TY - GEN
T1 - The role of task difficulty in the effectiveness of collective intelligence
AU - Wagner, Christian
AU - Suh, Ayoung
PY - 2013
Y1 - 2013
N2 - The article presents a framework and empirical investigation to demonstrate the role of task difficulty in the effectiveness of collective intelligence. The research contends that collective intelligence, a form of community engagement to address problem solving tasks, can be superior to individual judgment and choice, but only when the addressed tasks are in a range of appropriate difficulty, which we label the 'collective range'. Outside of that difficulty range, collectives will perform about as poorly as individuals for high difficulty tasks, or only marginally better than individuals for low difficulty tasks. An empirical investigation with subjects randomly recruited online supports our conjecture. Our findings qualify prior research on the strength of collective intelligence in general and offer preliminary insights into the mechanisms that enable individuals and collectives to arrive at good solutions. Within the framework of digital ecosystems, the paper argues that collective intelligence has more survival strength than individual intelligence, with highest sustainability for tasks of medium difficulty
AB - The article presents a framework and empirical investigation to demonstrate the role of task difficulty in the effectiveness of collective intelligence. The research contends that collective intelligence, a form of community engagement to address problem solving tasks, can be superior to individual judgment and choice, but only when the addressed tasks are in a range of appropriate difficulty, which we label the 'collective range'. Outside of that difficulty range, collectives will perform about as poorly as individuals for high difficulty tasks, or only marginally better than individuals for low difficulty tasks. An empirical investigation with subjects randomly recruited online supports our conjecture. Our findings qualify prior research on the strength of collective intelligence in general and offer preliminary insights into the mechanisms that enable individuals and collectives to arrive at good solutions. Within the framework of digital ecosystems, the paper argues that collective intelligence has more survival strength than individual intelligence, with highest sustainability for tasks of medium difficulty
KW - collective intelligence
KW - digital ecosystem
KW - task difficulty
KW - wisdom of crowds
UR - https://www.scopus.com/pages/publications/84885794954
U2 - 10.1109/DEST.2013.6611335
DO - 10.1109/DEST.2013.6611335
M3 - Conference contribution
AN - SCOPUS:84885794954
SN - 9781479907861
T3 - IEEE International Conference on Digital Ecosystems and Technologies
SP - 90
EP - 95
BT - 2013 7th IEEE International Conference on Digital Ecosystems and Technologies
T2 - 2013 7th IEEE International Conference on Digital Ecosystems and Technologies: Smart Planet and Cyber Physical Systems as Embodiment of Digital Ecosystems, DEST 2013
Y2 - 24 July 2013 through 26 July 2013
ER -