Psychological Dynamics in Human Chatbot Interactions: A Grounded Theory Based Synthesis

  • Michelle Dyvani
    a:1:{s:5:"en_US";s:51:"Universitas Pembangunan Nasional Veteran Jawa Timur";}
DOI: https://doi.org/10.23960/jpi.v6n2.302
Keywords Interaksi manusia-chatbot, Psikologi sosial, Grounded Theory, Antropomorfisme, Kepercayaan pengguna
Abstract Views (Last 12 Months)
358 Abstract Views
119 Downloads

Abstract

Penelitian ini bertujuan untuk mereview dan menganalisis perkembangan riset mengenai interaksi manusia-chatbot dalam konteks psikologi sosial menggunakan metode Grounded Theory. Chatbot kini tidak hanya berfungsi sebagai alat layanan pelanggan, tetapi juga berperan dalam mendukung interaksi sosial, ekspresi emosi, dan dinamika perilaku pengguna. Pengguna chatbot yang semakin luas memunculkan pertanyaan mengenai bagaimana manusia merespons, memahami, serta membangun hubungan dengan agen kecerdasan buatan tersebut. Melalui seleksi artikel secara sistematis terhadap 18.464 publikasi awal, diperoleh 124 artikel yang memenuhi kriteria dan dianalisis melalui proses open coding, axial coding, serta selective coding. Hasil analisis menunjukkan bahwa penelitian mengenai chatbot mengalami peningkatan tajam sejak 2021 dan semakin berkembang pada 2024-2025. Temuan utama meliputi dominasi penelitian dalam domain psikologi dan bisnis, kecenderungan penggunaan metode kuantitatif, serta perhatian besar terhadap isu kepercayaan, antropomorfisme, dan pengalaman emosional pengguna. Selain itu, sebagian kecil makalah memiliki pengaruh tinggi berdasarkan jumlah sitasi, menunjukkan adanya publikasi kunci yang membentuk arah penelitian. Penelitian ini memberikan gambaran komprehensif mengenai tren ilmiah, celah penelitian, dan arah pengembangan studi interaksi manusia-chatbot di masa depan.

Downloads

Download data is not yet available.

References

A. Przegalinska, L. Ciechanowski, A. Stroz, P. Gloor, and G. Mazurek, “In bot we trust: A new methodology of chatbot performance measures,” Bus. Horiz., vol. 62, no. 6, pp. 785–797, Nov. 2019, doi: 10.1016/J.BUSHOR.2019.08.005.

L. Ciechanowski, A. Przegalinska, M. Magnuski, and P. Gloor, “In the shades of the uncanny valley: An experimental study of human–chatbot interaction,” Futur. Gener. Comput. Syst., vol. 92, pp. 539–548, Mar. 2019, doi: 10.1016/J.FUTURE.2018.01.055.

S. Greer, D. Ramo, Y. J. Chang, M. Fu, J. Moskowitz, and J. Haritatos, “Use of the Chatbot ‘Vivibot’ to Deliver Positive Psychology Skills and Promote Well-Being Among Young People After Cancer Treatment: Randomized Controlled Feasibility Trial,” JMIR mHealth uHealth, vol. 7, no. 10, Oct. 2019, doi: 10.2196/15018.

Y. Hu and Y. Sun, “Understanding the joint effects of internal and external anthropomorphic cues of intelligent customer service bot on user satisfaction,” Data Inf. Manag., vol. 7, no. 3, p. 100047, Sep. 2023, doi: 10.1016/J.DIM.2023.100047.

P. Smutny and P. Schreiberova, “Chatbots for learning: A review of educational chatbots for the Facebook Messenger,” Comput. Educ., vol. 151, p. 103862, Jul. 2020, doi: 10.1016/J.COMPEDU.2020.103862.

N. Aoki, “An experimental study of public trust in AI chatbots in the public sector,” Gov. Inf. Q., vol. 37, no. 4, p. 101490, Oct. 2020, doi: 10.1016/J.GIQ.2020.101490.

S. Youn and S. V. Jin, “‘In A.I. we trust?’ The effects of parasocial interaction and technopian versus luddite ideological views on chatbot-based customer relationship management in the emerging ‘feeling economy,’” Comput. Human Behav., vol. 119, p. 106721, Jun. 2021, doi: 10.1016/J.CHB.2021.106721.

J. E. H. Brown and J. Halpern, “AI chatbots cannot replace human interactions in the pursuit of more inclusive mental healthcare,” SSM - Ment. Heal., vol. 1, p. 100017, Dec. 2021, doi: 10.1016/J.SSMMH.2021.100017.

X. Li and Y. Sung, “Anthropomorphism brings us closer: The mediating role of psychological distance in User–AI assistant interactions,” Comput. Human Behav., vol. 118, p. 106680, May 2021, doi: 10.1016/J.CHB.2021.106680.

