An Initial Model of Trust in Chatbots for Customer Service—Findings from a Questionnaire Study
Open accessAbstract
Chatbots are predicted to play a key role in customer service. Users’ trust in such chatbots is critical for their uptake. However, there is a lack of knowledge concerning users’ trust in chatbots. To bridge this knowledge gap, we present a questionnaire study (N = 154) that investigated factors of relevance for trust in customer service chatbots. The study included two parts: an explanatory investigation of the relative importance of factors known to predict trust from the general literature on interactive systems and an exploratory identification of other factors of particular relevance for trust in chatbots. The participants were recruited as part of their dialogue with one of four chatbots for customer service. Based on the findings, we propose an initial model of trust in chatbots for customer service, including chatbot-related factors (perceived expertise and responsiveness), environment-related factors (risk and brand perceptions) and user-related factors (propensity to trust technology). RESEARCH HIGHLIGHTS: We extend the current knowledge base on natural language interfaces by investigating factors affecting users’ trust in chatbots for customer service. Chatbot-related factors, specifically perceived expertise and responsiveness, are found particularly important to users’ trust in such chatbots, but also environment-related factors such as brand perception and user-related factors such as propensity to trust technology. On the basis of the findings, we propose an initial model of users’ trust chatbots for customer service.
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Chatbot users need to see and experience the bots as providing answers reflecting knowledge, competence, and experience.
“Chatbot users (patients) need to see and experience the bots as ‘providing answers reflecting knowledge, competence, and experience’ (p. 24)—all of which are important to trust.”
From Chatbot breakthrough in the 2020s? An ethical reflection on the trend of automated consultations in health care (2022) · cites this paper as Nordheim et al. 2019
Cites
Perceived usefulness, perceived ease of use, and user acceptance of information technology
Davis, F. D. (1989) · MIS Quarterly · doi:10.2307/249008 · Cited by 68,483 · see citing works
Rogers, E. M., Singhal, A., & Quinlan, M. M. (2019) · Routledge eBooks · doi:10.4324/9780203710753-35 · Cited by 37,557 · see citing works
An integrative model of organizational trust
Mayer, R. C., Davis, J. H., & Schoorman, F. D. (1995) · The Academy of Management Review · doi:10.2307/258792 · Cited by 10,736 · see citing works
Not So Different After All: A Cross-Discipline View Of Trust
Rousseau, D. M., Sitkin, S. B., Burt, R. S., & Camerer, C. (1998) · Academy of Management Review · doi:10.5465/amr.1998.926617 · Cited by 10,274 · see citing works
The future of employment: How susceptible are jobs to computerisation?
Frey, C. B., & Osborne, M. A. (2017) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2016.08.019 · Cited by 8,727 · see citing works
ELIZA—a computer program for the study of natural language communication between man and machine
Weizenbaum, J. (1966) · Communications of the ACM · doi:10.1145/365153.365168 · Cited by 4,452 · see citing works
Algorithm aversion: People erroneously avoid algorithms after seeing them err.
Dietvorst, B. J., Simmons, J. P., & Massey, C. (2015) · Journal of Experimental Psychology: General · doi:10.1037/xge0000033 · Cited by 3,232 · see citing works
Meuter, M. L., Ostrom, A. L., Roundtree, R. I., & Bitner, M. J. (2000) · Journal of Marketing · doi:10.1509/jmkg.64.3.50.18024 · Cited by 2,929 · see citing works
ELIZA — a computer program for the study of natural language communication between man and machine
Weizenbaum, J. (1983) · Communications of the ACM · doi:10.1145/357980.357991 · Cited by 2,765 · see citing works
Sullivan, L. E. (2009) · The SAGE Glossary of the Social and Behavioral Sciences · doi:10.4135/9781412972024.n747 · Cited by 2,442 · see citing works
A Meta-Analysis of Factors Affecting Trust in Human-Robot Interaction
Hancock, P. A., Billings, D. R., Schaefer, K. E., Chen, J. Y. C., de Visser, E. J., & Parasuraman, R. (2011) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720811417254 · Cited by 2,051 · see citing works
Consumer trust in an internet store: a cross-cultural validation
Jarvenpaa, S. L., Tractinsky, N., & Saarinen, L. (2006) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.1999.tb00337.x · Cited by 1,882 · cited 3× · see citing works
“For example, Jarvenpaa, Tractinsky, and Saarinen (1999) considered trust in an e-commerce context to be dependent on the service provider’s reputation, rather than its website in isolation.”
