Skip to main content
Top
Published in: Journal of the Academy of Marketing Science 5/2023

24-12-2022 | Original Empirical Research

Friend or foe? Can anthropomorphizing self-tracking devices backfire on marketers and consumers?

Authors: Lane Peterson Fronczek, Martin Mende, Maura L. Scott, Gergana Y. Nenkov, Anders Gustafsson

Published in: Journal of the Academy of Marketing Science | Issue 5/2023

Log in

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

search-config
loading …

Abstract

Self-quantification, with the promise of motivating consumers to engage in health behaviors through measuring their performance, is a popular trend amongst consumers. Despite the economic impact of self-tracking technologies, consumers’ experiences with self-tracking devices and corresponding consequences for firms remain understudied. Six studies examine how the popular marketing tactic of anthropomorphization influences (a) consumers’ favorability towards wearable tracking devices, (b) their health motivation, and (c) their health behavior (number of steps taken) over time. The authors uncover a novel dynamic effect of anthropomorphism, such that with use, the initially positive evaluations of anthropomorphized (vs. non-anthropomorphized) devices decrease, and (contrary to prior literature), anthropomorphized devices are not favored. Importantly, health motivation and health behaviors are also reduced over time with the use of an anthropomorphized (vs. non-anthropomorphized) wearable device. This decrease occurs because anthropomorphized devices reduce the wearers’ perceived autonomy, which in turn, reduces their health motivation and health behavior. However, customizing the anthropomorphized device (by setting a customized goal or by monitoring a greater number of health-related indicators) can mitigate its negative effects. These findings provide novel insights to marketing scholars and managers, by suggesting that anthropomorphism can be a successful short-term selling strategy, but over time, it can have unintended consequences for both firms and consumers.

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 "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!

Appendix
Available only for authorised users
Footnotes
1
Parentheses denote that an exact match is required (e.g., [fitness tracker] means the ad will appear if and only if the two words entered are fitness tracker). Fitness tracker was the most clicked on keyword.
 
2
This study had an overall click through rate of .28%, which is consistent with other studies (e.g., .20% click-through rate; Winterich et al., 2019).
 
3
Fifty-nine participants began the study, but only 43 participants participated in wearing the activity tracker for the duration of the study. In the final sample, there were 21 participants in the control condition and 22 participants in the anthropomorphism condition.
 
4
All studies control for age and gender based on their influence on health behaviors (Bender and Derby 1992; Cole and Gaeth 1990; Mathios 1996; Nayga 1997). Adjusted means are reported in the body text; Web Appendix B provides adjusted means (SEs) and raw means (SDs). Patterns hold with and without control variables. We discuss control variables in the body text when they are significant. Furthermore, at the end of the methods section, we report a single paper meta-analysis without any control variables.
 
5
Because research suggests that consumers may differ in their tendency to anthropomorphize (e.g., Cullen et al., 2014), we include a corresponding measure in this study (Waytz et al., 2010). In this model, for exploratory purposes, we examined the effects of activity tracker type and tendency to anthropomorphize on health motivation, and we found a significant interaction (F(1, 37) = 8.05, p = .007). (There was no tendency to anthropomorphize main effect; F < 1, p = .50). The significant interaction showed that consumers with a higher tendency to anthropomorphize (+ 1SD) had significantly lower health motivation with an anthropomorphized tracker (M = 4.81; p = .02), whereas those with lower tendency to anthropomorphize (-1SD) were relatively unaffected. This insight provides additional support for our theorizing that anthropomorphizing activity trackers reduces health motivation, because the effects are stronger for people with greater tendency to anthropomorphize products.
 
6
The majority of participants did not report their steps taken. The number of participants consistently reporting their steps was not different by condition (12 in the anthropomorphism condition, 13 in the control condition). Based on the responses we did receive, we calculated the average daily steps taken; the steps taken are directionally consistent with our hypothesis (Manthro = 11,626.36, Mcontrol = 12,673.11). That is, participants in the anthropomorphism condition took 1,046 fewer steps on average than those in the control condition, consistent with the health motivation variable results.
 
7
Across two back-to-back class periods, we randomized conditions by seating row within each session (i.e., in each session, participants were randomly assigned to either of the two experimental conditions). We controlled for class period in all analyses. Four students reported taking 0 steps during the experiment and were excluded from analyses.
 
8
Product evaluation and health motivation analyses controlled for age, gender, class period, name recall, and whether another activity tracker was also used during the study period. For post-usage evaluations, wearing another tracker was significant F(1, 53) = 6.16, p = .02). For actual health motivation, tracker name recall was significant F(1, 53) = 7.38, p < .01).
 
9
Across two back-to-back class periods in the fall, and one class period in the spring, we randomized conditions by seating row within each session (i.e., in each session, participants were randomly assigned to the experimental conditions). We controlled for class period in all analyses. One hundred and twenty-three participants participated in Day 1, but only 110 participants completed the study. Three participants indicated they had a disability or medical issue that prevented them from walking long distances or exercising and were excluded from analyses.
 
10
We further discuss this unexpected result in Limitations and Future Research.
 
11
There was one outlier who reported taking over 70,000 steps on Day 1 (more than nine SDs from the mean) and was removed from the analysis. When this participant is included in the analysis, the difference in steps taken on Day 1 becomes marginal (MAnthro = 3223.20, MControl = 6541.82; F(1, 99) = 3.39, p = .07, η2 = .03). Twelve participants did not report their steps taken on Day 1, and six participants did not indicate how memorable the tracker was, and their values were mean substituted.
 
12
The 12 participants that did not indicate their steps data were equally distributed across conditions (6 in the control and 6 in the anthropomorphism condition). When excluding these participants from the analysis, instead of mean substituting, there were no differences in the number of steps taken between those in the anthropomorphism and control conditions (F(1, 86) = .32, p = .57).
 
13
We also tested for mediation with two other DVs (Day 1 steps only and Day 1 and Day 2 combined steps). The indirect effect is not significant for the Day 1 steps DV (b = -134.0659, SE = 195.4170, 90% CI = -480.7976, 147.0399), or the combined steps DV (b = -424.5191, SE = 369.7382, 90% CI = -1106.2656, 58.1707). Please see Web Appendix C for full details of the mediation model.
 