J. Rhim, M. Kwak, Y. Gong, and G. Gweon, “Application of humanization to survey chatbots: Change in chatbot perception, interaction experience, and survey data quality,” Comput. Human Behav., vol. 126, p. 107034, Jan. 2022, doi: 10.1016/J.CHB.2021.107034.

B. Mehra, “Chatbot personality preferences in Global South urban English speakers,” Soc. Sci. Humanit. Open, vol. 3, no. 1, p. 100131, Jan. 2021, doi: 10.1016/J.SSAHO.2021.100131.

Q. Q. Chen and H. J. Park, “How anthropomorphism affects trust in intelligent personal assistants,” Ind. Manag. Data Syst., vol. 121, no. 12, pp. 2722–2737, Aug. 2021, doi: 10.1108/IMDS-12-2020-0761.

W. H. S. Tsai, Y. Liu, and C. H. Chuan, “How chatbots’ social presence communication enhances consumer engagement: the mediating role of parasocial interaction and dialogue,” J. Res. Interact. Mark., vol. 15, no. 3, pp. 460–482, Jun. 2021, doi: 10.1108/JRIM-12-2019-0200.

A. Rapp, L. Curti, and A. Boldi, “The human side of human-chatbot interaction: A systematic literature review of ten years of research on text-based chatbots,” Int. J. Hum. Comput. Stud., vol. 151, p. 102630, Jul. 2021, doi: 10.1016/J.IJHCS.2021.102630.

Ana Paula Chaves, “How Should My Chatbot Interact? A Survey on Social Characteristics in Human–Chatbot Interaction Design,” 2021.

S. V. Jin and S. Youn, “Why do consumers with social phobia prefer anthropomorphic customer service chatbots? Evolutionary explanations of the moderating roles of social phobia,” Telemat. Informatics, vol. 62, p. 101644, Sep. 2021, doi: 10.1016/J.TELE.2021.101644.

I. Rizomyliotis, M. N. Kastanakis, A. Giovanis, K. Konstantoulaki, and I. Kostopoulos, “‘How mAy I help you today?’ The use of AI chatbots in small family businesses and the moderating role of customer affective commitment,” J. Bus. Res., vol. 153, pp. 329–340, Dec. 2022, doi: 10.1016/J.JBUSRES.2022.08.035.

J. Zhang, Y. Zhu, J. Wu, and G. F. Yu-Buck, “A natural apology is sincere: Understanding chatbots’ performance in symbolic recovery,” Int. J. Hosp. Manag., vol. 108, p. 103387, Jan. 2023, doi: 10.1016/J.IJHM.2022.103387.

A. Alabed, A. Javornik, and D. Gregory-Smith, “AI anthropomorphism and its effect on users’ self-congruence and self–AI integration: A theoretical framework and research agenda,” Technol. Forecast. Soc. Change, vol. 182, p. 121786, Sep. 2022, doi: 10.1016/J.TECHFORE.2022.121786.

Y. Zhu, J. Zhang, J. Wu, and Y. Liu, “AI is better when I’m sure: The influence of certainty of needs on consumers’ acceptance of AI chatbots,” J. Bus. Res., vol. 150, pp. 642–652, Nov. 2022, doi: 10.1016/J.JBUSRES.2022.06.044.

V. P. Ta-Johnson et al., “Assessing the Topics and Motivating Factors Behind Human-Social Chatbot Interactions: Thematic Analysis of User Experiences,” JMIR Hum. Factors, vol. 9, no. 4, p. e38876, Jan. 2022, doi: 10.2196/38876.

L. Seitz, S. Bekmeier-Feuerhahn, and K. Gohil, “Can we trust a chatbot like a physician? A qualitative study on understanding the emergence of trust toward diagnostic chatbots,” Int. J. Hum. Comput. Stud., vol. 165, p. 102848, Sep. 2022, doi: 10.1016/J.IJHCS.2022.102848.

X. Cheng, X. Zhang, J. Cohen, and J. Mou, “Human vs. AI: Understanding the impact of anthropomorphism on consumer response to chatbots from the perspective of trust and relationship norms,” Inf. Process. Manag., vol. 59, no. 3, p. 102940, May 2022, doi: 10.1016/J.IPM.2022.102940.

M. T. Ho, P. Mantello, N. Ghotbi, M. H. Nguyen, H. K. T. Nguyen, and Q. H. Vuong, “Rethinking technological acceptance in the age of emotional AI: Surveying Gen Z (Zoomer) attitudes toward non-conscious data collection,” Technol. Soc., vol. 70, p. 102011, Aug. 2022, doi: 10.1016/J.TECHSOC.2022.102011.

J. Balakrishnan, S. S. Abed, and P. Jones, “The role of meta-UTAUT factors, perceived anthropomorphism, perceived intelligence, and social self-efficacy in chatbot-based services?,” Technol. Forecast. Soc. Change, vol. 180, p. 121692, Jul. 2022, doi: 10.1016/J.TECHFORE.2022.121692.

