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Generative AI compresses within-task skill differences while shifting economic value toward concentrated complementary assets, creating an apparent paradox: the technology that equalizes individual performance may widen aggregate…

Machine Learning · Computer Science 2026-03-10 Xupeng Chen , Shuchen Meng

Generative artificial intelligence (GenAI) is increasingly used for programming, yet it remains unclear when and where GenAI tools lead to productivity gains. Evidence on the effects of GenAI on the long-term development of programming…

Software Engineering · Computer Science 2026-05-07 Sebastian Maier , Moritz Gunzenhäuser , Jonas Schweisthal , Manuel Schneider , Stefan Feuerriegel

Artificial intelligence (AI) is understood to affect the content of people's decisions. Here, using a behavioral implementation of the classic Newcomb's paradox in 1,305 participants, we show that AI can also change how people decide. In…

Human-Computer Interaction · Computer Science 2026-04-01 Aoi Naito , Hirokazu Shirado

The economy in the modern world is greatly influenced by artificial intelligence (AI). This paper aims to determine the impact of AI quantitative relationships on the country's economic parameters, including GDP per Capita. Historical data…

General Economics · Economics 2025-05-20 Davit Gondauri

Artificial intelligence (AI) provides considerable opportunities to assist human work. However, one crucial challenge of human-AI collaboration is that many AI algorithms operate in a black-box manner where the way how the AI makes…

Human-Computer Interaction · Computer Science 2024-06-13 Julian Senoner , Simon Schallmoser , Bernhard Kratzwald , Stefan Feuerriegel , Torbjørn Netland

The benefits of adopting artificial intelligence (AI) in manufacturing are undeniable. However, operationalizing AI beyond the prototype, especially when involved with cyber-physical production systems (CPPS), remains a significant…

Software Engineering · Computer Science 2025-09-16 Lukas Rauh , Mel-Rick Süner , Daniel Schel , Thomas Bauernhansl

Over the last thirty years, considerable progress has been made with the development of systems that can drive cars, play games, predict protein folding and generate natural language. These systems are described as intelligent and there has…

Artificial Intelligence · Computer Science 2025-06-02 David Gamez

This paper develops a micro-founded economic theory of the AI industry by modeling large language models as a distinct asset class-Digital Intelligence Capital-characterized by data-compute complementarities, increasing returns to scale,…

General Economics · Economics 2026-01-21 Yukun Zhang , Tianyang Zhang

The intermittent nature of photovoltaic (PV) solar energy, driven by variable weather, leads to power losses of 10-70% and an average energy production decrease of 25%. Accurate loss characterization and fault detection are crucial for…

Signal Processing · Electrical Eng. & Systems 2025-05-30 Nelson Salazar-Pena , Alejandra Tabares , Andres Gonzalez-Mancera

Assessing the economic impacts of artificial intelligence requires integrating insights from both computer science and economics. We present the Growth and AI Transition Endogenous model (GATE), a dynamic integrated assessment model that…

While natural-language explanations from large language models (LLMs) are widely adopted to improve transparency and trust, their impact on objective human-AI team performance remains poorly understood. We identify a Persuasion Paradox:…

Human-Computer Interaction · Computer Science 2026-04-07 Ruth Cohen , Lu Feng , Ayala Bloch , Sarit Kraus

In contrast to the rapid digitalization of several industries, agriculture suffers from low adoption of smart farming tools. While AI-driven digital agriculture tools can offer high-performing predictive functionalities, they lack tangible…

This review comprehensively examines the integration of artificial intelligence (AI) in enhancing the dynamic security assessments of modern power systems. It highlights the pivotal role of AI in facilitating scenario generation, incident…

Systems and Control · Electrical Eng. & Systems 2024-08-20 Runhao Zhang

As generative AI systems rapidly improve, a key question emerges: how do users adapt to these changes, and when does such adaptation matter for realizing performance gains? Drawing on theories of dynamic capabilities and IT complements, we…

Human-Computer Interaction · Computer Science 2026-01-08 Eaman Jahani , Benjamin S. Manning , Joe Zhang , Hong-Yi TuYe , Mohammed Alsobay , Christos Nicolaides , Siddharth Suri , David Holtz

Systems like ChatGPT and Claude assist billions through proactive dialogue-offering unsolicited, task-relevant information. Drawing on Cognitive Load Theory, we study how cognitive load shapes performance in AI-assisted knowledge work. We…

Artificial Intelligence · Computer Science 2026-03-10 Brandon Lepine , Juho Kim , Pamela Mishkin , Matthew Beane

Generative AI (GenAI) tools are increasingly being adopted in software development as productivity aids, since there is evidence that GenAI tools can improve individual aspects of productivity. However, productivity is multidimensional;…

Software Engineering · Computer Science 2026-04-07 Sadia Afroz , Zixuan Feng , Tyler Menezes , Katie Kimura , Bianca Trinkenreich , Igor Steinmacher , Anita Sarma

Recent progress in artificial intelligence (AI) marks a pivotal moment in human history. It presents the opportunity for machines to learn, adapt, and perform tasks that have the potential to assist people, from everyday activities to their…

General Economics · Economics 2024-02-02 Guy Ben-Ishai , Jeff Dean , James Manyika , Ruth Porat , Hal Varian , Kent Walker

This paper develops a critical theory of artificial intelligence, within a historical constellation where computational systems increasingly generate cultural content that destabilises traditional distinctions between human and machine…

Computers and Society · Computer Science 2025-03-26 David M. Berry

We introduce the Economic Productivity of Energy (EPE), GDP generated per unit of energy consumed, as a quantitative lens to assess the sustainability of the Artificial Intelligence (AI) revolution. Historical evidence shows that the first…

Physics and Society · Physics 2025-11-04 Pierluigi Contucci , Godwin Osabutey , Filippo Zimmaro

While the increased use of AI in the manufacturing sector has been widely noted, there is little understanding on the risks that it may raise in a manufacturing organisation. Although various high level frameworks and definitions have been…

Artificial Intelligence · Computer Science 2025-12-17 Alexandra Brintrup , George Baryannis , Ashutosh Tiwari , Svetan Ratchev , Giovanna Martinez-Arellano , Jatinder Singh