Machines versus Humans: The Impact of AI Chatbot Disclosure on Customer Purchases
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Cites
Dermatologist-level classification of skin cancer with deep neural networks
Esteva, A., Kuprel, B., Novoa, R. A., Ko, J., Swetter, S. M., Blau, H. M., & Thrun, S. (2017) · Nature · doi:10.1038/nature21056 · Cited by 14,362 · see citing works
Artificial intelligence in service
Huang, M.-H., & Rust, R. T. (2018) · Journal of Service Research · doi:10.1177/1094670517752459 · Cited by 3,978 · see citing works
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
Wager, S., & Athey, S. (2018) · Journal of the American Statistical Association · doi:10.1080/01621459.2017.1319839 · Cited by 2,917 · see citing works
Algorithm appreciation: People prefer algorithmic to human judgment
Logg, J. M., Minson, J. A., & Moore, D. A. (2019) · Organizational Behavior and Human Decision Processes · doi:10.1016/j.obhdp.2018.12.005 · Cited by 2,061 · see citing works
Dietvorst, B. J., Simmons, J. P., & Massey, C. (2018) · Management Science · doi:10.1287/mnsc.2016.2643 · Cited by 1,230 · see citing works
The Determinants of Salesperson Performance: A Meta-Analysis
Churchill, G. A., Ford, N. M., Hartley, S. W., & Walker, O. C. (1985) · Journal of Marketing Research · doi:10.2307/3151357 · Cited by 1,188 · see citing works
What can machine learning do? Workforce implications
Brynjolfsson, E., & Mitchell, T. (2017) · Science · doi:10.1126/science.aap8062 · Cited by 1,131 · see citing works
Duygun, M., & Pasiouras, F. (2009) · European Journal of Operational Research · doi:10.1016/j.ejor.2009.08.003 · Cited by 811 · see citing works
The coming of age of artificial intelligence in medicine
Patel, V. L., Shortliffe, E. H., Mario Stefanelli, A., Peter Szolovits, B., Berthold, M. R., Bellazzi, R., & Abu–Hanna, A. (2008) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2008.07.017 · Cited by 629 · see citing works
The Determinants of Salesperson Performance: A Meta-Analysis
Churchill, G. A., Ford, N. M., Hartley, S. W., & Walker, O. C. (1985) · Journal of Marketing Research · doi:10.1177/002224378502200201 · Cited by 559 · see citing works
Bennett, C. C., & Hauser, K. (2013) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2012.12.003 · Cited by 378 · see citing works
Trippi, R. R., & Turban, E. (1992) · Cited by 286 · see citing works
Man Versus Machine: Resisting Automation in Identity-Based Consumer Behavior
Leung, E., Paolacci, G., & Puntoni, S. (2018) · Journal of Marketing Research · doi:10.1177/0022243718818423 · Cited by 285 · see citing works
Return on Interactivity: The Impact of Online Agents on Newcomer Adjustment
Köhler, C. F., Rohm, A. J., de Ruyter, K., & Wetzels, M. G. M. (2011) · Journal of Marketing · doi:10.1509/jm.75.2.93 · Cited by 226 · see citing works
Sivaramakrishnan, S., Wan, F., & Tang, Z. (2007) · Journal of Interactive Marketing · doi:10.1002/dir.20075 · Cited by 106 · see citing works
Piercy, N. F., Cravens, D. W., & Morgan, N. A. (1999) · British Journal of Management · doi:10.1111/1467-8551.00113 · Cited by 97 · see citing works
The final frontier in cancer diagnosis
Leachman, S. A., & Merlino, G. T. (2017) · Nature · doi:10.1038/nature21492 · Cited by 57 · see citing works
MAN VERSUS MACHINE: RESISTING AUTOMATION IN IDENTITY-BASED CONSUMER BEHAVIOR
Leung, E., Paolacci, G., & Puntoni, S. (2018) · Journal of Marketing Research · doi:10.1509/jmr.16.0443 · Cited by 44 · see citing works
Archambault, S. J. (2015) · The SAGE Encyclopedia of Food Issues · doi:10.4135/9781483346304.n157 · Cited by 7 · see citing works
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Sorted by citations
A strategic framework for artificial intelligence in marketing
Huang, M.-H., & Rust, R. T. (2021) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-020-00749-9 · Cited by 2,059 · see citing works
Wang, B., Rau, P.-L. P., & Yuan, T. (2023) · Behaviour & Information Technology · doi:10.1080/0144929x.2022.2072768 · Cited by 1,036 · see citing works