M. Song, X. Xing, Y. Duan, J. Cohen, and J. Mou, “Will artificial intelligence replace human customer service? The impact of communication quality and privacy risks on adoption intention,” J. Retail. Consum. Serv., vol. 66, p. 102900, May 2022, doi: 10.1016/J.JRETCONSER.2021.102900.

B. El Bakkouri, S. Raki, and T. Belgnaoui, “The Role of Chatbots in Enhancing Customer Experience: Literature Review,” Procedia Comput. Sci., vol. 203, pp. 432–437, Jan. 2022, doi: 10.1016/J.PROCS.2022.07.057.

S. A. Chauncey and H. P. McKenna, “A framework and exemplars for ethical and responsible use of AI Chatbot technology to support teaching and learning,” Comput. Educ. Artif. Intell., vol. 5, p. 100182, Jan. 2023, doi: 10.1016/J.CAEAI.2023.100182.

T. Hyun Baek and M. Kim, “Ai robo-advisor anthropomorphism: The impact of anthropomorphic appeals and regulatory focus on investment behaviors,” J. Bus. Res., vol. 164, p. 114039, Sep. 2023, doi: 10.1016/J.JBUSRES.2023.114039.

V. Andries and J. Robertson, “Alexa doesn’t have that many feelings: Children’s understanding of AI through interactions with smart speakers in their homes,” Comput. Educ. Artif. Intell., vol. 5, p. 100176, Jan. 2023, doi: 10.1016/J.CAEAI.2023.100176.

A. B. L. C. A. P. R. S. Amon Rapp, Arianna Boldi, Lorenzo Curti, Alessandro Perrucci, and Rossana Simeoni, “How Do People Ascribe Humanness to Chatbots? An Analysis of Real-World Human-Agent Interactions and a Theoretical Model of Humanness,” Aug. 2023.

C. E. Schillaci, L. M. de Cosmo, L. Piper, M. Nicotra, and G. Guido, “Anthropomorphic chatbots’ for future healthcare services: Effects of personality, gender, and roles on source credibility, user satisfaction, and intention to use,” Technol. Forecast. Soc. Change, vol. 199, p. 123025, Feb. 2024, doi: 10.1016/J.TECHFORE.2023.123025.

X. Ma and Y. Huo, “Are users willing to embrace ChatGPT? Exploring the factors on the acceptance of chatbots from the perspective of AIDUA framework,” Technol. Soc., vol. 75, p. 102362, Nov. 2023, doi: 10.1016/J.TECHSOC.2023.102362.

S. Lee, G. Park, and J. Chung, “Artificial emotions for charity collection: A serial mediation through perceived anthropomorphism and social presence,” Telemat. Informatics, vol. 82, p. 102009, Aug. 2023, doi: 10.1016/J.TELE.2023.102009.

D. Huang, D. G. Markovitch, and R. A. Stough, “Can chatbot customer service match human service agents on customer satisfaction? An investigation in the role of trust,” J. Retail. Consum. Serv., vol. 76, p. 103600, Jan. 2024, doi: 10.1016/J.JRETCONSER.2023.103600.

J. S. (Elaine) Lin and L. Wu, “Examining the psychological process of developing consumer-brand relationships through strategic use of social media brand chatbots,” Comput. Human Behav., vol. 140, p. 107488, Mar. 2023, doi: 10.1016/J.CHB.2022.107488.

B. Priya and V. Sharma, “Exploring users’ adoption intentions of intelligent virtual assistants in financial services: An anthropomorphic perspectives and socio-psychological perspectives,” Comput. Human Behav., vol. 148, p. 107912, Nov. 2023, doi: 10.1016/J.CHB.2023.107912.

Y. Xie, K. Zhu, P. Zhou, and C. Liang, “How does anthropomorphism improve human-AI interaction satisfaction: a dual-path model,” Comput. Human Behav., vol. 148, p. 107878, Nov. 2023, doi: 10.1016/J.CHB.2023.107878.

A. Janson, “How to leverage anthropomorphism for chatbot service interfaces: The interplay of communication style and personification,” Comput. Human Behav., vol. 149, p. 107954, Dec. 2023, doi: 10.1016/J.CHB.2023.107954.

T. Kim, O. K. D. Lee, and J. Kang, “Is it the best for barista robots to serve like humans? A multidimensional anthropomorphism perspective,” Int. J. Hosp. Manag., vol. 108, p. 103358, Jan. 2023, doi: 10.1016/J.IJHM.2022.103358.

A. Zogaj, P. M. Mähner, L. Yang, and D. K. Tscheulin, “It’s a Match! The effects of chatbot anthropomorphization and chatbot gender on consumer behavior,” J. Bus. Res., vol. 155, p. 113412, Jan. 2023, doi: 10.1016/J.JBUSRES.2022.113412.

P. X. Wang, S. Kim, and M. Kim, “Robot anthropomorphism and job insecurity: The role of social comparison,” J. Bus. Res., vol. 164, p. 114003, Sep. 2023, doi: 10.1016/J.JBUSRES.2023.114003.

