TY - JOUR
T1 - A Trust Paradox May Limit the Application of Al-Generated Knowledge
AU - Nylund, Petra A.
AU - Ferrás-Hernández, X.
AU - Brem, Alexander
N1 - Publisher Copyright:
© Copyright © 2023, Innovation Research Interchange.
PY - 2023/9/3
Y1 - 2023/9/3
N2 - Overview: The extent of knowledge available to society may no longer be limited by human cognition or by refining algorithms. Instead, the interaction of the two may limit knowledge transfer and creation. We examine two behavioral paradoxes: Polanyi’s paradox, which has existed since 1966, and the Trust paradox, which we propose. We study four technology innovations—printing, digitalization, the Internet, and artificial intelligence (AI)—and assess how these paradoxes limit the use of knowledge created by each innovation. We found that while technology has largely overcome Polanyi’s paradox of limiting the transfer of tacit knowledge, the Trust paradox may limit the application of AI-generated knowledge. We identify five relevant drivers of trust—reliability, transparency, association, reciprocity, and accountability—and outline how each impacts and creates challenges for the application of AI.
AB - Overview: The extent of knowledge available to society may no longer be limited by human cognition or by refining algorithms. Instead, the interaction of the two may limit knowledge transfer and creation. We examine two behavioral paradoxes: Polanyi’s paradox, which has existed since 1966, and the Trust paradox, which we propose. We study four technology innovations—printing, digitalization, the Internet, and artificial intelligence (AI)—and assess how these paradoxes limit the use of knowledge created by each innovation. We found that while technology has largely overcome Polanyi’s paradox of limiting the transfer of tacit knowledge, the Trust paradox may limit the application of AI-generated knowledge. We identify five relevant drivers of trust—reliability, transparency, association, reciprocity, and accountability—and outline how each impacts and creates challenges for the application of AI.
KW - Artificial intelligence
KW - Innovation
KW - Machine learning
KW - Tacit knowledge
KW - Trust
UR - http://www.scopus.com/inward/record.url?scp=85171804122&partnerID=8YFLogxK
U2 - 10.1080/08956308.2023.2236475
DO - 10.1080/08956308.2023.2236475
M3 - Article
AN - SCOPUS:85171804122
SN - 0895-6308
VL - 66
SP - 44
EP - 52
JO - Research Technology Management
JF - Research Technology Management
IS - 5
ER -