Abstract
Media multitasking is an ever-increasing phenomenon whereby different forms of media are used simultaneously. Numerous studies have shown that media multitasking is closely related to an individual’s cognitive control abilities. However, existing evidence remains controversial, making it difficult to draw definitive conclusions. Therefore, to increase the understanding of whether and how frequent media multitasking is associated with cognitive control, a three-level meta-analysis, which included 43 studies and 118 effect sizes, was performed to acquire overall differences between heavy and light media multitaskers and to explore potential moderators that may account for the heterogeneity. The results showed a moderate mean negative association between media multitasking and cognitive control, and this association was moderated by the type of cognitive control. Specifically, heavy media multitaskers showed worse inhibitory control and working memory than light media multitaskers, but there was no significant difference in cognitive flexibility. Moreover, the effect was moderated by the measurement type of the dependent variable. The results of this study enhance our understanding of this issue and pave the way for a more nuanced view of altering experimental designs to investigate cognitive control in educational settings.
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Data Availability
The data that support the findings of this study are available from the corresponding author upon reasonable request.
References
References marked with an * were included in the meta-analysis.
*Alzahabi, R. (2015). An individual differences approach to investigate task-switching and its relationship to media multitasking Doctoral dissertation, Michigan State University.
*Anderson, J. A. (2010). On the Benefits of Distractibility? Inhibitory Control in Media Multitaskers. Library and Archives Canada, Ottawa
Alho, K., Moisala, M., & Salmela-Aro, K. (2022). Effects of media multitasking and video gaming on cognitive functions and their neural bases in adolescents and young adults. European Psychologist, 27(2), 131–140. https://doi.org/10.1027/1016-9040/a000477
*Alzahabi, R., & Becker, M. W. (2013). The association between media multitasking, task-switching, and dual-task performance. Journal of Experimental Psychology: Human Perception and Performance, 39(5), 1485–1495. https://doi.org/10.1037/a0031208
Assink, M., & Wibbelink, C. J. (2016). Fitting three-level meta-analytic models in R: A step-by-step tutorial. The Quantitative Methods for Psychology, 12(3), 154–174. https://doi.org/10.20982/tqmp.12.3.p154
Baddeley, A. D., & Hitch, G. J. (1994). Developments in the concept of working memory. Neuropsychology, 8(4), 485–493.
Baumgartner, S. E., van der Schuur, W. A., Lemmens, J. S., & te Poel, F. (2017). The relationship between media multitasking and attention problems in adolescents: Results of two longitudinal studies. Human Communication Research, 44(1), 3–30. https://doi.org/10.1111/hcre.12111
*Baumgartner, S. E., Weeda, W. D., van der Heijden, L. L., & Huizinga, M. (2014). The relationship between media multitasking and executive function in early adolescents. The Journal of Early Adolescence, 34(8), 1120–1144. https://doi.org/10.1177/0272431614523133
Baumgartner, S. E., & Wiradhany, W. (2022). Not all media multitasking is the same: The frequency of media multitasking depends on cognitive and affective characteristics of media combinations. Psychology of Popular Media, 11(1), 1–12. https://doi.org/10.1037/ppm0000338
Becker, M. W., Alzahabi, R., & Hopwood, C. J. (2013). Media multitasking is associated with symptoms of depression and social anxiety. Cyberpsychology Behavior and Social Networking, 16(2), 132–135. https://doi.org/10.1089/cyber.2012.0291
Best, J. R., & Miller, P. H. (2010). A developmental perspective on executive function. Child Development, 81(6), 1641–1660. https://doi.org/10.1111/j.1467-8624.2010.01499.x
Beuckels, E., De Jans, S., Cauberghe, V., & Hudders, L. (2021). Keeping up with media multitasking: An eye-tracking study among children and adults to investigate the impact of media multitasking behavior on switching frequency, advertising attention, and advertising effectiveness. Journal of Advertising, 50(2), 197–206.