S. E. Lee, N. Ju, and K. H. Lee, “Service chatbot: Co-citation and big data analysis toward a review and research agenda,” Technol. Forecast. Soc. Change, vol. 194, p. 122722, Sep. 2023, doi: 10.1016/J.TECHFORE.2023.122722.

E. Konya-Baumbach, M. Biller, and S. von Janda, “Someone out there? A study on the social presence of anthropomorphized chatbots,” Comput. Human Behav., vol. 139, p. 107513, Feb. 2023, doi: 10.1016/J.CHB.2022.107513.

Q. Zhou, B. Li, L. Han, and M. Jou, “Talking to a bot or a wall? How chatbots vs. human agents affect anticipated communication quality,” Comput. Human Behav., vol. 143, p. 107674, Jun. 2023, doi: 10.1016/J.CHB.2023.107674.

J. Lee and D. Lee, “User perception and self-disclosure towards an AI psychotherapy chatbot according to the anthropomorphism of its profile picture,” Telemat. Informatics, vol. 85, p. 102052, Nov. 2023, doi: 10.1016/J.TELE.2023.102052.

K. Wenker, “Who wrote this? How smart replies impact language and agency in the workplace,” Telemat. Informatics Reports, vol. 10, p. 100062, Jun. 2023, doi: 10.1016/J.TELER.2023.100062.

S. A. Bowen, “‘If it can be done, it will be done:’ AI Ethical Standards and a dual role for public relations,” Public Relat. Rev., vol. 50, no. 5, p. 102513, Dec. 2024, doi: 10.1016/J.PUBREV.2024.102513.

E. Abdelhalim, K. S. Anazodo, N. Gali, and K. Robson, “A framework of diversity, equity, and inclusion safeguards for chatbots,” Bus. Horiz., vol. 67, no. 5, pp. 487–498, Sep. 2024, doi: 10.1016/J.BUSHOR.2024.03.003.

Y. Cho, J. Park, J. Yoo, S. Kim, and H. Park, “A study on Gen-AI technology development trends to enhance small-medium sized enterprise digital competence and management quality,” J. Entrep. Emerg. Econ., vol. 17, no. 5, pp. 1193–1218, Jan. 2025, doi: 10.1108/JEEE-10-2024-0485.

A. Kumar, A. Shankar, A. Behl, D. Chakraborty, and R. R. Gundala, “Anthropomorphic generative AI chatbots for enhancing customer engagement, experience and recommendation,” J. Consum. Mark., vol. 42, no. 4, pp. 472–483, Nov. 2024, doi: 10.1108/JCM-06-2024-6922.

D. Folk, S. Yu, and E. Dunn, “Can Chatbots Ever Provide More Social Connection Than Humans?,” Collabra Psychol., vol. 10, no. 1, pp. 1–17, 2024, doi: 10.1525/collabra.117083.

Y. Wang, K. Sauka, and F. B. I. Situmeang, “Anthropomorphism and transparency interplay on consumer behaviour in generative AI-driven marketing communication,” J. Consum. Mark., vol. 42, no. 4, pp. 512–536, Nov. 2024, doi: 10.1108/JCM-04-2024-6806.

H. Řepová, P. Král, and J. Zouhar, “Atypical responses of job candidates in chatbot job interviews and their possible triggers,” Comput. Hum. Behav. Artif. Humans, vol. 2, no. 1, p. 100038, Jan. 2024, doi: 10.1016/J.CHBAH.2023.100038.

H. Chen, B. Shao, X. Yang, W. Kang, and W. Fan, “Avatars in live streaming commerce: The influence of anthropomorphism on consumers’ willingness to accept virtual live streamers,” Comput. Human Behav., vol. 156, p. 108216, Jul. 2024, doi: 10.1016/J.CHB.2024.108216.

Y. Sun, J. Chen, and S. S. Sundar, “Chatbot ads with a human touch: A test of anthropomorphism, interactivity, and narrativity,” J. Bus. Res., vol. 172, p. 114403, Feb. 2024, doi: 10.1016/J.JBUSRES.2023.114403.

B. W. Keating, R. Mulcahy, A. Riedel, A. Beatson, and K. Letheren, “Designing AI to elicit positive word-of-mouth in service recovery: The role of stress, anthropomorphism, and personal resources,” Int. J. Inf. Manage., vol. 84, p. 102916, Oct. 2025, doi: 10.1016/J.IJINFOMGT.2025.102916.

M. A. Babu, K. M. Yusuf, L. N. Eni, S. M. S. Jaman, and M. R. Sharmin, “ChatGPT and generation ‘Z’: A study on the usage rates of ChatGPT,” Soc. Sci. Humanit. Open, vol. 10, p. 101163, Jan. 2024, doi: 10.1016/J.SSAHO.2024.101163.