14
We thank one of the anonymous reviewers for this recommendation for the non-anthropomorphized condition.
 
15
We did not include the Follow-Up Study in the meta-analysis because the independent variable, tendency to anthropomorphize, was measured, not manipulated, as in the other studies.
 
16
For completeness, we note that results were consistent when analyzed in a SPM with standardized steps from Studies 1, 2, 3, and 4 (estimate = -.3620, SE = .1133, z = -3.20, p = .0006).
 
Literature
go back to reference Abrahamse, W., Steg, L., Vlek, C., & Rothengatter, T. (2005). A review of intervention studies aimed at household energy conservation. Journal of Environmental Psychology, 25(3), 273–291.CrossRef Abrahamse, W., Steg, L., Vlek, C., & Rothengatter, T. (2005). A review of intervention studies aimed at household energy conservation. Journal of Environmental Psychology, 25(3), 273–291.CrossRef
go back to reference Aggarwal, P., & McGill, A. L. (2007). Is that car smiling at me? Schema congruity as a basis for evaluating anthropomorphized products. Journal of Consumer Research, 34(4), 468–479.CrossRef Aggarwal, P., & McGill, A. L. (2007). Is that car smiling at me? Schema congruity as a basis for evaluating anthropomorphized products. Journal of Consumer Research, 34(4), 468–479.CrossRef
go back to reference Andrews, J. C., Netemeyer, R. G., & Burton, S. (2009). The nutrition elite: Do only the highest levels of caloric knowledge, obesity knowledge, and motivation matter in processing nutrition ad claims and disclosures? Journal of Public Policy & Marketing, 28(1), 41–55. Andrews, J. C., Netemeyer, R. G., & Burton, S. (2009). The nutrition elite: Do only the highest levels of caloric knowledge, obesity knowledge, and motivation matter in processing nutrition ad claims and disclosures? Journal of Public Policy & Marketing, 28(1), 41–55.
go back to reference Attig, C., & Franke, T. (2020). Abandonment of personal quantification: A review and empirical study investigating reasons for wearable activity tracking attrition. Computers in Human Behavior, 102, 223–237.CrossRef Attig, C., & Franke, T. (2020). Abandonment of personal quantification: A review and empirical study investigating reasons for wearable activity tracking attrition. Computers in Human Behavior, 102, 223–237.CrossRef
go back to reference Austin, J. T., & Vancouver, J. B. (1996). Goal constructs in psychology: Structure, process, and content. Psychological Bulletin, 120(3), 338.CrossRef Austin, J. T., & Vancouver, J. B. (1996). Goal constructs in psychology: Structure, process, and content. Psychological Bulletin, 120(3), 338.CrossRef
go back to reference Bagozzi, R. P., & Dholakia, U. (1999). Goal setting and goal striving in consumer behavior. Journal of Marketing, 63(4_suppl1), 19–32. Bagozzi, R. P., & Dholakia, U. (1999). Goal setting and goal striving in consumer behavior. Journal of Marketing, 63(4_suppl1), 19–32.
go back to reference Baker, D. A. (2020). Four ironies of self-quantification: Wearable technologies and the quantified self. Science and Engineering Ethics, 26(3), 1477–1498.CrossRef Baker, D. A. (2020). Four ironies of self-quantification: Wearable technologies and the quantified self. Science and Engineering Ethics, 26(3), 1477–1498.CrossRef
go back to reference Bender, M. M., & Derby, B. M. (1992). Prevalence of reading nutrition and ingredient information on food labels among adult americans: 1982–1988. Journal of Nutrition Education, 24(6), 292–297.CrossRef Bender, M. M., & Derby, B. M. (1992). Prevalence of reading nutrition and ingredient information on food labels among adult americans: 1982–1988. Journal of Nutrition Education, 24(6), 292–297.CrossRef
go back to reference Bidargaddi, N., Almirall, D., Murphy, S., Nahum-Shani, I., Kovalcik, M., Pituch, T., et al. (2018). To prompt or not to prompt? A microrandomized trial of time-varying push notifications to increase proximal engagement with a mobile health app. JMIR mHealth and uHealth, 6(11), e10123.CrossRef Bidargaddi, N., Almirall, D., Murphy, S., Nahum-Shani, I., Kovalcik, M., Pituch, T., et al. (2018). To prompt or not to prompt? A microrandomized trial of time-varying push notifications to increase proximal engagement with a mobile health app. JMIR mHealth and uHealth, 6(11), e10123.CrossRef
go back to reference Bol, N., Høie, N. M., Nguyen, M. H., & Smit, E. S. (2019). Customization in mobile health apps: Explaining effects on physical activity intentions by the need for autonomy. Digital Health, 5, 2055207619888074.CrossRef Bol, N., Høie, N. M., Nguyen, M. H., & Smit, E. S. (2019). Customization in mobile health apps: Explaining effects on physical activity intentions by the need for autonomy. Digital Health, 5, 2055207619888074.CrossRef
go back to reference Canhoto, A. I., & Arp, S. (2017). Exploring the factors that support adoption and sustained use of health and fitness wearables. Journal of Marketing Management, 33(1–2), 32–60c. Canhoto, A. I., & Arp, S. (2017). Exploring the factors that support adoption and sustained use of health and fitness wearables. Journal of Marketing Management, 33(1–2), 32–60c.
go back to reference Chandler, J., & Schwarz, N. (2010). Use does not wear ragged the fabric of friendship: Thinking of objects as alive makes people less willing to replace them. Journal of Consumer Psychology, 20(2), 138–145.CrossRef Chandler, J., & Schwarz, N. (2010). Use does not wear ragged the fabric of friendship: Thinking of objects as alive makes people less willing to replace them. Journal of Consumer Psychology, 20(2), 138–145.CrossRef
go back to reference Chandy, R. K., Venkataramani Johar, G., Moorman, C., & Roberts, J. H. (2021). Call for papers: Journal of marketing special issue: Better marketing for a better. World, 85(3), 1–9. Chandy, R. K., Venkataramani Johar, G., Moorman, C., & Roberts, J. H. (2021). Call for papers: Journal of marketing special issue: Better marketing for a better. World, 85(3), 1–9.