Beuckels, E., Ye, G. Q., Hudders, L., & Cauberghe, V. (2021). Media multitasking: A bibliometric approach and literature review. Frontiers in Psychology, 12, 623643. https://doi.org/10.1080/02650487.2017.1348042
Cai, Z. H., Mao, P. P., Wang, D. D., He, J. B., & Fan, X. T. (2022). Effects of scaffolding in digital game-based learning on student’s achievement: A three-level meta-analysis. Educational Psychology Review, 34(2), 537–574. https://doi.org/10.1007/s10648-021-09655-0
Cain, M. S., & Mitroff, S. R. (2011). Distractor filtering in media multitaskers. Perception, 40(10), 1183–1192. https://doi.org/10.1068/p7017
*Cain, M. S., Leonard, J. A., Gabrieli, J. D., & Finn, A. S. (2016). Media multitasking in adolescence. Psychonomic Bulletin & Review, 23(6), 1932–1941. https://doi.org/10.3758/s13423-016-1036-3
*Cardoso-Leite, P., Kludt, R., Vignola, G., Ma, W. J., Green, C. S., & Bavelier, D. (2015). Technology consumption and cognitive control: Contrasting action video game experience with media multitasking. Attention, Perception, & Psychophysics, 78(1), 218–241. https://doi.org/10.3758/s13414-015-0988-0
Carrier, L. M., Cheever, N. A., Rosen, L. D., Benitez, S., & Chang, J. (2009). Multitasking across generations: Multitasking choices and difficulty ratings in three generations of Americans. Computers in Human Behavior, 25(2), 483–489. https://doi.org/10.1016/j.chb.2008.10.012
Cheung, M. W. L. (2014). Modeling dependent effect sizes with three-level meta-analyses: A structural equation modeling approach. Psychological Methods, 19(2), 211–229. https://doi.org/10.1037/a0032968
Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Lawrence Erlbaum Associates. https://doi.org/10.1016/0198-9715(90)90050-4
Crandall, A., Allsop, Y., & Hanson, C. L. (2018). The longitudinal association between cognitive control capacities, suicidality, and depression during late adolescence and young adulthood. Journal of Adolescence, 65, 167–176. https://doi.org/10.1016/j.adolescence.2018.03.009
Crone, E. A. (2009). Executive functions in adolescence: inferences from brain and behavior. Developmental Science, 12(6), 825–830. https://doi.org/10.1111/j.1467-7687.2009.00918.x
Davidson, M. C., Amso, D., Anderson, L. C., & Diamond, A. (2006). Development of cognitive control and executive functions from 4 to 13 years: Evidence from manipulations of memory, inhibition, and task switching. Neuropsychologia, 44(11), 2037–2078. https://doi.org/10.1016/j.neuropsychologia.2006.02.006
Diamond, A. (2013). Executive functions. Annual Review of Psychology, 64, 135–168. https://doi.org/10.1146/annurev-psych-113011-143750
Draheim, C., Hicks, K. L., & Engle, R. W. (2016). Combining reaction time and accuracy: The relationship between working memory capacity and task switching as a case example. Perspectives on Psychological Science, 11(1), 133–155. https://doi.org/10.1177/1745691615596990
Duff, R. L., Yoon, G., Wang, Z. G., & Anghelcev, G. (2014). Doing it all: An exploratory study of media multitasking. Journal of Interactive Advertising, 14(1), 11–23. https://doi.org/10.1080/15252019.2014.884480
Duval, S., & Tweedie, R. (2000). Trim and fill: A simple funnel-plot-based method of testing and adjusting for publication bias in meta-analysis. Biometrics, 56(2), 455–463. https://doi.org/10.1111/j.0006-341x.2000.00455.x
*Edwards, K. S., & Shin, M. (2017). Media multitasking and implicit learning. Attention, Perception, & Psychophysics, 79(5), 1535–1549. https://doi.org/10.3758/s13414-017-1319-4
Egger, M., Smith, G. D., Schneider, M., & Minder, C. (1997). Bias in meta-analysis detected by a simple, graphical test. British Medical Journal, 315(7109), 629–634. https://doi.org/10.1136/bmj.315.7109.629
Eid, M., & Diener, E. (2001). Norms for experiencing emotions in different cultures: Inter- and intranational differences. Journal of Personality and Social Psychology, 81(5), 869–885. https://doi.org/10.1037/0022-3514.81.5.869
*Elbe, P., Sörman, D. E., Mellqvist, E., Brändström, J., & Ljungberg, J. K. (2019). Predicting attention shifting abilities from self-reported media multitasking. Psychonomic Bulletin & Review, 26(4), 1257–1265. https://doi.org/10.3758/s13423-018-01566-6
Ferguson, G. A. (1966). Statistical analysis in psychology and education. McGraw-Hill.
