Skip to main content
Top
Published in:
Cover of the book

2021 | OriginalPaper | Chapter

Implicit Measures as a Useful Tool for Evaluating User Experience

Authors : Rossana Actis-Grosso, Roberta Capellini, Francesco Ghedin, Francesca Tassistro

Published in: Universal Access in Human-Computer Interaction. Design Methods and User Experience

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

With the increasing presence in our lives of interactive and technological items, the concept of “experience” becomes crucial in both the design and the evaluation phases. When aiming to measure such experience, researchers typically adopt self-report methodology. However, it has been established that also unconscious motives (i.e., emotions, implicit attitudes) - which people are not always aware of - need to be taken into account in understanding users’ perception, by means of indirect measures. The present study investigates the possibility of measuring UX by both implicit and explicit attitudes measures. In an experimental study (N = 36), we asked participants to evaluate a conversational chatbot prototype, which had the fictional goal of pre-selecting candidates for a job, and to fix a date for the job interview. We manipulated between-participants the chatbot’s gender (male vs. female) and the tone of voice (formal vs. informal). Explicit user experience’s evaluation (i.e., UEQ) and implicit attitudes towards the chatbot (i.e., IAT) were the dependent variables, as well as self-reported measures of chatbot’s efficacy and emotional experience. Our findings showed an implicit preference towards the informal version of the chatbot, as revealed by the IAT scores, whereas no differences emerged on explicit measures of the UEQ. Results are discussed in light of the effect of implicit attitudes on overall experience, and on the importance of comparing implicit and explicit measures, as well as objective usability measures, when evaluating the UX.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Alexander, M.G., Brewer, M.B., Herrmann, R.K.: Images and affect: a functional analysis of out-group stereotypes. J. Pers. Soc. Psychol. 77, 78–93 (1999)CrossRef Alexander, M.G., Brewer, M.B., Herrmann, R.K.: Images and affect: a functional analysis of out-group stereotypes. J. Pers. Soc. Psychol. 77, 78–93 (1999)CrossRef
go back to reference Anderson, J.R.: The moderating role of socially desirable responding in implicit–explicit attitudes toward asylum seekers. Int. J. Psychol. 54(1), 1–7 (2019)CrossRef Anderson, J.R.: The moderating role of socially desirable responding in implicit–explicit attitudes toward asylum seekers. Int. J. Psychol. 54(1), 1–7 (2019)CrossRef
go back to reference Araujo, T.: Living up to the chatbot hype: the influence of anthropomorphic design cues and communicative agency framing on conversational agent and company perceptions. Comput. Hum. Behav. 85, 183–189 (2018)CrossRef Araujo, T.: Living up to the chatbot hype: the influence of anthropomorphic design cues and communicative agency framing on conversational agent and company perceptions. Comput. Hum. Behav. 85, 183–189 (2018)CrossRef
go back to reference Brahnam, S., De Angeli, A.: Gender affordances of conversational agents. Interact. Comput. 24(3), 139–153 (2012)CrossRef Brahnam, S., De Angeli, A.: Gender affordances of conversational agents. Interact. Comput. 24(3), 139–153 (2012)CrossRef
go back to reference Brahnam, S.: Building character for artificial conversational agents: ethos, ethics, believability, and credibility. PsychNology J. 7(1) (2009) Brahnam, S.: Building character for artificial conversational agents: ethos, ethics, believability, and credibility. PsychNology J. 7(1) (2009)
go back to reference Capellini, R., Sacchi, S., Ricciardelli, P., Actis-Grosso, R.: Social threat and motor resonance: when a menacing outgroup delays motor response. Front. Psychol. 7, 1697 (2016)CrossRef Capellini, R., Sacchi, S., Ricciardelli, P., Actis-Grosso, R.: Social threat and motor resonance: when a menacing outgroup delays motor response. Front. Psychol. 7, 1697 (2016)CrossRef
