our Team
      • Related Offerings

      Experimentation at Scale is a powerful AI/ML-driven approach that helps companies continuously improve their digital marketing, retail and e-commerce engines, owned media (direct mail, email, websites), pricing, and other key business activities.

      We examine every step of the customer journey to determine which content, experiences, and product features resonate with customers. Our data and analytics experts and digital designers work with you to understand your unique priorities, then apply design-thinking principles to develop a pipeline of tests to optimize these variables. We then leverage a cutting-edge toolkit that includes fractional factorial multivariate testing (MVT), geographic matched market A/B/N testing, and multiarmed-bandit testing (MAB) to generate results faster and help you get the most insight from your audiences.

      The result? Bigger, bolder ideas that translate to extraordinary impact and an experimentation engine that continues to drive results.

       

      期待できる結果

      期待できる結果

      A robust toolkit

      Proven test methodology that allows you to quickly analyze results, identify the best combination of attributes, and compare them across customer segments and other criteria

      Immediate impact

      Our approach ensures that successful results are rolled out quickly and achieve the desired outcomes

      Scalability

      Develop a roadmap for long-term testing that produces consistent, impressive ROI

      Embedded capability

      Build the muscles to consistently design high-impact tests that produce customer-resonant content

      Our Impact

      Our Impact

      10x

      Cash payback delivered after our engagements

      2.7x

      Increase in likelihood that digital leaders use experimentation to optimize campaigns

      20%+

      Higher conversion rates driving incremental revenue through our MVT campaigns

      Client Results

      Dissatisfied with the growth trajectory of its flagship consumer service, McAfee sought to understand why it wasn’t converting more new customers through its 30-day trial program. We helped them analyze how and when content was served, how users reacted to it, and the reasons why potential customers were not converting. This generated a series of hypotheses on how to improve the end-to-end customer experience, which McAfee tested via prototypes.  The data-driven, test-and-learn mindset has become an engine for the company’s long-term growth, propelling industry-leading success across customer acquisition, retention, and product development.

      Results:

      • 3x growth of key acquisition metric over a three-year span
      • Double-digit revenue growth in a low single-digit growth market

      CableCo was facing increased competitive pressures from satellite TV and telecommunications providers that enjoyed significant growth in the pay TV and broadband markets. When we were enlisted to help them win back and retain high-value customers, we relied on experimental design techniques. Fractional factorial analysis allowed our media consultants to launch a subset of potential in-market offer combinations to test different variables. A second analytical tool, a net present value (NPV) model, helped CableCo project the financial impact of all offer combinations. Through experimental design, the response rate grew to three to four times from the existing offer.

      Result:

      • 50,000–125,000 new subscribers

      Coca-Cola wanted to increase spending on digital platforms, but needed to better understand which platforms were most effective. To help quickly move from opinions to facts, it ran experiments on connected television (CTV), the fastest-growing video ad platform. The company believed that increasing the CTV share within online video would lift sales and generate a higher return, but italso wanted to identify the maximum spending before hitting diminishing returns. In one example market, the experiment showed that raising the share of CTV in the digital video mix beyond roughly 25% proved to be more effective until the share exceeded roughly 75%. For the first time, Coca-Cola had connected CTV ad investment to sales and not just media impressions.

      Result:

      • Regular experimentation across all operating units is contributing to the business objective of 20% improvement in marketing effectiveness globally

      When InsuranceCo struggled to improve marketing performance, we were engaged to assess opportunities to drive incremental performance and faster speed to market. After an in-depth analysis of $350 million in marketing spending, we launched six tests to identify about a dozen additional unique opportunities for near-term activation and testing. This work helped InsuranceCo develop a true testing muscle, supported by a holistic framework for evaluating and evolving marketing capabilities centered on measurement, activation, and ways of working to move opportunities to market faster; a process to size the magnitude of optimizations; as well as a rubric for determining when testing is necessary.