Filippi, R., Ceccolini, A., Periche-Tomas, E., & Bright, P. (2020). Developmental trajectories of metacognitive processing and executive function from childhood to older age. Quarterly Journal of Experimental Psychology, 73(11), 1757–1773. https://doi.org/10.1177/1747021820931096
Gaillard, A., Fehring, D. J., & Rossell, S. L. (2020). A systematic review and meta-analysis of behavioural sex differences in executive control. European Journal of Neuroscience, 53(2), 519–542. https://doi.org/10.1111/ejn.14946
*Gorman, T. E., & Green, C. S. (2016). Short-term mindfulness intervention reduces the negative attentional effects associated with heavy media multitasking. Scientific Reports, 6, 24542. https://doi.org/10.1038/srep24542
Gray, J., & Schofield, D. (2021). Media multitasking: A cross-cultural study. International Journal of Computer Trends and Technology, 69(3), 64–73. https://doi.org/10.14445/22312803/IJCTT-V69I3P112
Grissom, N. M., & Reyes, T. M. (2019). Let’s call the whole thing off: Evaluating gender and sex differences in executive function. Neuropsychopharmacology, 44, 1–11. https://doi.org/10.1038/s41386-018-0179-5
Hall, E. T. (1976). Beyond culture. Doubleday. https://doi.org/10.1080/10494820.2022.2032760
Hughes, M. M., Linck, J. A., Bowles, A. R., Koeth, J. T., & Bunting, M. F. (2014). Alternatives to switch-cost scoring in the task-switching paradigm: Their reliability and increased validity. Behavior Research Methods, 46(3), 702–721. https://doi.org/10.3758/s13428-013-0411-5
Huizinga, M., & Smits, D. P. (2011). Age-related changes in executive function: A normative study with the Dutch version of the Behavior Rating Inventory of Executive Function (BRIEF). Child Neuropsychology, 17, 51–66. https://doi.org/10.1080/09297049.2010.509715
Kazakova, S., Cauberghe, V., Hudders, L., & Labyt, C. (2016). The impact of media multitasking on the cognitive and attitudinal responses to television commercials: The moderating role of type of advertising appeal. Journal of Advertising, 45(4), 403–416. https://doi.org/10.1080/00913367.2016.1183244
Kononova, A., & Chiang, Y. H. (2015). Why do we multitask with media? Predictors of media multitasking among Internet users in the United States and Taiwan. Computers in Human Behavior, 50, 31–41. https://doi.org/10.1016/j.chb.2015.03.052
Kuppens, S., Laurent, L., Heyvaert, M., & Onghena, P. (2013). Associations between parental psychological control and relational aggression in children and adolescents: A multilevel and sequential meta-analysis. Developmental Psychology, 49(9), 1697–1712. https://doi.org/10.1037/a0030740
le Roux, D. B., & Parry, D. A. (2019). Investigating differences in the attention distribution strategies of high and low media multitaskers through a two-dimensional game. Cyberpsychology: Journal of Psychosocial Research on Cyberspace, 13(3), Article 2. https://doi.org/10.5817/CP2019-3-2
Lee, Y. K., Chang, C. T., Lin, Y., & Cheng, Z. H. (2014). The dark side of smartphone usage: Psychological traits, compulsive behavior and technostress. Computers in Human Behavior, 31, 373–383. https://doi.org/10.1016/j.chb.2013.10.047
Lehto, J. E., Juujärvi, P., Kooistra, L., & Pulkkinen, L. (2003). Dimensions of executive functioning: Evidence from children. British Journal of Developmental Psychology, 21(1), 59–80. https://doi.org/10.1348/026151003321164627
Lepp, A., Barkley, J. E., Karpinski, A. C., & Singh, S. (2019). College students’ multitasking behavior in online versus face-to-face courses. Sage Open, 9, 1. https://doi.org/10.1177/2158244018824505
Levine, L. E., Waite, B. M., & Bowman, L. L. (2007). Electronic media use, reading, and academic distractibility in college youth. Cyberpsychology & Behavior, 10(4), 560–566. https://doi.org/10.1089/cpb.2007.9990
Lin, L. (2009). Breadth-biased versus focused cognitive control in media multitasking behaviors. Proceedings of the National Academy of Sciences, 106(37), 15521–15522. https://doi.org/10.1073/pnas.0908642106
Lin, T. T. C. (2019). Why do people watch multiscreen videos and use dual screening? Investigating users’ polychronicity, media multitasking motivation, and media repertoire. International Journal of Human-Computer Interaction, 35(18), 1672–1680. https://doi.org/10.1080/10447318.2018.1561813
Lipsey, M. W., & Wilson, D. B. (2001). Practical meta-analysis. Sage.
