Visualization Analysis of Algorithmic Risk Research Based on CiteSpace

As effect of big data and artificial intelligence, algorithmic risk has attracted attention of scholars. This study synthesises research on algorithmic risk and identifies hotpots and trends using visualization analysis. We retrieved research articles (2013 to 2023) from the Web of Science with topic research. Bibliometric analysis shows that since 2017, articles related to algorithmic risk have increased rapidly, most research papers on algorithmic risk published in law, management, business, and other outlets. The literature analysis reveals that the core research themes include hazard factor, algorithmic risks of new technologies, governance and regulation methods. Social media and the framework of governance are identified as the two emerging trends in the domain. Based on these findings, this paper proposes that more attention should be paid to the algorithmic risk governance of platform enterprises and algorithmic administration in the future. This paper presents a visual, quantitative and large-scale review of the most recent literature on algorithmic risk research, providing ideas to the way forward for researchers and a system thinking for practitioners.

Authors

Institutions

Publication Details

Published
2024-10-18
DOI
https://doi.org/10.1145/3708036.3708142
Primary Topic
Educational Reforms and Innovations
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Visualization Analysis of Algorithmic Risk Research Based on CiteSpace

Feng Chen, Mengyue Li
Educational Reforms and Innovations
article

Visualization Analysis of Algorithmic Risk Research Based on CiteSpace

Feng Chen, Mengyue Li
article en

Abstract

As effect of big data and artificial intelligence, algorithmic risk has attracted attention of scholars. This study synthesises research on algorithmic risk and identifies hotpots and trends using visualization analysis. We retrieved research articles (2013 to 2023) from the Web of Science with topic research. Bibliometric analysis shows that since 2017, articles related to algorithmic risk have increased rapidly, most research papers on algorithmic risk published in law, management, business, and other outlets. The literature analysis reveals that the core research themes include hazard factor, algorithmic risks of new technologies, governance and regulation methods. Social media and the framework of governance are identified as the two emerging trends in the domain. Based on these findings, this paper proposes that more attention should be paid to the algorithmic risk governance of platform enterprises and algorithmic administration in the future. This paper presents a visual, quantitative and large-scale review of the most recent literature on algorithmic risk research, providing ideas to the way forward for researchers and a system thinking for practitioners.

Ludong University (CN)
Openalex Percentile: Top 64%
Educational Reforms and Innovations
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Visualization Analysis of Algorithmic Risk Research Based on CiteSpace — Feng Chen, Mengyue Li · (2024) | TGRS Research Map | TGRS