M. Abavisani, A. Khoshrou, S. Karbas Foroushan, and A. Sahebkar, “Chatting with artificial intelligence to combat antibiotic resistance: Opportunities and challenges,” Curr. Res. Biotechnol., vol. 7, p. 100197, Jan. 2024, doi: 10.1016/J.CRBIOT.2024.100197.

D. David, M. Hayotte, P. Thérouanne, F. d’Arripe-Longueville, and I. Milhabet, “Development and validation of a social robot anthropomorphism scale (SRA) in a french sample,” Int. J. Hum. Comput. Stud., vol. 162, p. 102802, Jun. 2022, doi: 10.1016/J.IJHCS.2022.102802.

J. Chen, M. Li, and J. Ham, “Different dimensions of anthropomorphic design cues: How visual appearance and conversational style influence users’ information disclosure tendency towards chatbots,” Int. J. Hum. Comput. Stud., vol. 190, p. 103320, Oct. 2024, doi: 10.1016/J.IJHCS.2024.103320.

J. Zhang, Q. Chen, J. Lu, X. Wang, L. Liu, and Y. Feng, “Emotional expression by artificial intelligence chatbots to improve customer satisfaction: Underlying mechanism and boundary conditions,” Tour. Manag., vol. 100, p. 104835, Feb. 2024, doi: 10.1016/J.TOURMAN.2023.104835.

J. Zhang, J. Lu, X. Wang, L. Liu, and Y. Feng, “Emotional expressions of care and concern by customer service chatbots: Improved customer attitudes despite perceived inauthenticity,” Decis. Support Syst., vol. 186, p. 114314, Nov. 2024, doi: 10.1016/J.DSS.2024.114314.

Y. Zhang, C. Radishian, S. Brunswicker, D. Whitenack, and D. W. Linna, “Empathetic Language in LLMs under Prompt Engineering: A Comparative Study in the Legal Field,” Procedia Comput. Sci., vol. 244, pp. 308–317, Jan. 2024, doi: 10.1016/J.PROCS.2024.10.204.

P. Budi Rahayu and H. Cangara, “Peran Artificial Intelligence dalam Transformasi Komunikasi Interpersonal: Peluang dan Tantangan di Era Digital,” 2024.

C. Zhai, S. Wibowo, and L. D. Li, “Evaluating the AI dialogue System’s intercultural, humorous, and empathetic dimensions in English language learning: A case study,” Comput. Educ. Artif. Intell., vol. 7, p. 100262, Dec. 2024, doi: 10.1016/J.CAEAI.2024.100262.

“Experimental study on the effect of adopting humanized and non-humanized chatbots on the factors measure the intensity of the user’s perceived trust in the Yellow September campaign,” Technol. Forecast. Soc. Change, vol. 204, p. 123414, Jul. 2024, doi: 10.1016/J.TECHFORE.2024.123414.

R. Bowman et al., “Exploring how politeness impacts the user experience of chatbots for mental health support,” Int. J. Hum. Comput. Stud., vol. 184, p. 103181, Apr. 2024, doi: 10.1016/J.IJHCS.2023.103181.

J. M, V. S. P, and N. Kryvinska, “Exploring the Chatbot usage intention-A mediating role of Chatbot initial trust,” Heliyon, vol. 10, no. 12, p. e33028, Jun. 2024, doi: 10.1016/J.HELIYON.2024.E33028.

Y. Xie, C. Liang, P. Zhou, and J. Zhu, “When should chatbots express humor? Exploring different influence mechanisms of humor on service satisfaction,” Comput. Human Behav., vol. 156, p. 108238, Jul. 2024, doi: 10.1016/J.CHB.2024.108238.

S. Sarraf, A. K. Kar, and M. Janssen, “How do system and user characteristics, along with anthropomorphism, impact cognitive absorption of chatbots – Introducing SUCCAST through a mixed methods study,” Decis. Support Syst., vol. 178, p. 114132, Mar. 2024, doi: 10.1016/J.DSS.2023.114132.

W. Liu, M. Jiang, W. Li, and J. Mou, “How does the anthropomorphism of AI chatbots facilitate users’ reuse intention in online health consultation services? The moderating role of disease severity,” Technol. Forecast. Soc. Change, vol. 203, p. 123407, Jun. 2024, doi: 10.1016/J.TECHFORE.2024.123407.

Y. Li, Y. Li, Q. Chen, and Y. Chang, “Humans as teammates: The signal of human–AI teaming enhances consumer acceptance of chatbots,” Int. J. Inf. Manage., vol. 76, p. 102771, Jun. 2024, doi: 10.1016/J.IJINFOMGT.2024.102771.

L. Anaya, A. Braizat, and R. Al-Ani, “Implementing AI-based Chatbot: Benefits and Challenges,” Procedia Comput. Sci., vol. 239, pp. 1173–1179, Jan. 2024, doi: 10.1016/J.PROCS.2024.06.284.

C. Zhou and Q. Chang, “Informational or emotional? Exploring the relative effects of chatbots’ self-recovery strategies on consumer satisfaction,” J. Retail. Consum. Serv., vol. 78, p. 103779, May 2024, doi: 10.1016/J.JRETCONSER.2024.103779.

