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cover of episode AI and the COVID-19 Vaccine: Moderna’s Dave Johnson

AI and the COVID-19 Vaccine: Moderna’s Dave Johnson

2021/7/13
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Me, Myself, and AI

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Dave Johnson: 我是Moderna的首席数据和人工智能官,负责公司所有企业数据职能,包括数据工程、数据科学整合以及软件工程团队的管理。我的团队构建定制应用程序来创建新的数据集,并将AI模型部署到生产环境中,实现端到端的AI模型应用。在新冠疫苗研发过程中,我们利用机器人自动化、数字系统和AI算法,将mRNA生产能力从每月30个提升到1000个,极大地提高了效率。我们还利用AI优化mRNA序列设计和质量控制流程,并将其应用于临床试验规划和呼叫中心资源规划等领域。这些AI应用不仅提高了效率,也解放了科学家,使他们能够从事更有创造性的工作。我们注重人机协作,AI并非为了取代人类,而是为了增强人类的能力。通过AI自动化,员工能够进行更深入细致的工作,同时减少了人力需求。Moderna的AI战略基于mRNA平台的理念,旨在构建一个可用于多种药物研发的平台。我们建立了完善的数据管理和模型部署基础设施,以支持AI模型的有效应用。我们致力于将AI融入公司运营的方方面面,并为此建立了AI学院来培训员工。 Sam Ransbotham & Sherven Khodabande: 通过与Dave Johnson的对话,我们了解到Moderna公司将AI深度融入其运营的各个方面,从疫苗研发到日常运营管理,AI都扮演着关键角色。Moderna的成功案例表明,AI不仅能带来经济效益,还能提升组织文化,增强团队协作,提高员工士气和信心。Moderna的经验也为其他行业提供了宝贵的借鉴,展示了如何将AI作为企业发展的核心驱动力。

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Dave Johnson discusses his role at Moderna and how the company used AI and automation to accelerate mRNA production, significantly increasing capacity and quality.

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"We tend not to be a company of half measures,” notes Dave Johnson, chief data and artificial intelligence officer at Moderna, “so when we decide we’re going to do something, we’re going to do it.” This characterization certainly seems to fit the Cambridge, Massachusetts-based biotech company that made a name for itself in 2020 upon releasing one of the first COVID-19 vaccines approved by the U.S. Food and Drug Administration for emergency use to combat the coronavirus.

In this bonus episode, Sam and Shervin learn how Moderna used artificial intelligence to speed up development of the vaccine and how the technology has helped to automate other key systems and processes to build efficiencies across the organization. Dave also describes Moderna’s digital-first culture and offers insights around collaboration that can be applied across industries. Read the episode transcript here).

Continue the conversation with us on LinkedIn at https://mitsmr.com/AIforLeaders).

We’ve created a group called AI for Leaders) specifically for audience members like you. You can catch up on back episodes of the show, meet show creators and hosts, tell us what you want to hear about in Season 3, and discuss key issues about AI implementation with other like-minded people.

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.

Guest bio:

Dave Johnson is chief data and artificial intelligence officer at Moderna, where he is responsible for all enterprise data capabilities, including data engineering, data integration, data science, and software engineering. Johnson earned a doctorate in information physics and has more than 15 years of experience in software engineering and data science. He has spent more than a decade working exclusively in enterprise pharma and biotech companies.

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