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cover of episode The Three Roles of the Chief Data Officer: ADP’s Jack Berkowitz

The Three Roles of the Chief Data Officer: ADP’s Jack Berkowitz

2022/9/27
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Me, Myself, and AI

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Jack Berkowitz: 我担任ADP的首席数据官,我的角色是双面的。一方面,我负责公司所有流经我们系统的数据,包括数据治理、安全和分析等方面。另一方面,我负责构建数据产品,例如人员分析和薪酬基准工具,这些产品每天都被我们的客户用来做关于工作世界的决策。我们使用机器学习来处理大量数据,例如清洗信息、构建HR和薪资应用程序中的嵌入式功能以及对齐职位名称等。ADP既是服务公司,也是SaaS产品公司,因此我的角色融合了数据产品构建、数据平台管理和机器学习等多个方面。AI的应用并非自上而下的推动,而是自下而上的有机增长,源于数据产品本身的孵化和团队间的合作。我们将产品思维应用于数据治理,关注商业成果,确保数据治理能够支持数据产品和机器学习能力的构建。我们利用自然语言处理和职位信息构建数据驱动的技能图谱,应用于招聘、员工画像等领域。我们使用机器学习为退休计划中的员工提供个性化建议,并应用于销售、营销和客户服务等领域,以提升客户体验和服务效率。我们建立AI伦理委员会是为了应对技术和数据发展的速度,维护客户价值观,并积极应对日益增长的监管压力。我们的AI伦理委员会是一个咨询机构,而非决策机构,由内部和外部专家组成,为项目团队提供指导。我们利用其独特的薪资数据,为客户提供多样性和包容性(DEI)指标的基准测试,并帮助企业制定改进计划。在AI应用的早期阶段,应从一个具体的用例出发,逐步构建能力,并通过实际应用来学习和改进。不要试图在开始之前就构建完整的系统,而应该从一个简单的用例开始,逐步扩展和完善。 Sam Ransbotham: (提问和引导性发言,对Jack Berkowitz观点的回应和补充) Shervin Khodabandeh: (提问和引导性发言,对Jack Berkowitz观点的回应和补充)

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Jack Berkowitz discusses his role as Chief Data Officer at ADP, including overseeing data governance, security, and building data products.

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As chief data officer of payroll and benefits management company ADP, Jack Berkowitz has three primary responsibilities. One is to oversee the organization’s data overall, ensuring that functions like data governance, security, and analytics, are running well. Another is to build ADP’s data products, such as people analytics and benchmark tools. But the responsibility that’s of most interest to our hosts is Jack’s oversight of the organization’s use of artificial intelligence.

In this episode of the podcast, Jack describes how focusing on the outcomes the organization wants to achieve leads to better processes and results. He also dives into the topic of AI ethics and outlines how other organizations might consider assembling an AI ethics board. Read the episode transcript here).

*Me, Myself, and AI *is a collaborative podcast from MIT Sloan Management Review and Boston Consulting Group and is hosted by Sam Ransbotham and Shervin Khodabandeh. Our engineer is David Lishansky, and the coordinating producers are Allison Ryder and Sophie Rüdinger.

Stay in touch with us by joining our LinkedIn group, AI for Leaders at mitsmr.com/AIforLeaders) or by following Me, Myself, and AI on LinkedIn).

Guest bio:

Jack Berkowitz is chief data officer at ADP, where he leads the company’s data security and governance, data platforms, and analytics/machine learning operations. His role also involves partnering with stakeholders to develop new data initiatives to improve clients’ experience and ADP’s competitive position.

Berkowitz joined ADP in 2018 as the senior vice president of product development for the DataCloud people analytics and compensation benchmarking solution. Before that, he was vice president of products and data science for Oracle’s Adaptive Intelligence program. Previously, he spent 20 years in product development and the implementation of intelligent information systems. He has been on the executive team of four startups involved in search, reasoning, or metadata-driven applications, and he cofounded Edapta, which enabled dynamic user interfaces and personalization for mobile and web clients.

Berkowitz has a master’s degree in industrial engineering and operations research from Virginia Tech and a bachelor’s degree in psychology from the College of William and Mary.

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