*Liu, C. (2015). The influence of college students’s media multitasking behavior to central executive function Master's thesis, Central China Normal University.
*Liu, Z. J. (2019). The impact of media multitasking behavior on cognitive control Master’s thesis, Central China Normal University.
Lui, K. F. H., Fan, P., Yip, K. H. M., Wong, Y. K., & Wong, A. C. N. (2022). Are there associations between daily multitasking experience and multitasking performance? Quarterly Journal of Experimental Psychology. https://doi.org/10.1177/17470218221087959
*Lui, K. F. H., & Wong, A. C. N (2012). Does media multitasking always hurt? A positive correlation between multitasking and multisensory integration. Psychonomic Bulletin & Review, 19(4), 647–653. https://doi.org/10.3758/s13423-012-0245-7
Lui, K. F. H., Yip, K. H. M., & Wong, A. C. N. (2021). Gender differences in multitasking experience and performance. Quarterly Journal of Experimental Psychology, 74(2), 344–362. https://doi.org/10.1177/1747021820960707
Luo, J. T., Yeung, P. S., & Li, H. (2022). Impact of media multitasking on executive function in adolescents: Behavioral and self-reported evidence from a one-year longitudinal study. Internet Research, 32(4), 1310–1328.
*Luo, J. T., Li, H., Yeung, P. S., & Chang, C. Q. (2021). The association between media multitasking and executive function in Chinese adolescents: Evidence from self-reported, behavioral and fNIRS data. Cyberpsychology: Journal of Psychosocial Research on Cyberspace, 15(2). https://doi.org/10.5817/CP2021-2-8
*Madore, K. P., Khazenzon, A. M., Backes, C. W., Jiang, J., Uncapher, M. R., & Norcia, A. M. (2020). Memory failure predicted by attention lapsing and media multitasking. Nature, 587, 87–91. https://doi.org/10.1038/s41586-020-2870-z
*Magen, H. (2017). The relations between executive functions, media multitasking and polychronicity. Computers in Human Behavior, 67, 1–9. https://doi.org/10.1016/j.chb.2016.10.011
Mao, P. P., Cai, Z. H., He, J. B., Chen, X. J., & Fan, X. T. (2022). The relationship between attitude toward science and academic achievement in science: A three-level meta-analysis. Frontiers in Psychology, 12, 784068. https://doi.org/10.3389/fpsyg.2021.784068
Mauger, C., Lancelot, C., Roy, A., Coutant, R., Cantisano, N., & Gall, D. L. (2018). Executive Functions in Children and Adolescents with Turner Syndrome: A systematic review and meta-analysis. Neuropsychology Review, 28, 188–215. https://doi.org/10.1007/s11065-018-9372-x
McKewen, M., Skippen, P., Cooper, P. S., Wong, A. S. W., Michie, P. T., Lenroot, R., & Karayanidis, F. (2019). Does cognitive control ability mediate the relationship between reward-related mechanisms, impulsivity, and maladaptive outcomes in adolescence and young adulthood? Cognitive, Affective, & Behavioral Neuroscience, 19(3), 653–676. https://doi.org/10.3758/s13415-019-00722-2
*Minear, M., Brasher, F., McCurdy, M., Lewis, J., & Younggren, A. (2013). Working memory, fluid intelligence, and impulsiveness in heavy media multitaskers. Psychonomic Bulletin & Review, 20, 1274–1281. https://doi.org/10.3758/s13423-013-0456-6
Miyake, A., & Friedman, N. P. (2012). The nature and organization of individual differences in executive functions: Four general conclusions. Current Directions in Psychological Science, 21, 8–14. https://doi.org/10.1177/0963721411429458
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000). The unity and diversity of executive functions and their contributions to complex “frontal lobe” tasks: A latent variable analysis. Cognitive Psychology, 41, 49–100. https://doi.org/10.1006/cogp.1999.0734
