AI versus human recommendations;
Artificial intelligence;
ChatGPT;
Choice overload;
Recommendation agents;
INFORMATION;
AGENTS;
VARIETY;
COPE;
TOO;
D O I:
10.1016/j.jretconser.2023.103494
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
This research examines how individuals respond differently to recommendation options generated by ChatGPT, an AI-powered language model, in five studies. In contrast to previous research on choice overload, Studies 1 and 2 demonstrate that people tend to respond positively to a large number of recommendation options (60 options), revealing diverse consumer perceptions of AI-generated recommendations. Studies 3 and 4 further illustrate the moderating effect of recommendation agents and indicate that choice overload elicits distinct patterns of consumer reactions depending on whether the recommendations are from a human or AI agent. Lastly, Study 5 directly measures consumer preferences for recommendation agents, revealing a general preference for ChatGPT, particularly when a large number of options are available. These findings have significant implications for recommendation system design and user preferences regarding AI-powered recommendations.
机构:
Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USAIcahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Hoang, Timothy
Liou, Lathan
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h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USAIcahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Liou, Lathan
Rosenberg, Ashley M.
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h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USAIcahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Rosenberg, Ashley M.
Zaidat, Bashar
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h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USAIcahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Zaidat, Bashar
Duey, Akiro H.
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USAIcahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Duey, Akiro H.
Shrestha, Nancy
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Rosalind Franklin Univ, Chicago Med Sch, N Chicago, IL USAIcahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Shrestha, Nancy
Ahmed, Wasil
论文数: 0引用数: 0
h-index: 0
机构:Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Ahmed, Wasil
Tang, Justin
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USAIcahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Tang, Justin
Kim, Jun S.
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USAIcahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
Kim, Jun S.
Cho, Samuel K.
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h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USAIcahn Sch Med Mt Sinai, Dept Orthopaed, New York, NY USA
机构:
Jiangsu Normal Univ, Sch Smart Educ, Dept Educ Technol, Xuzhou, Peoples R China
Jiangsu Normal Univ, Jiangsu Engn Res Ctr Educ Informatizat, Xuzhou, Peoples R ChinaJiangsu Normal Univ, Sch Smart Educ, Dept Educ Technol, Xuzhou, Peoples R China
Zhang, Yuchi
Yang, Xianmin
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Normal Univ, Sch Smart Educ, Dept Educ Technol, Xuzhou, Peoples R China
Jiangsu Normal Univ, Jiangsu Engn Res Ctr Educ Informatizat, Xuzhou, Peoples R China
Jiangsu Normal Univ, Sch Smart Educ, Xuzhou, Jiangsu, Peoples R ChinaJiangsu Normal Univ, Sch Smart Educ, Dept Educ Technol, Xuzhou, Peoples R China
Yang, Xianmin
Tong, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Normal Univ, Sch Psychol, Shanghai, Peoples R ChinaJiangsu Normal Univ, Sch Smart Educ, Dept Educ Technol, Xuzhou, Peoples R China
机构:
Higher Coll Technol, HCT HQ Baniyas North POB 25026, Abu Dhabi, U Arab EmiratesHigher Coll Technol, HCT HQ Baniyas North POB 25026, Abu Dhabi, U Arab Emirates
Taani, Osama
Alabidi, Suzan
论文数: 0引用数: 0
h-index: 0
机构:
Al Ain Univ, Al Ain, Abu Dhabi, U Arab EmiratesHigher Coll Technol, HCT HQ Baniyas North POB 25026, Abu Dhabi, U Arab Emirates
机构:
Steven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USASteven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USA
Kim, Rachel
Margolis, Alex
论文数: 0引用数: 0
h-index: 0
机构:
Steven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USASteven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USA
Margolis, Alex
Barile, Joe
论文数: 0引用数: 0
h-index: 0
机构:
Steven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USASteven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USA
Barile, Joe
Han, Kyle
论文数: 0引用数: 0
h-index: 0
机构:
Steven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USASteven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USA
Han, Kyle
Kalash, Saia
论文数: 0引用数: 0
h-index: 0
机构:
Steven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USASteven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USA
Kalash, Saia
Papaioannou, Helen
论文数: 0引用数: 0
h-index: 0
机构:
Steven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USASteven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USA
Papaioannou, Helen
Krevskaya, Anna
论文数: 0引用数: 0
h-index: 0
机构:
Steven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USASteven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USA
Krevskaya, Anna
Milanaik, Ruth
论文数: 0引用数: 0
h-index: 0
机构:
Steven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USASteven & Alexandra Cohens Children Med Ctr New Yor, Div Dev & Behav Pediat, 1983 Marcus Ave Suite 130, Lake Success, NY 11042 USA