go back to reference Ciardo, F., De Angelis, J., Marino, B.F., Actis-Grosso, R., Ricciardelli, P.: Social categorization and joint attention: interacting effects of age, sex, and social status. Acta Psychologica 212, 103223 (2021) Ciardo, F., De Angelis, J., Marino, B.F., Actis-Grosso, R., Ricciardelli, P.: Social categorization and joint attention: interacting effects of age, sex, and social status. Acta Psychologica 212, 103223 (2021)
go back to reference Ciardo, F., Marino, B.F., Actis-Grosso, R., Rossetti, A., Ricciardelli, P.: Face age modulates gaze following in young adults. Sci. Rep. 4(1), 1–7 (2014) Ciardo, F., Marino, B.F., Actis-Grosso, R., Rossetti, A., Ricciardelli, P.: Face age modulates gaze following in young adults. Sci. Rep. 4(1), 1–7 (2014)
go back to reference Ciechanowski, L., Przegalinska, A., Magnuski, M., Gloor, P.: In the shades of the uncanny valley: an experimental study of human–chatbot interaction. Futur. Gener. Comput. Syst. 92, 539–548 (2019)CrossRef Ciechanowski, L., Przegalinska, A., Magnuski, M., Gloor, P.: In the shades of the uncanny valley: an experimental study of human–chatbot interaction. Futur. Gener. Comput. Syst. 92, 539–548 (2019)CrossRef
go back to reference Cuddy, A.J., Fiske, S.T., Glick, P.: Warmth and competence as universal dimensions of social perception: the stereotype content model and the BIAS map. Adv. Exp. Soc. Psychol. 40, 61–149 (2008)CrossRef Cuddy, A.J., Fiske, S.T., Glick, P.: Warmth and competence as universal dimensions of social perception: the stereotype content model and the BIAS map. Adv. Exp. Soc. Psychol. 40, 61–149 (2008)CrossRef
go back to reference De Angeli, A., Brahnam, S.: I hate you! Disinhibition with virtual partners. Interact. Comput. 20(3), 302–310 (2008)CrossRef De Angeli, A., Brahnam, S.: I hate you! Disinhibition with virtual partners. Interact. Comput. 20(3), 302–310 (2008)CrossRef
go back to reference De Angeli, A., Johnson, G.I., Coventry, L.: The unfriendly user: exploring social reactions to chatterbots. In: Proceedings of the International Conference on Affective Human Factors Design, London, pp. 467–474 (2001) De Angeli, A., Johnson, G.I., Coventry, L.: The unfriendly user: exploring social reactions to chatterbots. In: Proceedings of the International Conference on Affective Human Factors Design, London, pp. 467–474 (2001)
go back to reference Dimofte, C.V.: Implicit measures of consumer cognition: a review. Psychol. Mark. 27(10), 921–937 (2010)CrossRef Dimofte, C.V.: Implicit measures of consumer cognition: a review. Psychol. Mark. 27(10), 921–937 (2010)CrossRef
go back to reference Eagly, A.H., Mladinic, A.: Gender stereotypes and attitudes toward women and men. Pers. Soc. Psychol. Bull. 15(4), 543–558 (1989)CrossRef Eagly, A.H., Mladinic, A.: Gender stereotypes and attitudes toward women and men. Pers. Soc. Psychol. Bull. 15(4), 543–558 (1989)CrossRef
go back to reference Edwards, A., Edwards, C., Spence, P.R., Harris, C., Gambino, A.: Robots in the classroom: differences in students’ perceptions of credibility and learning between “teacher as robot” and “robot as teacher.” Comput. Hum. Behav. 65, 627–634 (2016)CrossRef Edwards, A., Edwards, C., Spence, P.R., Harris, C., Gambino, A.: Robots in the classroom: differences in students’ perceptions of credibility and learning between “teacher as robot” and “robot as teacher.” Comput. Hum. Behav. 65, 627–634 (2016)CrossRef
go back to reference Edwards, C., Edwards, A., Spence, P.R., Shelton, A.K.: Is that a bot running the social media feed? Testing the differences in perceptions of communication quality for a human agent and a bot agent on Twitter. Comput. Hum. Behav. 33, 372–376 (2014)CrossRef Edwards, C., Edwards, A., Spence, P.R., Shelton, A.K.: Is that a bot running the social media feed? Testing the differences in perceptions of communication quality for a human agent and a bot agent on Twitter. Comput. Hum. Behav. 33, 372–376 (2014)CrossRef
go back to reference Edwards, V.J., Spence, J.T.: Gender-related traits, stereotypes, and schemata. J. Pers. Soc. Psychol. 53(1), 146 (1987)CrossRef Edwards, V.J., Spence, J.T.: Gender-related traits, stereotypes, and schemata. J. Pers. Soc. Psychol. 53(1), 146 (1987)CrossRef