*Moisala, M., Salmela, V., Hietajärvi, L., Salo, E., Carlson, S., Salonen, K., Lonka, K., Hakkarainen, K., Salmela-Aro, K., & Alho, K. (2016). Media multitasking is associated with distractibility and increased prefrontal activity in adolescents and young adults. NeuroImage, 134, 113–121. https://doi.org/10.1016/j.neuroimage.2016.04.011
*Murphy, K., & Creux, O. (2020). Examining the association between media multitasking, and performance on working memory and inhibition tasks. Computers in Human Behavior, 114, 106532. https://doi.org/10.1016/j.chb.2020.106532
*Murphy, K., McLauchlan, S., & Lee, M. (2017). Is there a link between media-multitasking and the executive functions of filtering and response inhibition? Computers in Human Behavior, 75, 667–677. https://doi.org/10.1016/j.chb.2020.106532
Murphy, K., & Shin, M. (2022). Frequent media multitasking is not associated with better cognitive flexibility. Journal of Cognitive Psychology, 34(4), 516–528. https://doi.org/10.1080/20445911.2021.2002876
*Ophir, E., Nass, C., & Wagner, A. D. (2009). Cognitive control in media multitaskers. Proceedings of the National Academy of Sciences, 106(37), 15583–15587. https://doi.org/10.1073/pnas.0903620106
Page, M. J., Moher, D., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., & McKenzie, J. E. (2021). PRISMA 2020 explanation and elaboration: Updated guidance and exemplars for reporting systematic reviews. British Medical Journal, 372, 160. https://doi.org/10.1136/bmj.n160
Park, J., & Banaji, M. R. (2000). Mood and heuristics: The influence of happy and sad states on sensitivity and bias in stereotyping. Journal of Personality & Social Psychology, 78(6), 1005–1023. https://doi.org/10.1037//0022-3514.78.6.1005
Parry, D. A., & le Roux, D. B. (2021). “Cognitive control in media multitaskers” ten years on: A meta-analysis. Cyberpsychology: Journal of Psychosocial Research on Cyberspace, 15(2), Article 7. https://doi.org/10.5817/CP2021-2-7
Popławska, A., Szumowska, E., & Kus, J. (2021). Why do we need media multitasking? A self-regulatory perspective. Frontiers in Psychology, 12, Article 624649. https://doi.org/10.3389/fpsyg.2021.624649
Rabi, R., Vasquez, B. P., Alain, C., Hasher, L., & Anderson, N. D. (2020). Inhibitory control deficits in individuals with amnestic mild cognitive impairment: A meta-analysis. Neuropsychology Review, 30, 97–125. https://doi.org/10.1007/s11065-020-09428-6
*Ralph, B. C. W., & Smilek, D. (2017). Individual differences in media multitasking and performance on the n-back. Attention, Perception, & Psychophysics, 79(2), 582–592. https://doi.org/10.3758/s13414-016-1260-y
Ralph, B. C. W., Seli, P., Wilson, K. E., & Smilek, D. (2020). Volitional media multitasking: Awareness of performance costs and modulation of media multitasking as a function of task demand. Psychological Research, 84(2), 404–423. https://doi.org/10.1007/s00426-018-1056-x
Ralph, B. C. W., Thomson, D. R., Cheyne, J. A., & Smilek, D. (2014). Media multitasking and failures of attention in everyday life. Psychological Research, 78(5), 661–669. https://doi.org/10.1007/s00426-013-0523-7
*Ralph, B. C. W., Thomson, D. R., Seli, P., Carriere, J. S. A., & Smilek, D. (2015). Media multitasking and behavioral measures of sustained attention. Attention, Perception, & Psychophysics, 77(2), 390–401. https://doi.org/10.3758/s13414-014-0771-7
Ran, G. M., Li, J., Zhang, Q., & Niu, X. (2022). The association between social anxiety and mobile phone addiction: A three-level meta-analysis. Computers in Human Behavior, 130, 107198. https://doi.org/10.1016/j.chb.2022.107198
Rideout, V. J., Foehr, U. G., & Roberts, D. F. (2010). Generation M2: Media in the lives of 8- to 18-year olds. Menlo Park, CA: Henry J. Kaiser Family Foundation.