go back to reference Charitsis, V., Yngfalk, A. F., & Skålén, P. (2019). ‘Made to run’: Biopolitical marketing and the making of the self-quantified runner. Marketing Theory, 19(3), 347–366.CrossRef Charitsis, V., Yngfalk, A. F., & Skålén, P. (2019). ‘Made to run’: Biopolitical marketing and the making of the self-quantified runner. Marketing Theory, 19(3), 347–366.CrossRef
go back to reference Chartrand, T. L., Fitzsimons, G. M., & Fitzsimons, G. J. (2008). Automatic effects of anthropomorphized objects on behavior. Social Cognition, 26(2), 198–209.CrossRef Chartrand, T. L., Fitzsimons, G. M., & Fitzsimons, G. J. (2008). Automatic effects of anthropomorphized objects on behavior. Social Cognition, 26(2), 198–209.CrossRef
go back to reference Chintagunta, P., & Labroo, A. A. (2020). It’s about time: A call for more longitudinal consumer research insights. Journal of the Association for Consumer Research, 5(3), 240–247.CrossRef Chintagunta, P., & Labroo, A. A. (2020). It’s about time: A call for more longitudinal consumer research insights. Journal of the Association for Consumer Research, 5(3), 240–247.CrossRef
go back to reference Clawson, J., Pater, J. A., Miller, A. D., Mynatt, E. D., & Mamykina, L. (2015). No longer wearing: Investigating the abandonment of personal health-tracking technologies on craigslist. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing – UbiComp ’15 (pp. 647–658). Presented at the 2015 ACM International Joint Conference, Osaka, Japan: ACM Press. Clawson, J., Pater, J. A., Miller, A. D., Mynatt, E. D., & Mamykina, L. (2015). No longer wearing: Investigating the abandonment of personal health-tracking technologies on craigslist. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing – UbiComp ’15 (pp. 647–658). Presented at the 2015 ACM International Joint Conference, Osaka, Japan: ACM Press.
go back to reference Cole, C. A., & Gaeth, G. J. (1990). Cognitive and age-related differences in the ability to use nutritional information in a complex environment. Journal of Marketing Research, 27(2), 175–184.CrossRef Cole, C. A., & Gaeth, G. J. (1990). Cognitive and age-related differences in the ability to use nutritional information in a complex environment. Journal of Marketing Research, 27(2), 175–184.CrossRef
go back to reference Costa Figueiredo, M., Caldeira, C., Eikey, E. V., Mazmanian, M., & Chen, Y. (2018). Engaging with health data: The interplay between self-tracking activities and emotions in fertility struggles. Proceedings of the ACM on Human-Computer Interaction, 2(CSCW), 1–20. Costa Figueiredo, M., Caldeira, C., Eikey, E. V., Mazmanian, M., & Chen, Y. (2018). Engaging with health data: The interplay between self-tracking activities and emotions in fertility struggles. Proceedings of the ACM on Human-Computer Interaction, 2(CSCW), 1–20.
go back to reference Cullen, H., Kanai, R., Bahrami, B., & Rees, G. (2014). Individual differences in anthropomorphic attributions and human brain structure. Social Cognitive and Affective Neuroscience, 9(9), 1276–1280.CrossRef Cullen, H., Kanai, R., Bahrami, B., & Rees, G. (2014). Individual differences in anthropomorphic attributions and human brain structure. Social Cognitive and Affective Neuroscience, 9(9), 1276–1280.CrossRef
go back to reference Deci, E. L., & Ryan, R. M. (1985). The general causality orientations scale: Self-determination in personality. Journal of Research in Personality, 19(2), 109–134.CrossRef Deci, E. L., & Ryan, R. M. (1985). The general causality orientations scale: Self-determination in personality. Journal of Research in Personality, 19(2), 109–134.CrossRef
go back to reference Deci, E. L., & Ryan, R. M. (2012). Self-determination theory. Handbook of Theories of Social Psychology (Vol. 1, pp. 416–436). Sage Publications Ltd.CrossRef Deci, E. L., & Ryan, R. M. (2012). Self-determination theory. Handbook of Theories of Social Psychology (Vol. 1, pp. 416–436). Sage Publications Ltd.CrossRef
go back to reference Delbaere, M., McQuarrie, E. F., & Phillips, B. J. (2011). Personification in advertising. Journal of Advertising, 40(1), 121–130.CrossRef Delbaere, M., McQuarrie, E. F., & Phillips, B. J. (2011). Personification in advertising. Journal of Advertising, 40(1), 121–130.CrossRef
go back to reference Dickinson, L. (1995). Autonomy and motivation a literature review. System, 23(2), 165–174.CrossRef Dickinson, L. (1995). Autonomy and motivation a literature review. System, 23(2), 165–174.CrossRef
go back to reference Dontje, M. L., de Groot, M., Lengton, R. R., van der Schans, C. P., & Krijnen, W. P. (2015). Measuring steps with the fitbit activity tracker: An inter-device reliability study. Journal of Medical Engineering & Technology, 39(5), 286–290.CrossRef Dontje, M. L., de Groot, M., Lengton, R. R., van der Schans, C. P., & Krijnen, W. P. (2015). Measuring steps with the fitbit activity tracker: An inter-device reliability study. Journal of Medical Engineering & Technology, 39(5), 286–290.CrossRef
go back to reference Dooley, E. E., Golaszewski, N. M., & Bartholomew, J. B. (2017). Estimating accuracy at exercise intensities: A comparative study of self-monitoring heart rate and physical activity wearable devices. JMIR mHealth and uHealth, 5(3), e7043.CrossRef Dooley, E. E., Golaszewski, N. M., & Bartholomew, J. B. (2017). Estimating accuracy at exercise intensities: A comparative study of self-monitoring heart rate and physical activity wearable devices. JMIR mHealth and uHealth, 5(3), e7043.CrossRef