go back to reference Epley, N., Waytz, A., Cacioppo, J.T.: On seeing human: a three-factor theory of anthropomorphism. Psychol. Rev. 114(4), 864 (2007)CrossRef Epley, N., Waytz, A., Cacioppo, J.T.: On seeing human: a three-factor theory of anthropomorphism. Psychol. Rev. 114(4), 864 (2007)CrossRef
go back to reference Etemad-Sajadi, R., Ghachem, L.: The impact of hedonic and utilitarian value of online avatars on e-service quality. Comput. Hum. Behav. 52, 81–86 (2015)CrossRef Etemad-Sajadi, R., Ghachem, L.: The impact of hedonic and utilitarian value of online avatars on e-service quality. Comput. Hum. Behav. 52, 81–86 (2015)CrossRef
go back to reference Feine, J., Gnewuch, U., Morana, S., Maedche, A.: A taxonomy of social cues for conversational agents. Int. J. Hum Comput Stud. 132, 138–161 (2019)CrossRef Feine, J., Gnewuch, U., Morana, S., Maedche, A.: A taxonomy of social cues for conversational agents. Int. J. Hum Comput Stud. 132, 138–161 (2019)CrossRef
go back to reference Greenwald, A.G., Banaji, M.R.: Implicit social cognition: attitudes, self-esteem, and stereotypes. Psychol. Rev. 102(1), 4–27 (1995)CrossRef Greenwald, A.G., Banaji, M.R.: Implicit social cognition: attitudes, self-esteem, and stereotypes. Psychol. Rev. 102(1), 4–27 (1995)CrossRef
go back to reference Greenwald, A.G., McGhee, D.E., Schwartz, J.L.: Measuring individual differences in implicit cognition: the implicit association test. J. Pers. Soc. Psychol. 74(6), 1464 (1998)CrossRef Greenwald, A.G., McGhee, D.E., Schwartz, J.L.: Measuring individual differences in implicit cognition: the implicit association test. J. Pers. Soc. Psychol. 74(6), 1464 (1998)CrossRef
go back to reference Haberman, J., Whitney, D.: Rapid extraction of mean emotion and gender from sets of faces. Curr. Biol. 17(17), R751–R753 (2007)CrossRef Haberman, J., Whitney, D.: Rapid extraction of mean emotion and gender from sets of faces. Curr. Biol. 17(17), R751–R753 (2007)CrossRef
go back to reference Hasler, B.S., Tuchman, P., Friedman, D.: Virtual research assistants: replacing human interviewers by automated avatars in virtual worlds. Comput. Hum. Behav. 29(4), 1608–1616 (2013)CrossRef Hasler, B.S., Tuchman, P., Friedman, D.: Virtual research assistants: replacing human interviewers by automated avatars in virtual worlds. Comput. Hum. Behav. 29(4), 1608–1616 (2013)CrossRef
go back to reference Hung, S.M., Nieh, C.H., Hsieh, P.J.: Unconscious processing of facial attractiveness: invisible attractive faces orient visual attention. Sci. Rep. 6(1), 1–8 (2016)CrossRef Hung, S.M., Nieh, C.H., Hsieh, P.J.: Unconscious processing of facial attractiveness: invisible attractive faces orient visual attention. Sci. Rep. 6(1), 1–8 (2016)CrossRef
go back to reference Karpinski, A., Steinman, R.B.: The single category implicit association test as a measure of implicit social cognition. J. Pers. Soc. Psychol. 91(1), 16 (2006)CrossRef Karpinski, A., Steinman, R.B.: The single category implicit association test as a measure of implicit social cognition. J. Pers. Soc. Psychol. 91(1), 16 (2006)CrossRef
go back to reference Kim, Y., Sundar, S.S.: Anthropomorphism of computers: Is it mindful or mindless? Comput. Hum. Behav. 28(1), 241–250 (2012)CrossRef Kim, Y., Sundar, S.S.: Anthropomorphism of computers: Is it mindful or mindless? Comput. Hum. Behav. 28(1), 241–250 (2012)CrossRef
go back to reference Nass, C., Moon, Y.: Machines and mindlessness: Social responses to computers. J. Soc. Issues 56(1), 81–103 (2000)CrossRef Nass, C., Moon, Y.: Machines and mindlessness: Social responses to computers. J. Soc. Issues 56(1), 81–103 (2000)CrossRef
go back to reference Nass, C., Moon, Y., Carney, P.: Are people polite to computers? Responses to computer-based interviewing systems. J. Appl. Soc. Psychol. 29(5), 1093–1110 (1999)CrossRef Nass, C., Moon, Y., Carney, P.: Are people polite to computers? Responses to computer-based interviewing systems. J. Appl. Soc. Psychol. 29(5), 1093–1110 (1999)CrossRef
go back to reference Nass, C., Moon, Y., Green, N.: Are machines gender neutral? Gender-stereotypic responses to computers with voices. J. Appl. Soc. Psychol. 27(10), 864–876 (1997)CrossRef Nass, C., Moon, Y., Green, N.: Are machines gender neutral? Gender-stereotypic responses to computers with voices. J. Appl. Soc. Psychol. 27(10), 864–876 (1997)CrossRef