Artificial Intelligence and Marketing: Pitfalls and Opportunities
Bruyn, A. D., Viswanathan, V., Beh, Y. S., Brock, J. K., & von Wangenheim, F. (2020) · Journal of Interactive Marketing · doi:10.1016/j.intmar.2020.04.007 · Cited by 571 · see citing works
Gao, Y., & Liu, H. (2022) · Journal of Research in Interactive Marketing · doi:10.1108/jrim-01-2022-0023 · Cited by 357 · see citing works
Trust me, I'm a bot – repercussions of chatbot disclosure in different service frontline settings
Mozafari, N., Weiger, W. H., & Hammerschmidt, M. (2021) · Journal of service management · doi:10.1108/josm-10-2020-0380 · Cited by 246 · see citing works
Zhang, L., Pentina, I., & Fan, Y. (2021) · Journal of Services Marketing · doi:10.1108/jsm-05-2020-0162 · Cited by 210 · see citing works
Song, X., Xu, B., & Zhao, Z. (2022) · Information & Management · doi:10.1016/j.im.2022.103595 · Cited by 193 · see citing works
How can we manage biases in artificial intelligence systems – A systematic literature review
P.S., D. V. (2023) · International Journal of Information Management Data Insights · doi:10.1016/j.jjimei.2023.100165 · Cited by 239 · see citing works
Are they humans or are they robots? The effect of virtual influencer disclosure on brand trust
Muniz, F., Stewart, K., & Magalhães, L. (2023) · Journal of Consumer Behaviour · doi:10.1002/cb.2271 · Cited by 118 · see citing works
Artificial Intelligence Marketing (AIM) for Enhancing Customer Relationships
Yau, K. A., Saad, N. M., & Chong, Y.-W. (2021) · Applied Sciences · doi:10.3390/app11188562 · Cited by 93 · see citing works
Disclosing AI’s Involvement in Advertising to Consumers: A Task-Dependent Perspective
Wu, L., Dodoo, N. A., & Wen, T. J. (2024) · Journal of Advertising · doi:10.1080/00913367.2024.2309929 · Cited by 98 · see citing works
The Role of Chatbots in Enhancing Customer Experience: Literature Review
Bakkouri, B. E., Raki, S., & Belgnaoui, L. T. (2022) · Procedia Computer Science · doi:10.1016/j.procs.2022.07.057 · Cited by 88 · see citing works
Wang, L., Wang, D., Tian, F., Peng, Z., Fan, X., Zhang, Z., Yu, M., Ma, X., & Wang, H. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3449083 · Cited by 85 · see citing works
Chang, W. (2022) · Journal of Business Research · doi:10.1016/j.jbusres.2022.04.065 · Cited by 56 · see citing works
Liu, L., & Duffy, V. G. (2023) · International Journal of Social Robotics · doi:10.1007/s12369-022-00956-0 · Cited by 51 · see citing works
The effects of response time on older and young adults’ interaction experience with Chatbot
Wang, Y., & Lo, C.-W. (2025) · BMC Psychology · doi:10.1186/s40359-025-02459-9 · Cited by 47 · see citing works
Bui, H. T. (2026) · Journal of Research in Interactive Marketing · doi:10.1108/jrim-02-2025-0066 · Cited by 34 · see citing works
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Minton, E. A., Kaplan, B., & Cabano, F. G. (2022) · Psychology and Marketing · doi:10.1002/mar.21727 · Cited by 40 · see citing works
Mozafari, N., Weiger, W. H., & Hammerschmidt, M. (2021) · Hawaii International Conference on System Sciences (HICSS) · doi:10.24251/hicss.2021.355 · Cited by 27 · see citing works
CASS: Towards Building a Social-Support Chatbot for Online Health CommunityPreprint
Wang, L., Wang, D., Tian, F., Peng, Z., Fan, X., Zhang, Z., Ma, S., Yu, M., Ma, X., & Wang, H. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2101.01583 · Cited by 22 · see citing works
Dandotiya, G., Sarkar, J. G., & Sarkar, A. (2024) · Journal of Services Marketing · doi:10.1108/jsm-01-2024-0020 · Cited by 21 · see citing works
Yapay Zekâ Okuryazarlığı Ölçeği’nin Türkçeye Uyarlanması
Erdoğan, T. E., & EKŞİOĞLU, S. (2024) · Türk Eğitim Bilimleri Dergisi · doi:10.37217/tebd.1496716 · Cited by 18 · see citing works
AI ‐Mediated Communication in E‐Commerce: Implications for Customer Trust
Hennighausen, C., Navarro‐Schär, V. G. Y., & Eller, E. (2025) · International Journal of Consumer Studies · doi:10.1111/ijcs.70111 · Cited by 20 · see citing works