go back to reference Dysvik, A., & Kuvaas, B. (2011). Intrinsic motivation as a moderator on the relationship between perceived job autonomy and work performance. European Journal of Work and Organizational Psychology, 20(3), 367–387.CrossRef Dysvik, A., & Kuvaas, B. (2011). Intrinsic motivation as a moderator on the relationship between perceived job autonomy and work performance. European Journal of Work and Organizational Psychology, 20(3), 367–387.CrossRef
go back to reference Epley, N., & Waytz, A. (2007). On seeing human: A three factor theory of anthropomorphism. Psychological Review, 864–886. Epley, N., & Waytz, A. (2007). On seeing human: A three factor theory of anthropomorphism. Psychological Review, 864–886.
go back to reference Epley, N. (2018). A mind like mine: The exceptionally ordinary underpinnings of anthropomorphism. Journal of the Association for Consumer Research, 3(4), 591–598.CrossRef Epley, N. (2018). A mind like mine: The exceptionally ordinary underpinnings of anthropomorphism. Journal of the Association for Consumer Research, 3(4), 591–598.CrossRef
go back to reference Etkin, J. (2016). The hidden cost of personal quantification. Journal of Consumer Research, 42(6), 967–984.CrossRef Etkin, J. (2016). The hidden cost of personal quantification. Journal of Consumer Research, 42(6), 967–984.CrossRef
go back to reference Evenson, K. R., Goto, M. M., & Furberg, R. D. (2015). Systematic review of the validity and reliability of consumer-wearable activity trackers. International Journal of Behavioral Nutrition and Physical Activity, 12(1), 1–22.CrossRef Evenson, K. R., Goto, M. M., & Furberg, R. D. (2015). Systematic review of the validity and reliability of consumer-wearable activity trackers. International Journal of Behavioral Nutrition and Physical Activity, 12(1), 1–22.CrossRef
go back to reference Fishbach, A., & Dhar, R. (2005). Goals as excuses or guides: The liberating effect of perceived goal progress on choice. Journal of Consumer Research, 32(3), 370–377.CrossRef Fishbach, A., & Dhar, R. (2005). Goals as excuses or guides: The liberating effect of perceived goal progress on choice. Journal of Consumer Research, 32(3), 370–377.CrossRef
go back to reference Fitzsimons, G. M., & Finkel, E. J. (2011). Outsourcing self-regulation. Psychological Science, 22(3), 369–375.CrossRef Fitzsimons, G. M., & Finkel, E. J. (2011). Outsourcing self-regulation. Psychological Science, 22(3), 369–375.CrossRef
go back to reference Fletcher, S. W., Morgan, T. M., O’Malley, M. S., Earp, J. A. L., & Degnan, D. (1989). Is breast self-examination predicted by knowledge, attitudes, beliefs, or sociodemographic characteristics? American Journal of Preventive Medicine, 5(4), 207–215.CrossRef Fletcher, S. W., Morgan, T. M., O’Malley, M. S., Earp, J. A. L., & Degnan, D. (1989). Is breast self-examination predicted by knowledge, attitudes, beliefs, or sociodemographic characteristics? American Journal of Preventive Medicine, 5(4), 207–215.CrossRef
go back to reference Fotopoulou, A., & O’Riordan, K. (2017). Training to self-care: Fitness tracking, biopedagogy and the healthy consumer. Health Sociology Review, 26(1), 54–68.CrossRef Fotopoulou, A., & O’Riordan, K. (2017). Training to self-care: Fitness tracking, biopedagogy and the healthy consumer. Health Sociology Review, 26(1), 54–68.CrossRef
go back to reference Fritz, T., Huang, E. M., Murphy, G. C., & Zimmermann, T. (2014). Persuasive technology in the real world: A study of long-term use of activity sensing devices for fitness (pp. 487–496). ACM Press. Fritz, T., Huang, E. M., Murphy, G. C., & Zimmermann, T. (2014). Persuasive technology in the real world: A study of long-term use of activity sensing devices for fitness (pp. 487–496). ACM Press.
go back to reference Gagne, M. (2003). Autonomy support and need satisfaction in the motivation and well-being of gymnasts. Journal of Applied Sport Psychology, 15(4), 372–390.CrossRef Gagne, M. (2003). Autonomy support and need satisfaction in the motivation and well-being of gymnasts. Journal of Applied Sport Psychology, 15(4), 372–390.CrossRef
go back to reference Gimpel, H., Nißen, M., & Görlitz, R. A. (2013). Quantifying the quantified self: A study on the motivation of patients to track their own health. Healthcare Information Systems, 1–16. Gimpel, H., Nißen, M., & Görlitz, R. A. (2013). Quantifying the quantified self: A study on the motivation of patients to track their own health. Healthcare Information Systems, 1–16.
go back to reference Hamari, J., Hassan, L., & Dias, A. (2018). Gamification, quantified-self or social networking? Matching users’ goals with motivational technology. User Modeling and User-Adapted Interaction, 28(1), 35–74.CrossRef Hamari, J., Hassan, L., & Dias, A. (2018). Gamification, quantified-self or social networking? Matching users’ goals with motivational technology. User Modeling and User-Adapted Interaction, 28(1), 35–74.CrossRef
go back to reference Hamilton, R., & Price, L. L. (2019). Consumer journeys: Developing consumer-based strategy. Journal of the Academy of Marketing Science, 47, 187–191.CrossRef Hamilton, R., & Price, L. L. (2019). Consumer journeys: Developing consumer-based strategy. Journal of the Academy of Marketing Science, 47, 187–191.CrossRef
go back to reference Hamilton, R., Ferraro, R., Haws, K. L., & Mukhopadhyay, A. (2021). Traveling with companions: The social customer journey. Journal of Marketing, 85(1), 68–92.CrossRef Hamilton, R., Ferraro, R., Haws, K. L., & Mukhopadhyay, A. (2021). Traveling with companions: The social customer journey. Journal of Marketing, 85(1), 68–92.CrossRef
go back to reference Harkins, S. G., Latane, B., & Williams, K. (1980). Social loafing: Allocating effort or taking it easy? Journal of Experimental Social Psychology, 16(5), 457–465.CrossRef Harkins, S. G., Latane, B., & Williams, K. (1980). Social loafing: Allocating effort or taking it easy? Journal of Experimental Social Psychology, 16(5), 457–465.CrossRef