BackgroundInfluentialFoundations for an Empirically Determined Scale of Trust in Automated Systems
Jian, J.-Y., Bisantz, A. M., & Drury, C. G. (2000) · International Journal of Cognitive Ergonomics · doi:10.1207/s15327566ijce0401_04 · Cited by 1,799 · see citing works
Meuter, M. L., Bitner, M. J., Ostrom, A. L., & Brown, S. W., III (2005) · Journal of Marketing · doi:10.1509/jmkg.69.2.61.60759 · Cited by 1,741 · see citing works
Qualitative Analysis: Practice and Innovation
Ezzy, D. (2002) · eCite Digital Repository (University of Tasmania) · Cited by 1,728 · see citing works
Toward Understanding and Measuring Conditions of Trust: Evolution of a Conditions of Trust Inventory
Butler, J. K. (1991) · Journal of Management · doi:10.1177/014920639101700307 · Cited by 1,728 · see citing works
Service research priorities in a rapidly changing context
Ostrom, A. L., Parasuraman, A., Bowen, D. E., Patrício, L., & Voss, C. A. (2015) · Journal of Service Research · doi:10.1177/1094670515576315 · Cited by 1,469 · see citing works
On-line trust: concepts, evolving themes, a model
Corritore, C. L., Kracher, B., & Wiedenbeck, S. (2003) · International Journal of Human-Computer Studies · doi:10.1016/s1071-5819(03)00041-7 · Cited by 1,200 · see citing works
Trust in a specific technology: An investigation of its components and measures
Mcknight, D. H., Carter, M., Thatcher, J. B., & Clay, P. F. (2011) · ACM Transactions on Management Information Systems · doi:10.1145/1985347.1985353 · Cited by 1,185 · see citing works
Luger, E., & Sellen, A. (2016) · Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems · doi:10.1145/2858036.2858288 · Cited by 1,176 · see citing works
MUIR, B. M., & MORAY, N. (1996) · Ergonomics · doi:10.1080/00140139608964474 · Cited by 993 · see citing works
Hill, J., Randolph Ford, W., & Farreras, I. G. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.02.026 · Cited by 856 · see citing works
The elements of computer credibility
Fogg, B. J., & Tseng, H. (1999) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/302979.303001 · Cited by 820 · see citing works
Brandtzaeg, P. B., & Følstad, A. (2017) · Lecture Notes in Computer Science · doi:10.1007/978-3-319-70284-1_30 · Cited by 788 · see citing works
Self-citationChatbots: Are they Really Useful?
Shawar, B. A., & Atwell, E. (2007) · LDV-Forum/Journal for language technology and computational linguistics · doi:10.21248/jlcl.22.2007.88 · Cited by 626 · see citing works
Almost human: Anthropomorphism increases trust resilience in cognitive agents.
de Visser, E. J., Monfort, S. S., McKendrick, R., Smith, M. A. B., McKnight, P. E., Krueger, F., & Parasuraman, R. (2016) · Journal of Experimental Psychology: Applied · doi:10.1037/xap0000092 · Cited by 614 · see citing works
Trust and Reciprocity: Interdisciplinary Lessons from Experimental Research
Carpenter, J. P. (2004) · Journal of Economic Behavior & Organization · doi:10.1016/j.jebo.2003.07.005 · Cited by 613 · see citing works
A New Chatbot for Customer Service on Social Media
Xu, A., Liu, Z., Guo, Y., Sinha, V. S., & Akkiraju, R. (2017) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3025453.3025496 · Cited by 589 · see citing works
Merritt, S. M., & Ilgen, D. R. (2008) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872008x288574 · Cited by 527 · see citing works
Ho, C.-C., & MacDorman, K. F. (2010) · Computers in Human Behavior · doi:10.1016/j.chb.2010.05.015 · Cited by 496 · see citing works
Factors influencing consumer perceptions of brand trust online
Ha, H. (2004) · Journal of Product & Brand Management · doi:10.1108/10610420410554412 · Cited by 451 · see citing works
Are People Polite to Computers? Responses to Computer‐Based Interviewing Systems1
Nass, C., Moon, Y., & Carney, P. (1999) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1999.tb00142.x · Cited by 408 · see citing works
Trust and reciprocity : interdisciplinary lessons from experimental research
Остром, Э., & Walker, J. M. (2003) · Cited by 399 · see citing works
Service Recovery Paradox: A Meta-Analysis
de Matos, C. A., Henrique, J. L., & Rossi, C. A. V. (2007) · Journal of Service Research · doi:10.1177/1094670507303012 · Cited by 334 · see citing works
Følstad, A., & Skjuve, M. B. (2019) · ACM Conference on Conversational User Interfaces (CUI) · doi:10.1145/3342775.3342784 · Cited by 209 · see citing works
Self-citationCheung, C. M. K., & Lee, M. A. (2011) · IGI Global eBooks · doi:10.4018/978-1-931777-08-7.ch008 · Cited by 181 · see citing works
Lange, P. A. M. V. (2015) · Current Directions in Psychological Science · doi:10.1177/0963721414552473 · Cited by 149 · see citing works
Cheung, C. M. K., & Lee, M. A. (2001) · Journal of Global Information Management · doi:10.4018/jgim.2001070103 · Cited by 135 · see citing works
Can machines talk? Comparison of Eliza with modern dialogue systems
Shah, H., Warwick, K., Vallverdú, J., & Wu, D. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.01.004 · Cited by 133 · see citing works