J. Zhang, X. Lu, W. Zheng, and X. Wang, “It’s better than nothing: The influence of service failures on user reusage intention in AI chatbot,” Electron. Commer. Res. Appl., vol. 67, p. 101421, Sep. 2024, doi: 10.1016/J.ELERAP.2024.101421.

Y. Cheng, “Navigating vaccine misinformation: a study on users’ motivations, active communicative action and anti-misinformation behavior via chatbots,” Online Inf. Rev., vol. 49, no. 3, pp. 643–663, Dec. 2024, doi: 10.1108/OIR-07-2024-0425.

J. Baek and Y. Hwang, “Old tales, new tools: How AI chatbots and the metaverse are transforming premodern classical literature reading activities,” Int. J. Educ. Res., vol. 128, p. 102461, Jan. 2024, doi: 10.1016/J.IJER.2024.102461.

X. Yao and Y. Xi, “Pathways linking expectations for AI chatbots to loyalty: A moderated mediation analysis,” Technol. Soc., vol. 78, p. 102625, Sep. 2024, doi: 10.1016/J.TECHSOC.2024.102625.

A. Rese and P. Tränkner, “Perceived conversational ability of task-based chatbots – Which conversational elements influence the success of text-based dialogues?,” Int. J. Inf. Manage., vol. 74, p. 102699, Feb. 2024, doi: 10.1016/J.IJINFOMGT.2023.102699.

C. Stöhr, A. W. Ou, and H. Malmström, “Perceptions and usage of AI chatbots among students in higher education across genders, academic levels and fields of study,” Comput. Educ. Artif. Intell., vol. 7, p. 100259, Dec. 2024, doi: 10.1016/J.CAEAI.2024.100259.

J. Kayeser Fatima, M. I. Khan, S. Bahmannia, S. K. Chatrath, N. F. Dale, and R. Johns, “Rapport with a chatbot? The underlying role of anthropomorphism in socio-cognitive perceptions of rapport and e-word of mouth,” J. Retail. Consum. Serv., vol. 77, p. 103666, Mar. 2024, doi: 10.1016/J.JRETCONSER.2023.103666.

B. Carlinda, D. Bachri, A. J. Muthmainnah, C. Juliani, M. Qonitatunnajah, and W. P. Wicaksono, “SCOPING REVIEW: TEKNOLOGI BERBASIS ARTIFICIAL INTELLIGENCE DALAM MENCEGAH SUICIDE IDEATION GENERASI Z INDONESIA,” 2024.

X. Wei et al., “Societal impacts of chatbot and mitigation strategies for negative impacts: A large-scale qualitative survey of ChatGPT users,” Technol. Soc., vol. 77, p. 102566, Jun. 2024, doi: 10.1016/J.TECHSOC.2024.102566.

D. Scarpi, “Strangers or friends? Examining chatbot adoption in tourism through psychological ownership,” Tour. Manag., vol. 102, p. 104873, Jun. 2024, doi: 10.1016/J.TOURMAN.2023.104873.

G. Calahorra-Candao and M. J. Martín-de Hoyos, “The effect of anthropomorphism of virtual voice assistants on perceived safety as an antecedent to voice shopping,” Comput. Human Behav., vol. 153, p. 108124, Apr. 2024, doi: 10.1016/J.CHB.2023.108124.

M. G. Sindoni, “The femininization of AI-powered voice assistants: Personification, anthropomorphism and discourse ideologies,” Discourse, Context Media, vol. 62, p. 100833, Dec. 2024, doi: 10.1016/J.DCM.2024.100833.

N. Sfar, M. Sboui, and O. Baati, “The impact of chatbot anthropomorphism on customer experience and chatbot usage intention: a technology acceptance approach,” Int. J. Qual. Serv. Sci., vol. 17, no. 2, pp. 168–194, May 2025, doi: 10.1108/IJQSS-06-2024-0079.

C. Ferraro, V. Demsar, S. Sands, M. Restrepo, and C. Campbell, “The paradoxes of generative AI-enabled customer service: A guide for managers,” Bus. Horiz., vol. 67, no. 5, pp. 549–559, Sep. 2024, doi: 10.1016/J.BUSHOR.2024.04.013.

X. Wang and X. Qiu, “The positive effect of artificial intelligence technology transparency on digital endorsers: Based on the theory of mind perception,” J. Retail. Consum. Serv., vol. 78, p. 103777, May 2024, doi: 10.1016/J.JRETCONSER.2024.103777.

A. Polyportis and N. Pahos, “Navigating the perils of artificial intelligence: a focused review on ChatGPT and responsible research and innovation,” Humanit. Soc. Sci. Commun., vol. 11, no. 1, pp. 1–10, 2024, doi: 10.1057/s41599-023-02464-6.