go back to reference Harris, T., Kerry, S. M., Victor, C. R., Ekelund, U., Woodcock, A., Iliffe, S., et al. (2015). A primary care nurse-delivered walking intervention in older adults: PACE (Pedometer Accelerometer Consultation Evaluation)-lift cluster randomised controlled trial. PLOS Medicine, 12(2), e1001783.CrossRef Harris, T., Kerry, S. M., Victor, C. R., Ekelund, U., Woodcock, A., Iliffe, S., et al. (2015). A primary care nurse-delivered walking intervention in older adults: PACE (Pedometer Accelerometer Consultation Evaluation)-lift cluster randomised controlled trial. PLOS Medicine, 12(2), e1001783.CrossRef
go back to reference Hassan, L., Dias, A., & Hamari, J. (2019). How motivational feedback increases user’s benefits and continued use: A study on gamification, quantified-self and social networking. International Journal of Information Management, 46, 151–162.CrossRef Hassan, L., Dias, A., & Hamari, J. (2019). How motivational feedback increases user’s benefits and continued use: A study on gamification, quantified-self and social networking. International Journal of Information Management, 46, 151–162.CrossRef
go back to reference Hayes, A. F. (2017). Introduction to mediation, moderation, and conditional process analysis: A regression-based approach. Guilford Publications. Hayes, A. F. (2017). Introduction to mediation, moderation, and conditional process analysis: A regression-based approach. Guilford Publications.
go back to reference Hildebrand, C., & Bergner, A. (2021). Conversational robo advisors as surrogates of trust: Onboarding experience, firm perception, and consumer financial decision making. Journal of the Academy of Marketing Science, 49(4), 659–676.CrossRef Hildebrand, C., & Bergner, A. (2021). Conversational robo advisors as surrogates of trust: Onboarding experience, firm perception, and consumer financial decision making. Journal of the Academy of Marketing Science, 49(4), 659–676.CrossRef
go back to reference Hoffman, D. L., & Novak, T. P. (2018). Consumer and object experience in the internet of things: An assemblage theory approach. Journal of Consumer Research, 44(6), 1178–1204.CrossRef Hoffman, D. L., & Novak, T. P. (2018). Consumer and object experience in the internet of things: An assemblage theory approach. Journal of Consumer Research, 44(6), 1178–1204.CrossRef
go back to reference Hoffman, D. L., & Novak, T. P. (2019). Object-oriented anthropomorphism as a mechanism for understanding AI. Advances in Consumer Research, 47, eds. Rajesh Bagchi, Lauren Block, and Leonard Lee, Duluth, MN: Association for Consumer Research, 352–358. Hoffman, D. L., & Novak, T. P. (2019). Object-oriented anthropomorphism as a mechanism for understanding AI. Advances in Consumer Research, 47, eds. Rajesh Bagchi, Lauren Block, and Leonard Lee, Duluth, MN: Association for Consumer Research, 352–358.
go back to reference Hollenbeck, J. R., Williams, C. R., & Klein, H. J. (1989). An empirical examination of the antecedents of commitment to difficult goals. Journal of Applied Psychology, 74(1), 18.CrossRef Hollenbeck, J. R., Williams, C. R., & Klein, H. J. (1989). An empirical examination of the antecedents of commitment to difficult goals. Journal of Applied Psychology, 74(1), 18.CrossRef
go back to reference Hur, J. D., Koo, M., & Hofmann, W. (2015). When temptations come alive: How anthropomorphism undermines self-control. Journal of Consumer Research, 42(2), 340–358. Hur, J. D., Koo, M., & Hofmann, W. (2015). When temptations come alive: How anthropomorphism undermines self-control. Journal of Consumer Research, 42(2), 340–358.
go back to reference Jakicic, J. M., Davis, K. K., Rogers, R. J., King, W. C., Marcus, M. D., Helsel, D., et al. (2016). Effect of wearable technology combined with a lifestyle intervention on long-term weight loss: The IDEA randomized clinical trial. JAMA, 316(11), 1161–1171.CrossRef Jakicic, J. M., Davis, K. K., Rogers, R. J., King, W. C., Marcus, M. D., Helsel, D., et al. (2016). Effect of wearable technology combined with a lifestyle intervention on long-term weight loss: The IDEA randomized clinical trial. JAMA, 316(11), 1161–1171.CrossRef
go back to reference Jayanti, R. K., & Burns, A. C. (1998). The antecedents of preventive health care behavior: An empirical study. Journal of the Academy of Marketing Science, 26(1), 6–15.CrossRef Jayanti, R. K., & Burns, A. C. (1998). The antecedents of preventive health care behavior: An empirical study. Journal of the Academy of Marketing Science, 26(1), 6–15.CrossRef
go back to reference Joosse, M., Lohse, M., Perez, J. G., & Evers, V. (2013). What you do is who you are: The role of task context in perceived social robot personality. In 2013 IEEE International Conference on Robotics and Automation (pp. 2134–2139). IEEE. Joosse, M., Lohse, M., Perez, J. G., & Evers, V. (2013). What you do is who you are: The role of task context in perceived social robot personality. In 2013 IEEE International Conference on Robotics and Automation (pp. 2134–2139). IEEE.
go back to reference Kang, J., Binda, J., Agarwal, P., Saconi, B., & Choe, E. K. (2017). Fostering user engagement: Improving sense of identity through cosmetic customization in wearable trackers. In Proceedings of the 11th EAI International Conference on Pervasive Computing Technologies for Healthcare (pp. 11–20). Presented at the PervasiveHealth ’17: 11th EAI International Conference on Pervasive Computing Technologies for Healthcare, Barcelona Spain: ACM. Kang, J., Binda, J., Agarwal, P., Saconi, B., & Choe, E. K. (2017). Fostering user engagement: Improving sense of identity through cosmetic customization in wearable trackers. In Proceedings of the 11th EAI International Conference on Pervasive Computing Technologies for Healthcare (pp. 11–20). Presented at the PervasiveHealth ’17: 11th EAI International Conference on Pervasive Computing Technologies for Healthcare, Barcelona Spain: ACM.