Robinson, H. R., & Kalafatis, S. P. (2020). Why do people choose to multitask with media? The dimensions of polychronicity as drivers of multiple media use-A user typology. Journal of Advertising Research, 60(3), 251–270. https://doi.org/10.2501/JAR-2019-045
Rodgers, M. A., & Pustejovsky, J. E. (2020). Evaluating meta-analytic methods to detect selective reporting in the presence of dependent effect sizes. Psychological Methods, 26(2), 141–160. https://doi.org/10.1037/met0000300
Roemer, E. J. (2021). Beyond the toddler years: A meta-analysis of communicative abilities in siblings of children with autism spectrum disorder. Psychological Bulletin, 147(5), 437–454. https://doi.org/10.1037/bul0000326
*Rogobete, D. A., Ionescu, T., & Miclea, M. (2020). The relationship between media multitasking behavior and executive function in adolescence: A replication study. The Journal of Early Adolescence, 41(5), 725–753. https://doi.org/10.1177/0272431620950478
Rosen, L. D., Carrier, L. M., & Cheever, N. A. (2013). Facebook and texting made me do it: Media-induced task-switching while studying. Computers in Human Behavior, 29(3), 948–958. https://doi.org/10.1016/j.chb.2012.12.001
Rosenthal, R. (1994). Parametric measures of effect size. In H. Cooper, & L. V. Hedges (Eds.), The handbook of research synthesis (pp. 231–244). New York: Russell Sage Foundation.
Roth, R. M., Lance, C. E., Isquith, P. K., Fischer, A. S., & Giancola, P. R. (2013). Confirmatory factor analysis of the Behavior Rating Inventory of Executive Function-Adult version in healthy adults and application to attention-deficit/hyperactivity disorder. Archives of Clinical Neuropsychology, 28(5), 425–434. https://doi.org/10.1093/arclin/act031
*Sanbonmatsu, D. M., Strayer, D. L., Medeirosward, N., & Watson, J. M. (2013). Who multi-tasks and why? multi-tasking ability, perceived multi-tasking ability, impulsivity, and sensation seeking. Plos One, 8(1), e54402. https://doi.org/10.1371/journal.pone.0054402
Schoemaker, K., Mulder, H., Deković, M., & Matthys, W. (2013). Executive functions in preschool children with externalizing behavior problems: A meta-analysis. Journal of Abnormal Child Psychology, 41, 457–471. https://doi.org/10.1007/s10802-012-9684-x
*Schutten, D., Stokes, K. A., & Arnell, K. M. (2017). I want to media multitask and I want to do it now: Individual differences in media multitasking predict delay of gratification and system-1 thinking. Cognitive Research: Principles and Implications, 2(1). https://doi.org/10.1186/s41235-016-0048-x
Seddon, A. L., Law, A. S., Adams, A. M., & Simmons, F. R. (2021). Individual differences in media multitasking ability: The importance of cognitive flexibility. Computers in Human Behavior Reports, 3(1), 100068. https://doi.org/10.1016/j.chbr.2021.100068
*Seddon, A. L., Law, A. S., Adams, A.-M., & Simmons, F. R. (2018). Exploring the relationship between executive functions and self-reported media-multitasking in young adults. Journal of Cognitive Psychology, 30(7), 728–742. https://doi.org/10.1080/20445911.2018.1525387
Segijn, C. M., Voorveld, H. A. M., Vandeberg, L., Pennekamp, S. F., & Smit, E. G. (2017). Insight into everyday media use with multiple screens. International Journal of Advertising, 36(5), 779–797. https://doi.org/10.1080/08838151.2013.816709
Shi, C. R., Ren, Z. H., Zhao, C. X., Zhang, T., & Chan, S. H. W. (2021). Shame, guilt, and posttraumatic stress symptoms: A three-level meta-analysis. Journal of Anxiety Disorders, 82, 102443. https://doi.org/10.1016/j.janxdis.2021.102443
*Shin, M., Linke, A., & Kemps, E. (2020). Moderate amounts of media multitasking are associated with optimal task performance and minimal mind wandering. Computers in Human Behavior, 111, 106422. https://doi.org/10.1016/j.chb.2020.106422
*Shin, M., Webb, A., & Kemps, E. (2019). Media multitasking, impulsivity and dual task ability. Computers in Human Behavior, 92, 160–168. https://doi.org/10.1016/j.chb.2018.11.018
Spaniol, M., & Danielsson, H. (2022). A meta-analysis of the executive function components inhibition, shifting, and attention in intellectual disabilities. Journal of Intellectual Disability Research, 66, 9–31. https://doi.org/10.1111/jir.12878
Spencer, M., & Cutting, L. E. (2021). Relations among executive function, decoding, and reading comprehension: An investigation of sex differences. Discourse Processes, 58(1), 42–59. https://doi.org/10.1080/0163853X.2020.1734416
Spiegel, J. A., Goodrich, J. M., Morris, B. M., Osborne, C. M., & Lonigan, C. J. (2021). Relations between executive functions and academic outcomes in elementary school children: A meta-analysis. Psychological Bulletin, 147(4), 329–351.