go back to reference Nass, C., Steuer, J.: Voices, boxes, and sources of messages: Computers and social actors. Hum. Commun. Res. 19(4), 504–527 (1993)CrossRef Nass, C., Steuer, J.: Voices, boxes, and sources of messages: Computers and social actors. Hum. Commun. Res. 19(4), 504–527 (1993)CrossRef
go back to reference Nevid, J.S.: Introduction to the special issue: implicit measures of consumer response—the search for the holy grail of marketing research. Psychol. Mark. 27(10), 913–920 (2010)CrossRef Nevid, J.S.: Introduction to the special issue: implicit measures of consumer response—the search for the holy grail of marketing research. Psychol. Mark. 27(10), 913–920 (2010)CrossRef
go back to reference Osgood, C.E.: The nature and measurement of meaning. Psychol. Bull. 49(3), 197 (1952)CrossRef Osgood, C.E.: The nature and measurement of meaning. Psychol. Bull. 49(3), 197 (1952)CrossRef
go back to reference Pickard, M.D., Roster, C.A., Chen, Y.: Revealing sensitive information in personal interviews: is self-disclosure easier with humans or avatars and under what conditions? Comput. Hum. Behav. 65, 23–30 (2016)CrossRef Pickard, M.D., Roster, C.A., Chen, Y.: Revealing sensitive information in personal interviews: is self-disclosure easier with humans or avatars and under what conditions? Comput. Hum. Behav. 65, 23–30 (2016)CrossRef
go back to reference Reeves, B., Nass, C.: The Media Equation: How People Treat Computers, Television, and New Media Like Real People. Cambridge University Press, Cambridge (1996) Reeves, B., Nass, C.: The Media Equation: How People Treat Computers, Television, and New Media Like Real People. Cambridge University Press, Cambridge (1996)
go back to reference Talaska, C.A., Fiske, S.T., Chaiken, S.: Legitimating racial discrimination: emotions, not beliefs, best predict discrimination in a meta-analysis. Soc. Just Res. 21, 263–296 (2008)CrossRef Talaska, C.A., Fiske, S.T., Chaiken, S.: Legitimating racial discrimination: emotions, not beliefs, best predict discrimination in a meta-analysis. Soc. Just Res. 21, 263–296 (2008)CrossRef
go back to reference Tuch, N., Roth, P.S., Hornbæk, K., Opwis, K., Bargas-Avila, J.A.: Is beautiful really usable? Toward understanding the relation between usability, aesthetics, and affect in HCI. Comput. Hum. Behav. 28, 1596–1607 (2012)CrossRef Tuch, N., Roth, P.S., Hornbæk, K., Opwis, K., Bargas-Avila, J.A.: Is beautiful really usable? Toward understanding the relation between usability, aesthetics, and affect in HCI. Comput. Hum. Behav. 28, 1596–1607 (2012)CrossRef
go back to reference Verhagen, T., van Nes, J., Feldberg, F., van Dolen, W.: Virtual customer service agents: using social presence and personalization to shape online service encounters. J. Comput.-Mediat. Commun. 19(3), 529–545 (2014)CrossRef Verhagen, T., van Nes, J., Feldberg, F., van Dolen, W.: Virtual customer service agents: using social presence and personalization to shape online service encounters. J. Comput.-Mediat. Commun. 19(3), 529–545 (2014)CrossRef
go back to reference Wilson, T.D., Lindsey, S., Schooler, T.Y.: A model of dual attitudes. Psychol. Rev. 107(1), 101–126 (2000)CrossRef Wilson, T.D., Lindsey, S., Schooler, T.Y.: A model of dual attitudes. Psychol. Rev. 107(1), 101–126 (2000)CrossRef
go back to reference Wittenbrink, B., Schwarz, N. (eds.): Implicit Measures of Attitudes. Guilford Press (2007) Wittenbrink, B., Schwarz, N. (eds.): Implicit Measures of Attitudes. Guilford Press (2007)
go back to reference Yan, Z., Schmidt, S.N., Saur, S., Kirsch, P., Mier, D.: The effect of ethnicity and team membership on face processing: a cultural neuroscience perspective. Soc. Cogn. Affect. Neurosci. 14(9), 1017–1025 (2019)CrossRef Yan, Z., Schmidt, S.N., Saur, S., Kirsch, P., Mier, D.: The effect of ethnicity and team membership on face processing: a cultural neuroscience perspective. Soc. Cogn. Affect. Neurosci. 14(9), 1017–1025 (2019)CrossRef
Metadata
Title
Implicit Measures as a Useful Tool for Evaluating User Experience
Authors
Rossana Actis-Grosso
Roberta Capellini
Francesco Ghedin
Francesca Tassistro
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-78092-0_1