A. Agnihotri and S. Bhattacharya, “Chatbots’ effectiveness in service recovery,” Int. J. Inf. Manage., vol. 76, p. 102679, Jun. 2024, doi: 10.1016/J.IJINFOMGT.2023.102679.

A. Aziki, H. Khinibilla, N. Ilahiane, A. Ourrani, and M. H. Fadili, “A theoretical exploration of how AI anthropomorphism influences chartered accountants’ acceptance,” Procedia Comput. Sci., vol. 257, pp. 1067–1072, Jan. 2025, doi: 10.1016/J.PROCS.2025.03.139.

A. Fošner and B. Aver, “AI chatbots in higher education: Students’ beliefs and concerns,” Sustain. Futur., vol. 9, p. 100734, Jun. 2025, doi: 10.1016/J.SFTR.2025.100734.

X. Guo and X. Wan, “AI-driven nudges: Influence of chatbot personas on consumer food choices,” Appetite, vol. 214, p. 108218, Oct. 2025, doi: 10.1016/J.APPET.2025.108218.

A. B. Herbener and M. F. Damholdt, “Are lonely youngsters turning to chatbots for companionship? The relationship between chatbot usage and social connectedness in Danish high-school students,” Int. J. Hum. Comput. Stud., vol. 196, p. 103409, Feb. 2025, doi: 10.1016/J.IJHCS.2024.103409.

J. Wang, “Artificial intelligence (AI) technology in destination advertising: The impact of video-based destination anthropomorphism on destination image,” J. Destin. Mark. Manag., vol. 35, p. 100966, Mar. 2025, doi: 10.1016/J.JDMM.2024.100966.

S. A. Teo, “Artificial intelligence, human vulnerability and multi-level resilience,” Comput. Law Secur. Rev., vol. 57, p. 106134, Jul. 2025, doi: 10.1016/J.CLSR.2025.106134.

Y. Zhu and X. Lu, “Being responsible or affable: Investigating the effects of AI error correction behaviors on user engagement,” Decis. Support Syst., p. 114542, Sep. 2025, doi: 10.1016/J.DSS.2025.114542.

K. Meng and J. J. Xiao, “Can ChatGPT relate to you? Exploring consumer satisfaction with AI-generated product advice through the lens of consumption values,” J. Retail. Consum. Serv., vol. 88, p. 104496, Jan. 2026, doi: 10.1016/J.JRETCONSER.2025.104496.

A. D. K. Silalahi, “Can generative artificial intelligence drive sustainable behavior? A consumer-adoption model for AI-driven sustainability recommendations,” Technol. Soc., vol. 83, p. 102995, Dec. 2025, doi: 10.1016/J.TECHSOC.2025.102995.

B. H. Wolfe et al., “Caregiving Artificial Intelligence Chatbot for Older Adults and Their Preferences, Well-Being, and Social Connectivity: Mixed-Method Study,” J. Med. Internet Res., vol. 27, Jan. 2025, doi: 10.2196/65776.

“Chatbots in education: Hype or help? A meta-analysis,” Learn. Individ. Differ., vol. 119, p. 102646, Apr. 2025, doi: 10.1016/J.LINDIF.2025.102646.

M. Laun et al., “Chatbots in education: Outperforming students but perceived as less trustworthy,” Contemp. Educ. Psychol., vol. 81, p. 102373, Jun. 2025, doi: 10.1016/J.CEDPSYCH.2025.102373.

S. Gomes, J. M. Lopes, and T. Trancoso, “Customer experience in digital transformation: the influence of intelligent chatbots toward a sustainable market,” Int. J. Innov. Sci., vol. 17, no. 4, pp. 803–823, May 2025, doi: 10.1108/IJIS-06-2024-0148.

M. K. Rahman, M. A. Hossain, N. A. Ismail, M. S. Hossen, and M. Sultana, “Determinants of students’ adoption of AI chatbots in higher education: the moderating role of tech readiness,” Interact. Technol. Smart Educ., vol. 22, no. 3, pp. 448–480, Apr. 2025, doi: 10.1108/ITSE-12-2024-0312.

M. Liu and H. Reinders, “Do AI chatbots impact motivation? Insights from a preliminary longitudinal study,” System, vol. 128, p. 103544, Feb. 2025, doi: 10.1016/J.SYSTEM.2024.103544.

R. Dewanti and R. B. Ikhsan, “Do chatbots support consumer performance? Investigating the role of E-lifestyle and anthropomorphism in the service industry,” Int. J. Inf. Manag. Data Insights, vol. 5, no. 1, p. 100339, Jun. 2025, doi: 10.1016/J.JJIMEI.2025.100339.

N. Alharbi, F. Ud Din, D. Paul, and E. Sadgrove, “Driving AI chatbot adoption: A systematic review of factors, barriers, and future research directions,” J. Open Innov. Technol. Mark. Complex., vol. 11, no. 3, p. 100590, Sep. 2025, doi: 10.1016/J.JOITMC.2025.100590.

