Generative AI at Work
Генеративный искусственный интеллект в работе
2023-04-01
SCID: 54.1/kpz6pd7d
Discuss with AI
Generative AIconversational assistantcustomer support agentstacit knowledgeworker productivity
Figures from the paper
Abstract (AI)
We study the staggered introduction of a generative AI-based conversational assistant using data from 5,179 customer support agents.Access to the tool increases productivity, as measured by issues resolved per hour, by 14 percent on average, with the greatest impact on novice and lowskilled workers, and minimal impact on experienced and highly skilled workers.We provide suggestive evidence that the AI model disseminates the potentially tacit knowledge of more able workers and helps newer workers move down the experience curve.In addition, we show that AI assistance improves customer sentiment, reduces requests for managerial intervention, and improves employee retention.
Key Findings
1
AI assistance improved customer sentiment, reduced requests for managerial intervention, and increased employee retention.
2
Introducing a generative AI conversational assistant increased customer-support productivity by 14% in issues resolved per hour on average.
3
Productivity gains were greatest for novice and low-skilled workers, while experienced and highly skilled workers saw minimal impact.
4
The findings suggest that AI disseminates tacit knowledge from more capable workers and helps newer employees progress down the experience curve.
Research Object
customer support agents using a generative AI-based conversational assistant
Research Subject
the assistant’s effects on productivity, customer sentiment, managerial intervention requests, employee retention, and knowledge transfer across worker experience and skill levels
Publication Details
Publication Date
2023-04-01
Journal
Publisher
ISSN
Cited by
952
Open access PDF
Access Type
Author Information
Download PDF
Subscribe to digest