      Result:

      • 150,000 auto and renter potential quote starts per year at run rate (~6%+ increase)
      • McAfee
      • CableCo
      • Coca-Cola
      • InsuranceCo

      Dissatisfied with the growth trajectory of its flagship consumer service, McAfee sought to understand why it wasn’t converting more new customers through its 30-day trial program. We helped them analyze how and when content was served, how users reacted to it, and the reasons why potential customers were not converting. This generated a series of hypotheses on how to improve the end-to-end customer experience, which McAfee tested via prototypes.  The data-driven, test-and-learn mindset has become an engine for the company’s long-term growth, propelling industry-leading success across customer acquisition, retention, and product development.

      Results:

      • 3x growth of key acquisition metric over a three-year span
      • Double-digit revenue growth in a low single-digit growth market

      CableCo was facing increased competitive pressures from satellite TV and telecommunications providers that enjoyed significant growth in the pay TV and broadband markets. When we were enlisted to help them win back and retain high-value customers, we relied on experimental design techniques. Fractional factorial analysis allowed our media consultants to launch a subset of potential in-market offer combinations to test different variables. A second analytical tool, a net present value (NPV) model, helped CableCo project the financial impact of all offer combinations. Through experimental design, the response rate grew to three to four times from the existing offer.

      Result:

      • 50,000–125,000 new subscribers

      Coca-Cola wanted to increase spending on digital platforms, but needed to better understand which platforms were most effective. To help quickly move from opinions to facts, it ran experiments on connected television (CTV), the fastest-growing video ad platform. The company believed that increasing the CTV share within online video would lift sales and generate a higher return, but italso wanted to identify the maximum spending before hitting diminishing returns. In one example market, the experiment showed that raising the share of CTV in the digital video mix beyond roughly 25% proved to be more effective until the share exceeded roughly 75%. For the first time, Coca-Cola had connected CTV ad investment to sales and not just media impressions.

      Result:

      • Regular experimentation across all operating units is contributing to the business objective of 20% improvement in marketing effectiveness globally

      When InsuranceCo struggled to improve marketing performance, we were engaged to assess opportunities to drive incremental performance and faster speed to market. After an in-depth analysis of $350 million in marketing spending, we launched six tests to identify about a dozen additional unique opportunities for near-term activation and testing. This work helped InsuranceCo develop a true testing muscle, supported by a holistic framework for evaluating and evolving marketing capabilities centered on measurement, activation, and ways of working to move opportunities to market faster; a process to size the magnitude of optimizations; as well as a rubric for determining when testing is necessary.

      Result:

      • 150,000 auto and renter potential quote starts per year at run rate (~6%+ increase)

      Insights

      Marketing Operating Model
      The Measurement Advantage
      Leading CMOs make measurement the centerpiece of their growth strategy.
      論説
      Experimentation at Scale
      Successful A/B Tests in Retail Hinge on These Design Considerations
      Following a small set of guidelines will result in more meaningful and trustworthy results.
      Expert Commentary
      Channel Optimization
      Predictive Forecasting or Scheduling
      By analyzing current and historical data, companies can better predict future demand or supply, as well as functional and operational metrics.
      Customer Experience Tools
      Experimentation at Scale
      How Can Financial Services Marketers Keep Up with Their Customers?
      Covid-19 has raised the value of faster decision making informed by a test-and-learn approach.
      論説
      See more

      Behold the Bold: Stories of bold digital transformation

      Featured Team Members

      Headshot of Natasha Sommerfeld

      Natasha Sommerfeld パートナー Boston

      Headshot of Alberto Requena

      Alberto Requena パートナー Madrid

      Headshot of Kelly Edwards

      Kelly Edwards パートナー Washington, DC

      Headshot of Philip Dowling

      Philip Dowling パートナー Munich

      Headshot of June Wu

      June Wu Expert Associate Partner Boston

      Headshot of Kuba Tymula

      Kuba Tymula パートナー Sydney

      Headshot of Paul Markowitz

      Paul Markowitz Vice President, Data Science Boston

      Headshot of Laura Beaudin

      Laura Beaudin パートナー San Francisco

      See more

      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。
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