Srivastava, J., Nakazawa, M., & Chen, Y. (2016). Online, mixed, and offline media multitasking: Role of cultural, sociodemographic, and media factors. Computers in Human Behavior, 62, 720–729. https://doi.org/10.1016/j.chb.2016.04.040
Steinberg, L. (2005). Cognitive and affective development in adolescence. Trends in Cognitive Sciences, 9(2), 69–74. https://doi.org/10.1016/j.tics.2004.12.005
*Swing, E. J. (2012). Plugged in: The effects of electronic media use on attention problems, cognitive control, visual attention, and aggression Doctoral dissertation, The Ohio State University.
Szumowska, E., Popławska-Boruc, A., Kus, J., Osowiecka, M., & Kramarczyk, J. (2018). When frequent media multitaskers perform worse and when they do not: The role of self-regulation ability and strategy manipulation. Computers in Human Behavior, 83, 184–193. https://doi.org/10.1016/j.chb.2018.01.043
Takacs, Z. K., & Kassai, R. (2019). The efficacy of different interventions to foster children’s executive function skills: A series of meta-analyses. Psychological Bulletin, 145(7), 653–697. https://doi.org/10.1037/bul0000195
Tanner-Smith, E. E., Tipton, E., & Polanin, J. R. (2016). Handling complex meta-analytic data structures using robust variance estimates: A tutorial in R. Journal of Developmental and Life-Course Criminology, 2(1), 85–112. https://doi.org/10.1007/s40865-016-0026-5
Toplak, M. E., West, R. F., & Stanovich, K. E. (2013). Practitioner review: Do performance-based measures and ratings of executive function assess the same construct? Journal of Child Psychology and Psychiatry, 54(2), 131–143. https://doi.org/10.1111/jcpp.12001
Uncapher, M. R., & Wagner, A. D. (2018). Minds and brains of media multitaskers: Current findings and future directions. PNAS, 115(40), 9889–9896. https://doi.org/10.1073/pnas.1611612115
*Uncapher, M. R., Thieu, M. K., & Wagner, A. D. (2016). Media multitasking and memory: Differences in working memory and long-term memory. Psychonomic Bulletin & Review, 23(2), 483–490. https://doi.org/10.3758/s13423-015-0907-3
Valcan, D. S., Davis, H., & Pino-Pasternak, D. (2018). Parental behaviours predicting early childhood executive functions: A meta-analysis. Educational Psychology Review, 30(3), 607–649. https://doi.org/10.1007/s10648-017-9411-9
Valkenburg, P. M., & Peter, J. (2013). Five challenges for the future of media-effects research. International Journal of Communication, 7, 197–215.
Van den Noortgate, W., López-López, J. A., Marín-Martínez, F., & Sánchez-Meca, J. (2015). Meta-analysis of multiple outcomes: A multi-level approach. Behavior Research Methods, 47(4), 1274–1294. https://doi.org/10.3758/s13428-014-0527-2
van der Put, C. E., van Solinge, N. F., Stams, G. J., Hoeve, M., & Assink, M. (2020). Effects of awareness programs on juvenile delinquency: A three-level meta-analysis. International Journal of Offender Therapy and Comparative Criminology., 65(1), 68–91. https://doi.org/10.1177/0306624X20909239
van der Schuur, W. A., Baumgartner, S. E., Sumter, S. R., & Valkenburg, P. M. (2015). The consequences of media multitasking for youth: A review. Computers in Human Behavior, 53, 204–215. https://doi.org/10.1016/j.chb.2015.06.035
Viechtbauer, W. (2010). Conducting meta-analyses in R with the metafor package. Journal of Statistical Software, 36(3), 1–48. https://doi.org/10.18637/jss.v036.i03
Voorveld, H. A. M., & van der Goot, M. (2013). Age differences in media multitasking: A diary study. Journal of Broadcasting & Electronic Media, 57(3), 392–408. https://doi.org/10.14377/KJA.2017.1.15.6
Voorveld, H. A. M., Segijn, C. M., Ketelaar, P. E., & Smit, E. G. (2014). Investigating the prevalence and predictors of media multitasking across countries. International Journal of Communication, 8(1), 2755–2777.