Perceiving artificial social agents
Holtgraves, T. M., Ross, S. J., Weywadt, C. R., & Han, T. L. (2007) · Computers in Human Behavior · doi:10.1016/j.chb.2006.02.017 · Cited by 131 · see citing works
Convierta el trabajo que tiene en el trabajo que sueña
Wrzesniewski, A., Berg, J. M., & Dutton, J. A. (2010) · Harvard business review · Cited by 125 · see citing works
The linguistic accuracy of chatbots: usability from an ESL perspective
Coniam, D. (2014) · Text and Talk · doi:10.1515/text-2014-0018 · Cited by 121 · see citing works
Corti, K., & Gillespie, A. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2015.12.039 · Cited by 118 · see citing works
Typefaces and the Perception of Humanness in Natural Language Chatbots
Candello, H. C. D. S. P., Pinhanez, C. S., & Figueiredo, F. (2017) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3025453.3025919 · Cited by 91 · see citing works
Special Issue: Trust in Online Environments
Benbasat, I., Gefen, D., & Pavlou, P. A. (2008) · Journal of Management Information Systems · doi:10.2753/mis0742-1222240400 · Cited by 81 · see citing works
Routing and Staffing in Customer Service Chat Systems with Impatient Customers
Tezcan, T., & Zhang, J. (2014) · Operations Research · doi:10.1287/opre.2014.1284 · Cited by 46 · see citing works
Human-Computer Interaction. Ambient, Ubiquitous and Intelligent Interaction
Till, N., Larissa, P., Stefaner, M., et al. (2009) · Lecture notes in computer science · doi:10.1007/978-3-642-02580-8 · Cited by 26 · see citing works
Mone, G. (2016) · Communications of the ACM · doi:10.1145/2967977 · Cited by 24 · see citing works
Trust in Online Technology: Towards Practical Guidelines Based on Experimentally Verified Theory
Detweiler, C., & Broekens, J. (2009) · Lecture notes in computer science · doi:10.1007/978-3-642-02580-8_66 · Cited by 8 · see citing works
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Cheng, X., Zhang, X., Cohen, J., & Mou, J. (2022) · Information Processing & Management · doi:10.1016/j.ipm.2022.102940 · Cited by 536 · see citing works
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Balakrishnan, J., & Dwivedi, Y. K. (2024) · Annals of Operations Research · doi:10.1007/s10479-021-04049-5 · Cited by 301 · see citing works
Johnson, S. B., King, A. J., Warner, E. L., Aneja, S., Kann, B. H., & Bylund, C. L. (2023) · JNCI Cancer Spectrum · doi:10.1093/jncics/pkad015 · Cited by 289 · see citing works
Nicolescu, L., & Tudorache, M. T. (2022) · Electronics · doi:10.3390/electronics11101579 · Cited by 280 · see citing works
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Jenneboer, L., Herrando, C., & Constantinides, E. (2022) · Journal of Theoretical and Applied Electronic Commerce Research · doi:10.3390/jtaer17010011 · Cited by 249 · see citing works
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Følstad, A., Araujo, T., Law, E. L.-C., Brandtzaeg, P. B., Papadopoulos, S., Reis, L., Baez, M., Laban, G., McAllister, P., Ischen, C., et al. (2021) · Computing · doi:10.1007/s00607-021-01016-7 · Cited by 247 · see citing works
Self-citationHaugeland, I. K. F., Følstad, A., Taylor, C., & Bjørkli, C. A. (2022) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2022.102788 · Cited by 235 · see citing works
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Liew, T. W., Tan, S.-M., Yoo, N. E., Gan, C. L., & Lee, Y. Y. (2023) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2023.100323 · Cited by 33 · see citing works
Følstad, A., Law, E. L.-C., & van As, N. (2024) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3690383 · Cited by 17 · see citing works
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- Authors
- Nordheim, C. B., Følstad, A., & Bjørkli, C. A.
- Affiliations
- University of Oslo (NO)
- SINTEF Digital (NO)
- Corresponding author
- Følstad, Asbjørn
- Venue
- Interacting with Computers
- Publisher
- Oxford University Press (OUP)
- Published
- 2019-05-01
- Volume
- 31
- Issue
- 3
- Pages
- 317-335
- ISSN
- 0953-5438 (ISSN-L)
- 1873-7951
- OpenAlex
- W2970416896
- Cited by
- 233
- References
- 49
- Citations by year
- 2026: 44 · 2025: 45 · 2024: 41 · 2023: 40 · 2022: 35 · 2021: 24 · 2020: 3 · 2019: 1
- FWCI
- 7.18
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Licence
- Locations
- Interacting with Computers (publishedVersion)
- NORA - Norwegian Open Research Archives (submittedVersion, other-oa)
- Funders
- Research Council of Norway (270940)
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › AI in Service Interactions
- Social Sciences › Psychology › Social Psychology › Social Robot Interaction and HRI
- Social Sciences › Decision Sciences › Information Systems and Management › Technology Adoption and User Behaviour
- Keywords
- chatbots, trust in chatbots, customer service, perceived expertise, responsiveness, brand perception, risk perception, trust model, natural language interfaces, human-chatbot interaction
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