Consulting Report
15 Dec 2025

The Economic Impact of the Data Annotation Industry

Commissioned by Scale AI, Inc.

Data plays an important role in the artificial intelligence (AI) industry. High-quality datasets help power many of the leading AI models that are reshaping economies and societies. As global demand for AI grows, the data annotation industry has become an increasingly important part of the AI ecosystem and a contributor to new economic activity and opportunities across the United States.

This report provides the first look into the growing market of flexible earning opportunities providing human input and oversight into AI systems and their economic benefits. It details how data annotation supports the AI industry and measures its growing contribution to the US economy. This report estimates the US market for data annotation in 2024 is between $2.7–$5.0 billion, with a projected US market size of $10.3–$19.0 billion by 2030.

The report also estimates that the US data annotation industrycontributed $5.7 billion to the US GDP in 2024 and directly supported nearly 200,000 flexible earning opportunities and 9,000 additional full-time employee jobs. Additionally, 25,000 full-time employee jobs were also supported in 2024 through the industry’s supply chain and worker spending. In total, that activity generated an estimated $1.2 billion in federal, state, and local tax revenue. Oxford Economics estimates that the total GDP impact is projected to more than triple to $19.2 billion by 2030.

Oxford Economics surveyed approximately 900 US data annotators in conjunction with this study. Among those surveyed 84% hold at least a bachelor’s degree, 94% of respondents reported that additional supplemental earnings drew them to these opportunities, and 91% respondents indicated flexibility was the core reason they do this work. Nearly three-quarters of respondents hope to apply their AI skills to help support future roles in AI and technology.

The experts behind the research
  • Vasilis Douzenis

    Vasilis Douzenis

    Associate Director, Economic Impact
    Vasilis Douzenis

    Associate Director, Economic Impact

    Vasilis joined Oxford Economics in 2021 from PwC’s Global Fiscal Policy Advisory team. He has more than ten years of experience as a professional economist having worked for an investment bank, a boutique economic consultancy and the international association of mobile operators.

    Vasilis has managed a significant number of studies assessing the economic impacts of policy for different sectors and has led milestone studies looking at the impact of AI technology on business productivity and on consumers.

    Vasilis holds a BSc (Honours) in Economics from the University of Warwick, a MSc in Risk Management from the LSE, a MPhil in Economics from the University of Cambridge and has obtained the CFA charter.

  • Laurence Wilse-Samson

    Laurence Wilse-Samson

    Lead Economist, Economic Impact
    Laurence Wilse-Samson

    Lead Economist, Economic Impact

    Laurence is a Lead Economist in the economic consulting team in New York. He was previously Director of Policy Research and Economics at Bird, the electric scooter company. He has extensive experience performing economic modeling, research and analysis for private and public organizations and has worked doing economic analysis for litigation consulting at companies in the US and UK. He has also lectured at the University of Johannesburg, the University of Cape Town, and NYU. He has a PhD in economics from Columbia University.

  • Avantika Tandon

    Avantika Tandon

    Economist, Economic Impact
    Avantika Tandon

    Economist, Economic Impact

    Avantika is an Economist on the US Economic Impact team. Before pursuing her master’s degree, she worked as a Pre-Doctoral Fellow at Boston College, focusing on retirement research. She holds a master’s degree in quantitative economics from NYU and a bachelor’s degree in economics and psychology from Boston University.

  • Hwee Shi Yong

    Hwee Shi Yong

    Economist, Economic Consulting, Asia
    Hwee Shi Yong

    Economist, Economic Consulting, Asia

    Economist, Economic Impact

  • Kevin Wee

    Kevin Wee

    Graduate Assistant Economist, Economic Consulting, Asia
    Get instant access to read this report

    Get in touch

    Learn more about this report or how our team could support you:

    You might be interested in

    Global Tech Spend Forecasts

    Unlock success with enterprise IT spending forecasts for 35 industries and 25 countries.

    US Tech Spend Forecasts

    Plug into success with unparalleled IT spending market intelligence

    Global Industry Model

    An integrated model covering 100 sectors across 77 countries and the Eurozone.

    Industry Scenarios

    Quantifying the impact of policy changes and other risk events on industrial sectors.