go back to reference Kim, H. Y., & Lee, Y. (2020). The effect of online customization on consumers’ happiness and purchase intention and the mediating roles of autonomy, competence, and pride of authorship. International Journal of Human-Computer Interaction, 36(5), 403–413.CrossRef Kim, H. Y., & Lee, Y. (2020). The effect of online customization on consumers’ happiness and purchase intention and the mediating roles of autonomy, competence, and pride of authorship. International Journal of Human-Computer Interaction, 36(5), 403–413.CrossRef
go back to reference Kim, S., Chen, R. P., & Zhang, K. (2016). Anthropomorphized helpers undermine autonomy and enjoyment in computer games. Journal of Consumer Research, 43(2), 282–302.CrossRef Kim, S., Chen, R. P., & Zhang, K. (2016). Anthropomorphized helpers undermine autonomy and enjoyment in computer games. Journal of Consumer Research, 43(2), 282–302.CrossRef
go back to reference Kiwanuka, E. (2020). The health impact of obesity. In Obesity (pp. 73–83). Elsevier. Kiwanuka, E. (2020). The health impact of obesity. In Obesity (pp. 73–83). Elsevier.
go back to reference Kronrod, A., Grinstein, A., & Wathieu, L. (2012). Go green! Should environmental messages be so assertive? Journal of Marketing, 76(1), 95–102.CrossRef Kronrod, A., Grinstein, A., & Wathieu, L. (2012). Go green! Should environmental messages be so assertive? Journal of Marketing, 76(1), 95–102.CrossRef
go back to reference Landwehr, J. R., McGill, A. L., & Herrmann, A. (2011). It’s got the look: The effect of friendly and aggressive “facial” expressions on product liking and sales. Journal of Marketing, 75(3), 132–146.CrossRef Landwehr, J. R., McGill, A. L., & Herrmann, A. (2011). It’s got the look: The effect of friendly and aggressive “facial” expressions on product liking and sales. Journal of Marketing, 75(3), 132–146.CrossRef
go back to reference Ledger, D., & McCaffrey, D. (2014). Inside wearables: How the science of human behavior change offers the secret to long-term engagement. Endeavour Partners, 200(93), 1. Ledger, D., & McCaffrey, D. (2014). Inside wearables: How the science of human behavior change offers the secret to long-term engagement. Endeavour Partners, 200(93), 1.
go back to reference Lee, V. R., & Drake, J. (2013). Digital physical activity data collection and use by endurance runners and distance cyclists. Technology, Knowledge and Learning, 18(1–2), 39–63.CrossRef Lee, V. R., & Drake, J. (2013). Digital physical activity data collection and use by endurance runners and distance cyclists. Technology, Knowledge and Learning, 18(1–2), 39–63.CrossRef
go back to reference Lemaignan, S., Fink, J., & Dillenbourg, P. (2014). The dynamics of anthropomorphism in robotics. In 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI) (pp. 226–227). Presented at the 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI). Lemaignan, S., Fink, J., & Dillenbourg, P. (2014). The dynamics of anthropomorphism in robotics. In 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI) (pp. 226–227). Presented at the 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).
go back to reference Lupton, D. (2016a). The diverse domains of quantified selves: Self-tracking modes and dataveillance. Economy and Society, 45(1), 101–122.CrossRef Lupton, D. (2016a). The diverse domains of quantified selves: Self-tracking modes and dataveillance. Economy and Society, 45(1), 101–122.CrossRef
go back to reference Lupton, D. (2016b). The quantified self. John Wiley & Sons. Lupton, D. (2016b). The quantified self. John Wiley & Sons.
go back to reference Maltseva, K., & Lutz, C. (2018). A quantum of self: A study of self-quantification and self-disclosure. Computers in Human Behavior, 81, 102–114.CrossRef Maltseva, K., & Lutz, C. (2018). A quantum of self: A study of self-quantification and self-disclosure. Computers in Human Behavior, 81, 102–114.CrossRef
go back to reference Mathios, A. D. (1996). Socioeconomic factors, nutrition, and food choices: An analysis of the salad dressing market. Journal of Public Policy & Marketing, 15(1), 45–54.CrossRef Mathios, A. D. (1996). Socioeconomic factors, nutrition, and food choices: An analysis of the salad dressing market. Journal of Public Policy & Marketing, 15(1), 45–54.CrossRef
go back to reference McShane, B. B., & Böckenholt, U. (2017). Single-paper meta-analysis: Benefits for study summary, theory testing, and replicability. Journal of Consumer Research, 43(6), 1048–1063.CrossRef McShane, B. B., & Böckenholt, U. (2017). Single-paper meta-analysis: Benefits for study summary, theory testing, and replicability. Journal of Consumer Research, 43(6), 1048–1063.CrossRef
go back to reference Moorman, C., & Matulich, E. (1993). A model of consumers’ preventive health behaviors: The role of health motivation and health ability. Journal of Consumer Research, 20(2), 208–228.CrossRef Moorman, C., & Matulich, E. (1993). A model of consumers’ preventive health behaviors: The role of health motivation and health ability. Journal of Consumer Research, 20(2), 208–228.CrossRef
go back to reference Nass, C., Isbister, K., & Lee, E.-J. (2000). Truth is beauty: Researching embodied conversational agents. Embodied Conversational Agents, 374–402. Nass, C., Isbister, K., & Lee, E.-J. (2000). Truth is beauty: Researching embodied conversational agents. Embodied Conversational Agents, 374–402.
go back to reference Nayga, R. M., Jr. (1997). Impact of sociodemographic factors on perceived importance of nutrition in food shopping. Journal of Consumer Affairs, 31(1), 1–9.CrossRef Nayga, R. M., Jr. (1997). Impact of sociodemographic factors on perceived importance of nutrition in food shopping. Journal of Consumer Affairs, 31(1), 1–9.CrossRef
