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How much does AI assistance impact developer productivity? To date, the software engineering literature has provided a range of answers, targeting a diversity of outcomes: from perceived productivity to speed on task and developer…

Generative AI is altering work processes, task composition, and organizational design, yet its effects on employment and the macroeconomy remain unresolved. In this review, we synthesize theory and empirical evidence at three levels. First,…

综合经济学 · 经济学 2025-09-22 R. Maria del Rio-Chanona , Ekkehard Ernst , Rossana Merola , Daniel Samaan , Ole Teutloff

People are increasingly turning to AI assistance for simple tasks, e.g., arithmetic, spell-check, and answering simple questions. But does AI assistance actually save users time and effort? We investigate people's propensity to use AI for…

计算机与社会 · 计算机科学 2026-05-22 Sunny Yu , Myra Cheng , Ahmad Jabbar , Ilia Sucholutsky , Katherine M. Collins , Dan Jurafsky , Robert D. Hawkins

Conventional picture-book production imposes substantial physical and temporal demands on creators, often constraining opportunities for high-level artistic exploration. While generative AI can drastically accelerate image generation,…

人机交互 · 计算机科学 2026-04-07 Cosei Kawa

We study the staggered introduction of a generative AI-based conversational assistant using data from 5,172 customer support agents. Access to AI assistance increases worker productivity, as measured by issues resolved per hour, by 15\% on…

综合经济学 · 经济学 2024-11-07 Erik Brynjolfsson , Danielle Li , Lindsey Raymond

Generative artificial intelligence (AI) has begun to reshape academic publishing by enabling the rapid production of submission-ready manuscripts. While such tools promise to enhance productivity, they also raise concerns about overwhelming…

计算机与社会 · 计算机科学 2025-09-23 Shan Jiang

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…

计算机科学与博弈论 · 计算机科学 2026-05-13 Ali Aouad , Thodoris Lykouris , Huiying Zhong

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;…

软件工程 · 计算机科学 2026-04-07 Sadia Afroz , Zixuan Feng , Tyler Menezes , Katie Kimura , Bianca Trinkenreich , Igor Steinmacher , Anita Sarma

AI assistance produces significant productivity gains across professional domains, particularly for novice workers. Yet how this assistance affects the development of skills required to effectively supervise AI remains unclear. Novice…

计算机与社会 · 计算机科学 2026-02-03 Judy Hanwen Shen , Alex Tamkin

The emergence of Generative AI (Gen AI) has motivated an interest in understanding how it could be used to enhance productivity across various tasks. We add to research results for the performance impact of Gen AI on complex knowledge-based…

综合金融 · 定量金融 2025-02-14 Trevor Fitzpatrick , Seamus Kelly , Patrick Carey , David Walsh , Ruairi Nugent

Human-AI collaboration increasingly drives decision-making across industries, from medical diagnosis to content moderation. While AI systems promise efficiency gains by providing automated suggestions for human review, these workflows can…

人机交互 · 计算机科学 2025-09-11 Jacob Beck , Stephanie Eckman , Christoph Kern , Frauke Kreuter

What looks like acceleration can be a quiet transfer of burden from the present to the future. Attempts to replace human labor with AI systems are often presented as rational responses to technological progress, but that view is often…

计算机与社会 · 计算机科学 2026-05-28 Wolfgang Rohde

AI writing tools have been shown to dramatically change the way people write, yet the effects of AI text presentation are not well understood nor always intentionally designed. Although text presentation in existing large language model…

人机交互 · 计算机科学 2025-04-30 David Zhou , John R. Gallagher , Sarah Sterman

AI-powered software tools are widely used to assist software engineers. However, there is still a need to understand the productivity benefits of such tools for software engineers. In addition to short-term benefits, there is a question of…

软件工程 · 计算机科学 2025-06-24 Giorgio Amasanti , Jasmin Jahic

As AI systems enter institutional workflows, workers must decide whether to delegate task execution to AI and how much effort to invest in verifying AI outputs, while institutions evaluate workers using outcome-based standards that may…

计算机科学与博弈论 · 计算机科学 2026-03-04 Lingxiao Huang , Wenyang Xiao , Nisheeth K. Vishnoi

We propose that AI automation is a continuum between: (i) crashing waves where AI capabilities surge abruptly over small sets of tasks, and (ii) rising tides where the increase in AI capabilities is more continuous and broad-based. We test…

The capabilities of artificial intelligence (AI) lie along a jagged frontier, where AI systems surprisingly fail on tasks that humans find easy and succeed on tasks that humans find hard. To investigate user reactions to this phenomenon, we…

计算机与社会 · 计算机科学 2026-04-07 Jacy Reese Anthis , Hannah Cha , Solon Barocas , Alexandra Chouldechova , Jake Hofman

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…

人工智能 · 计算机科学 2026-05-19 Lihi Idan , Bharat Anand

Generative AI (GenAI) systems offer opportunities to increase user productivity in many tasks, such as programming and writing. However, while they boost productivity in some studies, many others show that users are working ineffectively…

人机交互 · 计算机科学 2024-02-20 Auste Simkute , Lev Tankelevitch , Viktor Kewenig , Ava Elizabeth Scott , Abigail Sellen , Sean Rintel

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…

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