Artificial intelligence (AI) awareness (2019–2025): A systematic literature review using the SPAR-4-SLR protocol

Artificial intelligence is rapidly transforming society, necessitating comprehensive understanding of stakeholder awareness across cognitive, behavioral, and ethical dimensions. This systematic review examines the evolution of AI awareness research and identifies critical knowledge gaps for future i...

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Main Authors: Zhu Yuxuan, Wan Mohd Hirwani Wan Hussain
Format: Article
Language:English
Published: Elsevier 2025-01-01
Series:Social Sciences and Humanities Open
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Online Access:http://www.sciencedirect.com/science/article/pii/S2590291125005984
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author Zhu Yuxuan
Wan Mohd Hirwani Wan Hussain
author_facet Zhu Yuxuan
Wan Mohd Hirwani Wan Hussain
author_sort Zhu Yuxuan
collection DOAJ
description Artificial intelligence is rapidly transforming society, necessitating comprehensive understanding of stakeholder awareness across cognitive, behavioral, and ethical dimensions. This systematic review examines the evolution of AI awareness research and identifies critical knowledge gaps for future investigation. Using the SPAR-4-SLR protocol augmented by the Seven Research Gaps framework, we analyzed 71 peer-reviewed papers from 2019 to 2025 through integrated theoretical lenses. Results reveal overwhelming emphasis on workforce dynamics in developed regions, with 61 % of studies concentrated in China and the United States, while consumers, investors, and emerging economies remain neglected. We establish AI awareness as a dynamic consciousness process preceding technology adoption behavioral decisions and identify ''job insecurity'' as a dominant theme, alongside systematic ethical deficits in 83 % of studies. Geographic bias toward technologically advanced countries and disciplinary fragmentation limit research generalizability. The findings necessitate international AI governance frameworks, mandatory literacy programs, and standardized assessment tools to ensure equitable global AI adoption and bridge existing technological divides.
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institution Kabale University
issn 2590-2911
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publishDate 2025-01-01
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spelling doaj-art-ac1263f67e2e4eedb9faaaaf6c4e127f2025-08-25T04:14:46ZengElsevierSocial Sciences and Humanities Open2590-29112025-01-011210187010.1016/j.ssaho.2025.101870Artificial intelligence (AI) awareness (2019–2025): A systematic literature review using the SPAR-4-SLR protocolZhu Yuxuan0Wan Mohd Hirwani Wan Hussain1Universiti Kebangsaan Malaysia (UKM), Bangi, Selangor, 43600, MalaysiaCorresponding author.; Universiti Kebangsaan Malaysia (UKM), Bangi, Selangor, 43600, MalaysiaArtificial intelligence is rapidly transforming society, necessitating comprehensive understanding of stakeholder awareness across cognitive, behavioral, and ethical dimensions. This systematic review examines the evolution of AI awareness research and identifies critical knowledge gaps for future investigation. Using the SPAR-4-SLR protocol augmented by the Seven Research Gaps framework, we analyzed 71 peer-reviewed papers from 2019 to 2025 through integrated theoretical lenses. Results reveal overwhelming emphasis on workforce dynamics in developed regions, with 61 % of studies concentrated in China and the United States, while consumers, investors, and emerging economies remain neglected. We establish AI awareness as a dynamic consciousness process preceding technology adoption behavioral decisions and identify ''job insecurity'' as a dominant theme, alongside systematic ethical deficits in 83 % of studies. Geographic bias toward technologically advanced countries and disciplinary fragmentation limit research generalizability. The findings necessitate international AI governance frameworks, mandatory literacy programs, and standardized assessment tools to ensure equitable global AI adoption and bridge existing technological divides.http://www.sciencedirect.com/science/article/pii/S2590291125005984AI awarenessHuman-AI collaborationBehavioral theoryCross-cultural AISPAR-4-SLR
spellingShingle Zhu Yuxuan
Wan Mohd Hirwani Wan Hussain
Artificial intelligence (AI) awareness (2019–2025): A systematic literature review using the SPAR-4-SLR protocol
Social Sciences and Humanities Open
AI awareness
Human-AI collaboration
Behavioral theory
Cross-cultural AI
SPAR-4-SLR
title Artificial intelligence (AI) awareness (2019–2025): A systematic literature review using the SPAR-4-SLR protocol
title_full Artificial intelligence (AI) awareness (2019–2025): A systematic literature review using the SPAR-4-SLR protocol
title_fullStr Artificial intelligence (AI) awareness (2019–2025): A systematic literature review using the SPAR-4-SLR protocol
title_full_unstemmed Artificial intelligence (AI) awareness (2019–2025): A systematic literature review using the SPAR-4-SLR protocol
title_short Artificial intelligence (AI) awareness (2019–2025): A systematic literature review using the SPAR-4-SLR protocol
title_sort artificial intelligence ai awareness 2019 2025 a systematic literature review using the spar 4 slr protocol
topic AI awareness
Human-AI collaboration
Behavioral theory
Cross-cultural AI
SPAR-4-SLR
url http://www.sciencedirect.com/science/article/pii/S2590291125005984
work_keys_str_mv AT zhuyuxuan artificialintelligenceaiawareness20192025asystematicliteraturereviewusingthespar4slrprotocol
AT wanmohdhirwaniwanhussain artificialintelligenceaiawareness20192025asystematicliteraturereviewusingthespar4slrprotocol