go back to reference Nestle, M., & Jacobson, M. F. (2000). Halting the obesity epidemic: A public health policy approach. Public Health Reports, 115(1), 12–24.CrossRef Nestle, M., & Jacobson, M. F. (2000). Halting the obesity epidemic: A public health policy approach. Public Health Reports, 115(1), 12–24.CrossRef
go back to reference Ng, J. Y. Y., Ntoumanis, N., Thøgersen-Ntoumani, C., Deci, E. L., Ryan, R. M., Duda, J. L., & Williams, G. C. (2012). Self-determination theory applied to health contexts: A meta-analysis. Perspectives on Psychological Science, 7(4), 325–340.CrossRef Ng, J. Y. Y., Ntoumanis, N., Thøgersen-Ntoumani, C., Deci, E. L., Ryan, R. M., Duda, J. L., & Williams, G. C. (2012). Self-determination theory applied to health contexts: A meta-analysis. Perspectives on Psychological Science, 7(4), 325–340.CrossRef
go back to reference Novak, T. P., & Hoffman, D. L. (2019). Relationship journeys in the internet of things: A new framework for understanding interactions between consumers and smart objects. Journal of the Academy of Marketing Science, 47(2), 216–237.CrossRef Novak, T. P., & Hoffman, D. L. (2019). Relationship journeys in the internet of things: A new framework for understanding interactions between consumers and smart objects. Journal of the Academy of Marketing Science, 47(2), 216–237.CrossRef
go back to reference Paluch, S., & Tuzovic, S. (2019). Persuaded self-tracking with wearable technology: Carrot or stick? Journal of Services Marketing, 33(4), 436–448.CrossRef Paluch, S., & Tuzovic, S. (2019). Persuaded self-tracking with wearable technology: Carrot or stick? Journal of Services Marketing, 33(4), 436–448.CrossRef
go back to reference Pantzar, M., & Ruckenstein, M. (2015). The heart of everyday analytics: Emotional, material and practical extensions in self-tracking market. Consumption Markets & Culture, 18(1), 92–109.CrossRef Pantzar, M., & Ruckenstein, M. (2015). The heart of everyday analytics: Emotional, material and practical extensions in self-tracking market. Consumption Markets & Culture, 18(1), 92–109.CrossRef
go back to reference Patel, M. S., Asch, D. A., & Volpp, K. G. (2015). Wearable devices as facilitators, not drivers, of health behavior change. JAMA, 313(5), 459–460.CrossRef Patel, M. S., Asch, D. A., & Volpp, K. G. (2015). Wearable devices as facilitators, not drivers, of health behavior change. JAMA, 313(5), 459–460.CrossRef
go back to reference Pettinico, G., & Milne, G. R. (2017). Living by the numbers: Understanding the “quantification effect.” Journal of Consumer Marketing, 34(4), 281–291.CrossRef Pettinico, G., & Milne, G. R. (2017). Living by the numbers: Understanding the “quantification effect.” Journal of Consumer Marketing, 34(4), 281–291.CrossRef
go back to reference Przybylski, A. K., Rigby, C. S., & Ryan, R. M. (2010). A motivational model of video game engagement. Review of General Psychology, 14, 154–166.CrossRef Przybylski, A. K., Rigby, C. S., & Ryan, R. M. (2010). A motivational model of video game engagement. Review of General Psychology, 14, 154–166.CrossRef
go back to reference Rauschnabel, P. A., & Ahuvia, A. C. (2014). You’re so lovable: Anthropomorphism and brand love. Journal of Brand Management, 21(5), 372–395.CrossRef Rauschnabel, P. A., & Ahuvia, A. C. (2014). You’re so lovable: Anthropomorphism and brand love. Journal of Brand Management, 21(5), 372–395.CrossRef
go back to reference Ryan, R. M., & Deci, E. L. (2000). Intrinsic and extrinsic motivations: Classic definitions and new directions. Contemporary Educational Psychology, 25(1), 54–67.CrossRef Ryan, R. M., & Deci, E. L. (2000). Intrinsic and extrinsic motivations: Classic definitions and new directions. Contemporary Educational Psychology, 25(1), 54–67.CrossRef
go back to reference Ryan, R. M., & Deci, E. L. (2006). Self-regulation and the problem of human autonomy: Does psychology need choice, self-determination, and will? Journal of Personality, 74(6), 1557–1586.CrossRef Ryan, R. M., & Deci, E. L. (2006). Self-regulation and the problem of human autonomy: Does psychology need choice, self-determination, and will? Journal of Personality, 74(6), 1557–1586.CrossRef
go back to reference Ryan, R. M., Rigby, C. S., & Przybylski, A. (2006). The motivational pull of video games: A self-determination theory approach. Motivation and Emotion, 30(4), 344–360.CrossRef Ryan, R. M., Rigby, C. S., & Przybylski, A. (2006). The motivational pull of video games: A self-determination theory approach. Motivation and Emotion, 30(4), 344–360.CrossRef
go back to reference Sanders, J., Loveday, A., Pearson, N., Edwardson, C., Yates, T., Biddle, S., & Esliger, D. (2016). Devices for self-monitoring sedentary time or physical activity: A scoping review. Journal of Medical Internet Research, 18, e90.CrossRef Sanders, J., Loveday, A., Pearson, N., Edwardson, C., Yates, T., Biddle, S., & Esliger, D. (2016). Devices for self-monitoring sedentary time or physical activity: A scoping review. Journal of Medical Internet Research, 18, e90.CrossRef
go back to reference Sharpe Wessling, K., Huber, J., & Netzer, O. (2017). Mturk character misrepresentation: Assessment and solutions. Journal of Consumer Research, 44(1), 211–230.CrossRef Sharpe Wessling, K., Huber, J., & Netzer, O. (2017). Mturk character misrepresentation: Assessment and solutions. Journal of Consumer Research, 44(1), 211–230.CrossRef