Heinisuo, E., Kuoppakangas, P., & Stenvall, J. (2025) · Information Systems Frontiers · doi:10.1007/s10796-025-10599-x · Cited by 14 · see citing works
The Effect of Customer Satisfaction on Use Continuance in Bank Chatbot Service
Margaret, D. S., Elangovan, N., Sriram, M., & Balaji, V. (2024) · International Journal of Computational and Experimental Science and Engineering · doi:10.22399/ijcesen.410 · Cited by 10 · see citing works
Brobbey, E. E., Ankrah, E., & Kankam, P. K. (2021) · Inkanyiso · doi:10.4102/ink.v13i1.21 · Cited by 7 · see citing works
Oh, Y. J., Hu, J. M., Zhu, R., Lim, J. I., & Zhang, X. (2026) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2026.2648799 · Cited by 7 · see citing works
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Kayyali, M. (2025) · IGI Global eBooks · doi:10.4018/979-8-3693-8734-4.ch006 · Cited by 4 · see citing works
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Krishnasamy, S. K. L., & Lee, C. (2024) · International Conference on ICT for Smart Society (ICISS) · doi:10.1109/iciss62896.2024.10751425 · Cited by 5 · see citing works
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Çoban, Ö., & Durnalı, M. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-0472-4.ch001 · Cited by 3 · see citing works
Смагулова, Ш., Bastykov, D., Omarov, A., & Omarova, B. (2025) · Cogent Social Sciences · doi:10.1080/23311886.2025.2548018 · Cited by 2 · see citing works
Personalization and Customer Experience in E-Commerce
Kamesh, S., & Binu, G. (2024) · International Journal of Innovative Science and Research Technology (IJISRT) · doi:10.38124/ijisrt/ijisrt24jul1110 · Cited by 2 · see citing works
Suzuki, H., Zhang, J., Kim, D. D., Sagae, K., DeVon, H. A., & Fukuoka, Y. (2025) · JMIR AI · doi:10.2196/67717 · Cited by 2 · see citing works
عزی, ع. إ. م. ر. (2021) · Al-Maǧallah Al-Miṣriyyaẗ Li-Buḥūṯ Al-Rāʼī Al-ʿām · doi:10.21608/joa.2021.198141 · Cited by 1 · see citing works
The Use of Artificial Intelligence in the Field of Electronic Commerce
Hassan, A., & Abdulkhaleq, N. M. S. (2022) · Lecture notes in networks and systems · doi:10.1007/978-3-030-93464-4_21 · Cited by 2 · see citing works
Choudhury, S., & Dutta, I. (2024) · International Journal of experimental research and review · doi:10.52756/ijerr.2024.v45spl.025 · Cited by 2 · see citing works
Wang, X., Zhang, Y., & Zheng, J. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4775378 · Cited by 1 · see citing works
Human–Robot Communication and Organization–Public Relationships
Oh, J., & Ki, E. (2025) · Wiley eBooks · doi:10.1002/9781394275434.ch9 · Cited by 1 · see citing works
Do You Care What Robots Think? – Embarrassing Encounters with Service Robots
Paluch, S., & Wittkop, T. (2021) · Forum Dienstleistungsmanagement · doi:10.1007/978-3-658-34326-2_18
Study of Effective AI Algorithms in Natural Language Processing in Todays Era
Kulkarni, V. V. (2022) · International Journal for Research in Applied Science and Engineering Technology · doi:10.22214/ijraset.2022.45573
Schandl, F., Lermer, E., & Hudecek, M. F. C. (2023) · doi:10.31219/osf.io/ac9np
- Authors
- Luo, X., Tong, S., Fang, Z., & Qu, Z.
- Affiliations
- Temple University (US)
- Nanyang Technological University (SG)
- Sichuan University (CN)
- Fudan University (CN)
- Corresponding author
- Luo, Xueming
- Venue
- SSRN Electronic Journal
- Publisher
- Elsevier BV
- Published
- 2019
- ISSN
- 1556-5068 (ISSN-L)
- OpenAlex
- W2982157239
- Cited by
- 41
- References
- 19
- Citations by year
- 2026: 1 · 2025: 9 · 2024: 9 · 2023: 4 · 2022: 8 · 2021: 9 · 2020: 1
- Type
- posted content
- Language
- en
- Open access
- green
- doi.org
- Locations
- SSRN Electronic Journal (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › AI in Service Interactions
- Social Sciences › Sociology and Political Science › Digital Marketing and Social Media
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Customer Service Quality and Loyalty
- Keywords
- AI chatbots, purchase behavior, disclosure timing, conversational commerce, customer targeting
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