TY - JOUR
T1 - Zero Sales Resistance: The Dark Side of Big Data and Artificial Intelligence
AU - Riva, Giuseppe
AU - Wiederhold, Brenda K.
AU - Succi, Sauro
PY - 2022
Y1 - 2022
N2 - Big data (BD) is the hue and cry of modern science and society. The impact of such data deluge is huge and far reaching for both science and society. Moreover, given the effort required for collecting and analyzing these data, artificial intelligence (AI) has replaced the human mind in accomplishing the enormous task of deriving insight out of the information. In this article, we analyze the role of BD and AI in steering the world population toward the state of Zero Sales Resistance (ZSR): the inability to exert critical judgment over the most seductive aspects of the aforementioned data deluge. Moreover, we discuss the alarming consequences of presenting the merging of BD and AI as a universal panacea even if, to date, they have proven far more efficient for predicting human decisions and behaviors (predictive analytics) than for solving the most critical problems in science and society. Why? Our answer is simple. The causal structures associated with such challenges command a detailed understanding of the underlying mechanisms (causal explanation), typically acting nonlinearly and on a broad range of scales in space and time. In contrast, personality and behavior can be predicted with no need of a microscopic theory and understanding of the brain-mind system (empirical prediction). This is a direct consequence of the fact that our mind, at least for the intuitive level, uses the same prediction techniques applied by AI (bayesian predictions based on our experience). However, prediction is not explanation, and without joining them it will be impossible to achieve a major advance in our understanding of complex systems.
AB - Big data (BD) is the hue and cry of modern science and society. The impact of such data deluge is huge and far reaching for both science and society. Moreover, given the effort required for collecting and analyzing these data, artificial intelligence (AI) has replaced the human mind in accomplishing the enormous task of deriving insight out of the information. In this article, we analyze the role of BD and AI in steering the world population toward the state of Zero Sales Resistance (ZSR): the inability to exert critical judgment over the most seductive aspects of the aforementioned data deluge. Moreover, we discuss the alarming consequences of presenting the merging of BD and AI as a universal panacea even if, to date, they have proven far more efficient for predicting human decisions and behaviors (predictive analytics) than for solving the most critical problems in science and society. Why? Our answer is simple. The causal structures associated with such challenges command a detailed understanding of the underlying mechanisms (causal explanation), typically acting nonlinearly and on a broad range of scales in space and time. In contrast, personality and behavior can be predicted with no need of a microscopic theory and understanding of the brain-mind system (empirical prediction). This is a direct consequence of the fact that our mind, at least for the intuitive level, uses the same prediction techniques applied by AI (bayesian predictions based on our experience). However, prediction is not explanation, and without joining them it will be impossible to achieve a major advance in our understanding of complex systems.
KW - AI
KW - Artificial Intelligence
KW - Bayes Theorem
KW - Big Data
KW - Humans
KW - artificial intelligence
KW - bayesian predictions
KW - big data
KW - causal explanation
KW - predictive analytics
KW - AI
KW - Artificial Intelligence
KW - Bayes Theorem
KW - Big Data
KW - Humans
KW - artificial intelligence
KW - bayesian predictions
KW - big data
KW - causal explanation
KW - predictive analytics
UR - http://hdl.handle.net/10807/199670
U2 - 10.1089/cyber.2022.0035
DO - 10.1089/cyber.2022.0035
M3 - Article
SN - 2152-2715
VL - 25
SP - 169
EP - 173
JO - CYBERPSYCHOLOGY, BEHAVIOR AND SOCIAL NETWORKING
JF - CYBERPSYCHOLOGY, BEHAVIOR AND SOCIAL NETWORKING
ER -