The Harvard Gazette: Enhance or Eliminate? How AI Will Likely Change These Jobs

Enhance or Eliminate? How AI Will Likely Change These Jobs

Research by Suraj Srinivasan finds that employers are seeking more AI-related skills in certain fields, while demand for structured and repetitive tasks is waning. Find out which roles will be augmented or automated in this interactive graphic.

Headshot of Suraj Srinivasan

Featuring Suraj Srinivasan. By Ana Elena Azpúrua on February 20, 2026.

  1. Harvard Business School
  2. Working Knowledge
  3. Enhance or Eliminate? How AI Will Likely Change These Jobs

Will generative AI replace your job or improve it? What has been the impact on the labor market so far?

After the public launch of ChatGPT in November 2022, job postings for occupations that involve lots of structured and repetitive tasks, likely replaceable by generative AI, decreased by 13%. Meanwhile, employer demand for jobs that require more analytical, technical, or creative work—potentially enhanced by artificial intelligence—grew 20%, according to a working paper coauthored by Harvard Business School Professor Suraj Srinivasan.

The findings offer early clues for how companies are adopting generative AI, which has sparked a corporate search for efficiency and existential dread among employees. The research team assessed job postings from 2019 through March 2025 using a large dataset that covers nearly all US vacancies.

“Rather than solely eliminating jobs, generative AI creates new demand in augmentation-prone roles, suggesting that human-AI collaboration is a key driver of labor market transformation,” says Srinivasan. The largest reductions were in the finance and technology sectors.

Srinivasan, the Philip J. Stomberg Professor of Business Administration, collaborated on the working paper “Displacement or Complementarity? The Labor Market Impact of Generative AI” with Wilbur Xinyuan Chen, of the Hong Kong University of Science and Technology, and Saleh Zakerinia of Ohio State University. The paper was first released in December 2024 and was updated in August.

Occupations with potential for AI augmentation handle tasks that can be automated using generative AI alongside other tasks that require human involvement. Those most prone to augmentation tend to involve greater use of social and hands-on technical skills. Microbiologists, financial analysts, and clinical neuropsychologists are three examples with high augmentation potential. In finance, as Srinivasan explains, investment managers and analysts use AI-powered tools to process and evaluate market data, but ultimately, their judgment and decision-making remain crucial.

The research team used OpenAI’s ChatGPT to categorize over 19,000 job tasks across more than 900 occupations, assessing their potential for automation through generative AI. They also constructed an augmentation score based on the share of exposed and unexposed tasks in each occupation.

https://flo.uri.sh/visualisation/25683904/embed?auto=1

https://flo.uri.sh/visualisation/25685234/embed?auto=1

The number of skills required for roles prone to automation are shrinking, the researchers found. They registered 7% fewer of those skills in job postings and also fewer skills emerging in these occupations. At the same time, they detected more AI-related skills—such as prompt writing or using AI tools—in jobs with high augmentation potential. As workflows transform with the new technology, new skills have also emerged.

The researchers note that the study focuses on the short-term impact of generative AI on the US labor market, so the effects on other regions or long-term impacts “remain uncertain as adoption scales.”

How companies integrate generative AI technologies is decisive for job loss or growth, the paper warns. Given that it impacts jobs differently, Srinivasan recommends that companies:

  • Invest in reskilling programs to transition workers to roles enhanced by AI. “Retraining is essential for jobs where generative AI is reducing skill diversity. In automation-prone occupations, workers may face displacement unless they develop non-automatable skills, such as judgment and interpersonal communication skills.”
  • Continuous upskilling in generative AI to leverage new tools. “In augmentation-prone occupations, generative AI is broadening skill requirements, increasing the demand for AI literacy, human-AI collaboration, and domain-specific AI applications.”

“Firms should view generative AI as an augmentation tool rather than merely a cost-cutting measure and align workforce training programs accordingly to support both job transitions and evolving skill demands,” says Srinivasan.

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Article By:

Ana Elena Azpúrua, data visualization and graphics editor at HBS Working Knowledge

Illustrated portrait of Ana Azpúrua, a data visualizations editor at Harvard Business School's Working Knowledge online publication

Topics:

Artificial IntelligenceCareer and WorkplaceCompetency and SkillsData and TechnologyHuman ResourcesPerformanceTechnology Adoption

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Life event that changes all: Horse riding accident in Zimbabwe in 1993, a fractured skull et al including bipolar anxiety, chronic fatigue …. co-morbidities (Nietzche 'He who has the reason why can deal with any how' details my health history from 1993 to date). 17th 2017 August operation for breast cancer (no indications just an appointment came from BreastCheck through the Post). Trinity College Dublin Business Economics and Social Studies (but no degree) 1997-2003; UCD 1997/1998 night classes) essays, projects, writings. Trinity Horizon Programme 1997/98 (Centre for Women Studies Trinity College Dublin/St. Patrick's Foundation (Professor McKeon) EU Horizon funded: research study of 15 women (I was one of this group and it became the cornerstone of my journey to now 2017) over 9 mth period diagnosed with depression and their reintegration into society, with special emphasis on work, arts, further education; Notes from time at Trinity Horizon Project 1997/98; Articles written for Irishhealth.com 2003/2004; St Patricks Foundation monthly lecture notes for a specific period in time; Selection of Poetry including poems written by people I know; Quotations 1998-2017; other writings mainly with theme of social justice under the heading Citizen Journalism Ireland. Letters written to friends about life in Zimbabwe; Family history including Michael Comyn KC, my grandfather, my grandmother's family, the O'Donnellan ffrench Blake-Forsters; Moral wrong: An acrimonious divorce but the real injustice was the Catholic Church granting an annulment – you can read it and make your own judgment, I have mine. Topics I have written about include annual Brain Awareness week, Mashonaland Irish Associataion in Zimbabwe, Suicide (a life sentence to those left behind); Nostalgia: Tara Hill, Co. Meath.
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