Where's the Structure? A Systematic Literature Review of Empirical Research on Human-AI Collaboration and Hybrid Intelligence for Learning

31d ago · Global · primary source: export.arxiv.org

Multi-source synthesis by The Embedding Report from 2 sources. Every numeric and quoted claim traces to a cited source body (see methodology).

Adoption of AI agents is expected to surge by as much as 300% in the next two years, transforming workplace norms and requiring significant changes in roles, skills, and culture, according to a report by Technology Review[2].

The integration of AI agents into the workforce is poised to revolutionize how organizations operate, with more than three-quarters of HR leaders believing that this deployment will transform existing workplace norms[2]. AI agents can autonomously coordinate complex tasks and interact with multiple tools and environments across an organization, leading to productivity gains of 30-50% in early applications centered on customer service, HR, and sales. As a result, 86% of chief HR officers predict that navigating digital labor shaped by agentic AI will be a central component of their role in the years ahead[2]. A recent study on human-AI collaboration in educational contexts found that unstructured interaction between humans and AI does not necessarily produce an effective learning experience, highlighting the need for structured collaboration processes[1]. By 2030, three-quarters of current roles will require redesign, reskilling, or redeployment as a result of agentic AI, with companies like Wipro already integrating custom agentic AI assistants to handle rote administrative tasks and free up human employees for higher-value work[2].

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Background sources we checked (4)
  • arxiv.org ↗ Artificial intelligence (AI) has been applied across educational contexts to support learning. One approach to such support is "human-AI collaboration" (also termed "hybrid intelligence"), where human(s) and AI components interact to promote human learning. However, as in human-t…
  • en.wikipedia.org ↗ Human–AI interaction is a field of research and a sub-field of human–computer interaction, focusing on user experience and psychological factors. With the proliferation of artificial intelligence (AI), there has developed a subsection of HCI research dedicated to artificial intel…
  • en.wikipedia.org ↗ Artificial intelligence (AI) is the capability of computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of research in engineering, mathematics and computer…
  • en.wikipedia.org ↗ Collective intelligence (CI) or group intelligence (GI) is the emergent ability of groups, whether composed of humans alone, animals, or networks of humans and artificial agents, to solve problems, make decisions, or generate knowledge more effectively than individuals alone, thr…

Sources cited (2)

  1. arxiv.org ↗ E
  2. technologyreview.com ↗ C
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