M. Liu and X. Wu, “From pixels to action: Virtual influencers promoting pro-environmental behavior through anthropomorphism, credibility, and strategic messaging,” Comput. Human Behav., vol. 173, p. 108778, Dec. 2025, doi: 10.1016/J.CHB.2025.108778.

S. Scherr, B. Cao, L. C. Jiang, and T. Kobayashi, “Explaining the use of AI chatbots as context alignment: Motivations behind the use of AI chatbots across contexts and culture,” Comput. Human Behav., vol. 172, p. 108738, Nov. 2025, doi: 10.1016/J.CHB.2025.108738.

X. C. Le and T. H. Nguyen, “Exploring customer stickiness toward banking chatbots: Focus on agility capability and emotional receptivity,” Telemat. Informatics Reports, vol. 19, p. 100247, Sep. 2025, doi: 10.1016/J.TELER.2025.100247.

A.-K. Kleine, I. Schaffernak, and E. Lermer, “Exploring predictors of AI chatbot usage intensity among students: Within- and between-person relationships based on the technology acceptance model,” Comput. Hum. Behav. Artif. Humans, vol. 3, p. 100113, Mar. 2025, doi: 10.1016/J.CHBAH.2024.100113.

A. Tabassum, I. Ghaznavi, A. Abd-Alrazaq, and J. Qadir, “Exploring the Application of AI and Extended Reality Technologies in Metaverse-Driven Mental Health Solutions: Scoping Review,” J. Med. Internet Res., vol. 27, Jan. 2025, doi: 10.2196/72400.

W. Liu, Y. Huang, and X. Zhao, “Exploring the contingent effect of cultural tailoring of GenAI chatbots on multiethnic members’ disaster information seeking and preparation attitude: A cross-group comparison,” Int. J. Disaster Risk Reduct., vol. 126, p. 105639, Aug. 2025, doi: 10.1016/J.IJDRR.2025.105639.

S. Zhang, Y. Qian, Z. Yao, Z. Ni, and Y. Zhang, “From approach to avoidance: How AI agent cognitive and affective empathy elicits the uncanny valley effect,” Telemat. Informatics, vol. 101, p. 102313, Sep. 2025, doi: 10.1016/J.TELE.2025.102313.

M. Arce-Urriza, R. Chocarro, M. Cortiñas, and G. Marcos-Matás, “From familiarity to acceptance: The impact of Generative Artificial Intelligence on consumer adoption of retail chatbots,” J. Retail. Consum. Serv., vol. 84, p. 104234, May 2025, doi: 10.1016/J.JRETCONSER.2025.104234.

Y. Ibrahim and I. Hidayat-ur-Rehman, “From resistance to acceptance: the dynamics of educators’ intentions to use chatbots and the role of educators’ autocratic behaviour,” Asian Educ. Dev. Stud., vol. 14, no. 3, pp. 518–544, May 2025, doi: 10.1108/AEDS-06-2024-0134.

J. C. Madathil, “Generative AI advertisements and Human–AI collaboration: The role of humans as gatekeepers of humanity,” J. Retail. Consum. Serv., vol. 87, p. 104381, Oct. 2025, doi: 10.1016/J.JRETCONSER.2025.104381.

G. Q. I. Huang, I. K. A. Wong, C. J. Zhang, and Q. Liang, “Generative AI inspiration and hotel recommendation acceptance: Does anxiety over lack of transparency matter?,” Int. J. Hosp. Manag., vol. 126, p. 104112, Apr. 2025, doi: 10.1016/J.IJHM.2025.104112.

K. Mabwe, N. Aminu, S. H. Ivanov, and D. Dimov, “Generative artificial intelligence chatbots in investment decision-making: a phantom menace or a new hope?,” Foresight, vol. 27, no. 4, pp. 820–863, Feb. 2025, doi: 10.1108/FS-06-2024-0122.

R. Hao and C. Li, “How AI chatbots shape satisfactory experiences: A combined perspective of competence expansion and emotional extension,” Technol. Forecast. Soc. Change, vol. 212, p. 123979, Mar. 2025, doi: 10.1016/J.TECHFORE.2025.123979.

R. Liu, J. X. Hao, Y. Yu, and W. Shan, “Helpful or harmful? A curvilinear perspective on AI agent anthropomorphism in service failure tolerance,” J. Retail. Consum. Serv., vol. 85, p. 104299, Jul. 2025, doi: 10.1016/J.JRETCONSER.2025.104299.

C. Roselli, L. Lapomarda, and E. Datteri, “How culture modulates anthropomorphism in Human-Robot Interaction: A review,” Acta Psychol. (Amst)., vol. 255, p. 104871, May 2025, doi: 10.1016/J.ACTPSY.2025.104871.

Cover
Published
2025-12-26
How to Cite
Dyvani, M. (2025). Psychological Dynamics in Human Chatbot Interactions: A Grounded Theory Based Synthesis. Jurnal Profesi Insinyur Universitas Lampung, 6(2). https://doi.org/10.23960/jpi.v6n2.302