Voyer, D., Voyer, S. D., & Saint-Aubin, J. (2017). Sex differences in visual-spatial working memory: A meta-analysis. Psychonomic Bulletin & Review, 24, 307–334. https://doi.org/10.3758/s13423-016-1085-7
Waite, B. M., Linberg, R., Ernst, B., Bowman, L. L., & Levine, L. E. (2018). Off-task multitasking, note-taking and lower-and higher-order classroom learning. Computers & Education, 120, 98–111. https://doi.org/10.1016/j.compedu.2018.01.007
Wallis, C. (2006, March 27). The multitasking generation. Time Magazine, 167(13), 48–55. Retrieved from http://www.time.com/time/magazine/article/0,9171,1174696,00.html
*Wilmer, H. H., & Chein, J. M. (2016). Mobile technology habits: Patterns of association among device usage, intertemporal preference, impulse control, and reward sensitivity. Psychonomic Bulletin & Review, 23(5), 1607–1614. https://doi.org/10.3758/s13423-016-1011-z
Wilmer, H. H., Sherman, L. E., & Chein, J. M. (2017). Smartphones and cognition: A review of research exploring the links between mobile technology habits and cognitive functioning. Frontiers in Psychology, 8, Article 605. https://doi.org/10.3389/fpsyg.2017.00605
Wiradhany, W., & Koerts, J. (2019). Everyday functioning-related cognitive correlates of media multitasking: A mini meta-analysis. Media Psychology, 24, 276–303. https://doi.org/10.1080/15213269.2019.1685393
*Wiradhany, W., & Nieuwenstein, M. R. (2017). Cognitive control in media multitaskers: Two replication studies and a meta-analysis. Attention, Perception, & Psychophysics, 79(8), 2620–2641. https://doi.org/10.3758/s13414-017-1408-4
*Wiradhany, W., van Vugt, M. K., & Nieuwenstein, M. R. (2020). Media multitasking, mind-wandering, and distractibility: A large-scale study. Attention, Perception, & Psychophysics, 82(3), 1112–1124. https://doi.org/10.3758/s13414-019-01842-0
*Xia, C. J. (2014). The impact of engagement with social networking sites (SNS) and media multitasking on cognitive skills [Master's thesis, Central China Normal University].
*Xue, T. T. (2020). Characteristics of media multitasking individuals in prospective memory: From behavior and ERP Master's thesis, Hebei Normal University.
*Yang, X., & Zhu, L. (2016). Predictors of media multitasking in Chinese adolescents. International Journal of Psychology, 51(6), 430–438. https://doi.org/10.1002/ijop.12187
Yap, J. Y., & Lim, S. W. H. (2013). Media multitasking predicts unitary versus splitting visual focal attention. Journal of Cognitive Psychology, 25(7), 889–902. https://doi.org/10.1080/20445911.2013.835315
Zhang, J., Xue, T. T., Liu, S. B., & Zhang, Z. J. (2022). Heavy and light media multitaskers employ different neurocognitive strategies in a prospective memory task: An ERP study. Computers in Human Behavior, 135, 107379. https://doi.org/10.1016/j.chb.2022.107379
Zhou, Y. J., & Deng, L. P. (2022). A systematic review of media multitasking in educational contexts: Trends, gaps, and antecedents. Interactive Learning Environments. Advance online publication. https://doi.org/10.1080/10494820.2022.2032760
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This work was supported by the Research Program Funds of the Collaborative Innovation Center of Assessment toward Basic Education Quality at Beijing Normal University (KJ02252019-0801) and the Planning Fund of the Ministry of Education of Humanities and Social Science (2022YJA190006). The funder had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
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FK conceptualized and revisited paper. SM collected and analyzed the data, and modified the paper. HD provided constructive suggestions following the reviewer’s comment. MW and XS commented on previous versions of the manuscript.
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Kong, F., Meng, S., Deng, H. et al. Cognitive Control in Adolescents and Young Adults with Media Multitasking Experience: a Three-Level Meta-analysis. Educ Psychol Rev 35, 22 (2023). https://doi.org/10.1007/s10648-023-09746-0
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DOI: https://doi.org/10.1007/s10648-023-09746-0