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A growing body of empirical research suggests that generative AI narrows performance gaps between novice and expert workers on routine tasks--the so-called "equalizer" effect. This paper challenges the generality of that conclusion. Drawing…

Human-Computer Interaction · Computer Science 2026-05-26 Tao An

Generative AI is rapidly reshaping creative work, raising critical questions about its beneficiaries and societal implications. This study challenges prevailing assumptions by exploring how generative AI interacts with diverse forms of…

Human-Computer Interaction · Computer Science 2024-12-06 Meiling Huang , Ming Jin , Ning Li

Artificial intelligence (AI) tools such as large language models (LLMs) are already altering student learning. Unlike previous technologies, LLMs can independently solve problems regardless of student understanding, yet are not always…

Theoretical Economics · Economics 2025-09-04 Eric Gao

The development of educational AI (AIEd) systems has often been motivated by their potential to promote educational equity and reduce achievement gaps across different groups of learners -- for example, by scaling up the benefits of…

Human-Computer Interaction · Computer Science 2021-04-28 Kenneth Holstein , Shayan Doroudi

Generative Artificial Intelligence (GenAI) is transforming how firms create, process, and apply knowledge, yet little is known about the heterogeneity of its productivity effects across users. We report results from a randomized controlled…

Artificial Intelligence · Computer Science 2026-05-19 Lihi Idan , Bharat Anand

The knowledge gap hypothesis suggests that the diffusion of information tends to increase rather than reduce social inequalities. Subsequent research on the digital divide has extended this perspective by focusing on unequal access to and…

Computers and Society · Computer Science 2026-03-26 Raphael Morisco

Creativity is a fundamental pillar of human expression and a driving force behind innovation, yet it now stands at a crossroads. As artificial intelligence advances at an astonishing pace, the question arises: can machines match and…

General Economics · Economics 2024-09-30 Anne-Gaëlle Maltese , Pierre Pelletier , Rémy Guichardaz

Artificial Intelligence (AI) in Education has been said to have the potential for building more personalised curricula, as well as democratising education worldwide and creating a Renaissance of new ways of teaching and learning. Millions…

Computers and Society · Computer Science 2021-12-06 Sahan Bulathwela , María Pérez-Ortiz , Catherine Holloway , John Shawe-Taylor

Artificial Intelligence (AI) is reframed as a cognitive engine driving a novel productivity revolution distinct from the Industrial Revolution's physical thrust. This paper develops a theoretical framing of AI as a cognitive revolution akin…

Artificial Intelligence · Computer Science 2025-07-11 Xinmin Fang , Lingfeng Tao , Zhengxiong Li

Generative AI is transforming education by enabling personalized learning, enhancing administrative efficiency, and fostering creative engagement. This paper explores the opportunities and challenges these tools bring to pedagogy, proposing…

Computers and Society · Computer Science 2024-11-26 Chiranjeevi Bura , Praveen Kumar Myakala

People's decision-making abilities often fail to improve or may even erode when they rely on AI for decision-support, even when the AI provides informative explanations. We argue this is partly because people intuitively seek contrastive…

Human-Computer Interaction · Computer Science 2025-03-20 Zana Buçinca , Siddharth Swaroop , Amanda E. Paluch , Finale Doshi-Velez , Krzysztof Z. Gajos

Generative Artificial Intelligence (AI) tools are rapidly adopted in the workplace and in education, yet the empirical evidence on AI's impact remains mixed. We propose a model of human-AI interaction to better understand and analyze…

Computer Science and Game Theory · Computer Science 2026-05-13 Ali Aouad , Thodoris Lykouris , Huiying Zhong

Artificial intelligence (AI) is being increasingly integrated into human problem-solving, yet its effects on individual skill development remain unclear. We examine how both AI usage and informativeness can shape learning in the context of…

Artificial Intelligence · Computer Science 2026-05-22 Shang Wu , Hongyu Yao , Catarina Belem , Shuyuan Fu , Mark Steyvers , Padhraic Smyth

As Artificial Intelligence (AI) technologies proliferate, concern has centered around the long-term dangers of job loss or threats of machines causing harm to humans. All of this concern, however, detracts from the more pertinent and…

Artificial Intelligence · Computer Science 2018-09-24 Kirsten Lloyd

The ongoing artificial intelligence (AI) revolution has the potential to change almost every line of work. As AI capabilities continue to improve in accuracy, robustness, and reach, AI may outperform and even replace human experts across…

Digital Libraries · Computer Science 2024-06-04 Jian Gao , Dashun Wang

In this paper, we examine the wide-ranging impact of artificial intelligence on society, focusing on its potential to both help and harm global equity, cognitive abilities, and economic stability. We argue that while artificial intelligence…

Physics and Society · Physics 2025-03-25 Guy Paić , Leonid Serkin

This paper examines whether artificial intelligence (AI) acts as a substitute or complement to human labour, drawing on 12 million online job vacancies from the United States spanning 2018-2023. We adopt a two-pronged approach: first,…

General Economics · Economics 2025-02-27 Elina Mäkelä , Fabian Stephany

Researchers are increasingly subjecting artificial intelligence systems to psychological testing. But to rigorously compare their cognitive capacities with humans and other animals, we must avoid both over- and under-stating our…

Artificial Intelligence · Computer Science 2025-03-05 Konstantinos Voudouris , Lucy G. Cheke , Eric Schulz

This paper explores the potential of artificial intelligence (AI) in higher education, specifically its capacity to replace or assist human teachers. By reviewing relevant literature and analysing survey data from students and teachers, the…

Computers and Society · Computer Science 2026-02-17 Cecilia Ka Yuk Chan , Louisa H. Y. Tsi

The last two decades have seen tremendous advances in Artificial Intelligence. The exponential growth in terms of computation capabilities has given us hope of developing humans like robots. The question is: are we there yet? Maybe not.…

Artificial Intelligence · Computer Science 2022-02-02 Madhav Agarwal , Siddhant Bansal
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