go back to reference Shin, G., Jarrahi, M. H., Fei, Y., Karami, A., Gafinowitz, N., Byun, A., & Lu, X. (2019). Wearable activity trackers, accuracy, adoption, acceptance and health impact: A systematic literature review. Journal of Biomedical Informatics, 93, 103153.CrossRef Shin, G., Jarrahi, M. H., Fei, Y., Karami, A., Gafinowitz, N., Byun, A., & Lu, X. (2019). Wearable activity trackers, accuracy, adoption, acceptance and health impact: A systematic literature review. Journal of Biomedical Informatics, 93, 103153.CrossRef
go back to reference Staats, H., Harland, P., & Wilke, H. A. (2004). Effecting durable change: A team approach to improve environmental behavior in the household. Environment and Behavior, 36(3), 341–367.CrossRef Staats, H., Harland, P., & Wilke, H. A. (2004). Effecting durable change: A team approach to improve environmental behavior in the household. Environment and Behavior, 36(3), 341–367.CrossRef
go back to reference Sundar, S. S. (2008). Self as source: Agency and customization in interactive media. In Mediated interpersonal communication (pp. 72–88). Routledge. Sundar, S. S. (2008). Self as source: Agency and customization in interactive media. In Mediated interpersonal communication (pp. 72–88). Routledge.
go back to reference Swan, M. (2009). Emerging patient-driven health care models: An examination of health social networks, consumer personalized medicine and quantified self-tracking. International Journal of Environmental Research and Public Health, 6(2), 492–525.CrossRef Swan, M. (2009). Emerging patient-driven health care models: An examination of health social networks, consumer personalized medicine and quantified self-tracking. International Journal of Environmental Research and Public Health, 6(2), 492–525.CrossRef
go back to reference Valle, C. G., Nezami, B. T., & Tate, D. F. (2020). Designing in-app messages to nudge behavior change: Lessons learned from a weight management app for young adults. Organizational Behavior and Human Decision Processes, 161, 95–101.CrossRef Valle, C. G., Nezami, B. T., & Tate, D. F. (2020). Designing in-app messages to nudge behavior change: Lessons learned from a weight management app for young adults. Organizational Behavior and Human Decision Processes, 161, 95–101.CrossRef
go back to reference Van den Bulck, J. (2015). Sleep apps and the quantified self: Blessing or curse? Journal of Sleep Research, 24(2), 121–123.CrossRef Van den Bulck, J. (2015). Sleep apps and the quantified self: Blessing or curse? Journal of Sleep Research, 24(2), 121–123.CrossRef
go back to reference Waytz, A., Cacioppo, J., & Epley, N. (2010). Who sees human?: The stability and importance of individual differences in anthropomorphism. Perspectives on Psychological Science, 5(3), 219–232.CrossRef Waytz, A., Cacioppo, J., & Epley, N. (2010). Who sees human?: The stability and importance of individual differences in anthropomorphism. Perspectives on Psychological Science, 5(3), 219–232.CrossRef
go back to reference Wen Wan, E., Peng Chen, R., & Jin, L. (2017). Judging a book by its cover? The effect of anthropomorphism on product attribute processing and consumer preference. Journal of Consumer Research, 43(6), 1008–1030. Wen Wan, E., Peng Chen, R., & Jin, L. (2017). Judging a book by its cover? The effect of anthropomorphism on product attribute processing and consumer preference. Journal of Consumer Research, 43(6), 1008–1030.
go back to reference Wiklund, P. (2016). The role of physical activity and exercise in obesity and weight management: Time for critical appraisal. Journal of Sport and Health Science, 5(2), 151–154.CrossRef Wiklund, P. (2016). The role of physical activity and exercise in obesity and weight management: Time for critical appraisal. Journal of Sport and Health Science, 5(2), 151–154.CrossRef
go back to reference Winterich, K. P., Nenkov, G. Y., & Gonzales, G. E. (2019). Knowing what it makes: How product transformation salience increases recycling. Journal of Marketing, 83(4), 21–37.CrossRef Winterich, K. P., Nenkov, G. Y., & Gonzales, G. E. (2019). Knowing what it makes: How product transformation salience increases recycling. Journal of Marketing, 83(4), 21–37.CrossRef
go back to reference Wittkowski, K., Klein, J. F., Falk, T., Schepers, J. J., Aspara, J., & Bergner, K. N. (2020). What gets measured gets done: Can self-tracking technologies enhance advice compliance? Journal of Service Research, 1094670520904424. Wittkowski, K., Klein, J. F., Falk, T., Schepers, J. J., Aspara, J., & Bergner, K. N. (2020). What gets measured gets done: Can self-tracking technologies enhance advice compliance? Journal of Service Research, 1094670520904424.
go back to reference Yam, K. C., Bigman, Y. E., Tang, P. M., Ilies, R., De Cremer, D., Soh, H., & Gray, K. (2021). Robots at work: People prefer—and forgive—service robots with perceived feelings. Journal of Applied Psychology, 106(10), 1557. Yam, K. C., Bigman, Y. E., Tang, P. M., Ilies, R., De Cremer, D., Soh, H., & Gray, K. (2021). Robots at work: People prefer—and forgive—service robots with perceived feelings. Journal of Applied Psychology, 106(10), 1557.
go back to reference Zhou, X., Kim, S., & Wang, L. (2019). Money helps when money feels: Money anthropomorphism increases charitable giving. Journal of Consumer Research, 45(5), 953–972.CrossRef Zhou, X., Kim, S., & Wang, L. (2019). Money helps when money feels: Money anthropomorphism increases charitable giving. Journal of Consumer Research, 45(5), 953–972.CrossRef
Metadata
Title
Friend or foe? Can anthropomorphizing self-tracking devices backfire on marketers and consumers?
Authors
Lane Peterson Fronczek
Martin Mende
Maura L. Scott
Gergana Y. Nenkov
Anders Gustafsson
Publication date
24-12-2022
Publisher
Springer US
Published in
Journal of the Academy of Marketing Science / Issue 5/2023
Print ISSN: 0092-0703
Electronic ISSN: 1552-7824
DOI
https://doi.org/10.1007/s11747-022-00915-1

Other articles of this Issue 5/2023

Journal of the Academy of Marketing Science 5/2023 Go to the issue