Abstract
In this preregistered analysis of existing data, we explored whether the association between urgency—a mood-based impulsivity—and risky and self-destructive behavior engagement is moderated by a sense of purpose in life. Results indicated positive associations between positive and negative urgency and recent risk behavior, and negative associations between a sense of purpose and recent risk behavior. For over 90% of the sample, purpose evidenced significant interaction effects with both negative and positive urgency, predicting fewer past-month risk behaviors (both the total number reported and the diversity of behaviors therein). Analyses by subdomain revealed that these interaction effects were most apparent in models predicting recent self-harm and heavy alcohol use. Explanations for this pattern of results and future directions are discussed.
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Notes
For those giving a non-numeric estimate, we chose to convert to missing because we were unable to approximate a count estimate based on this type of information. For those responding with a numeric estimate, we chose to convert to the named estimate because it was the most accurate value we could ascertain from such a response.
Results reported are generally consistent with results obtained when analyzing the complete data (i.e., before cleaning invalid, nonsense, and extreme responses). Between raw and cleaned data, Hypotheses 1 and 3 are fully consistent. With regard to Hypothesis 2 and the domain-specific robustness checks (i.e., any count-based model relying on total risk score), analytic deviations were required in light of the extreme scores present in the raw data. Not all models using the raw data converged, but when an appropriate model was located, results were in agreement with the clean data-based analyses. The most notable disagreement is that results were more extreme and significant with raw data-based analyses than those obtained using clean data.
References
Ai, C., & Norton, E. C. (2003). Interaction terms in logit and probit models. Economics Letters, 80(1), 123–129. https://doi.org/10.1016/S0165-1765(03)00032-6
Alimujiang, A., Wiensch, A., Boss, J., Fleischer, N. L., Mondul, A. M., McLean, K., Mukherjee, B., & Pearce, C. L. (2019). Association between life purpose and mortality among US adults older than 50 years. JAMA Network Open, 2(5), e194270. https://doi.org/10.1001/jamanetworkopen.2019.4270
Armstrong, D. (2016). Dave Armstrong’s Miscellaneous Functions (1.4–3) [R]. https://CRAN.R-project.org/package=DAMisc
Berg, J. M., Latzman, R. D., Bliwise, N. G., & Lilienfeld, S. O. (2015). Parsing the heterogeneity of impulsivity: A meta-analytic review of the behavioral implications of the UPPS for psychopathology. Psychological Assessment, 27(4), 1129–1146. https://doi.org/10.1037/pas0000111
Brennan, G. M., & Baskin-Sommers, A. R. (2018). Brain-behavior relationships in externalizing: P3 amplitude reduction reflects deficient inhibitory control. Behavioural Brain Research, 337, 70–79. https://doi.org/10.1016/j.bbr.2017.09.045
Bronk, K. C., Baumsteiger, R., Mangan, S., Riches, B., Benavides, C., & Bono, G. (2019). Fostering purpose among young adults: Effective online interventions. Journal of Character Education, 15(2), 21–38.
Bronk, K. C., Hill, P. L., Lapsley, D. K., Talib, T. L., & Finch, H. (2009). Purpose, hope, and life satisfaction in three age groups. The Journal of Positive Psychology, 4(6), 500–510. https://doi.org/10.1080/17439760903271439
Buhrmester, M. D., Kwang, T., & Gosling, S. D. (2011). Amazon’s mechanical Turk: A new source of inexpensive, yet high-quality, data? Perspectives on Psychological Science, 6(1), 3–5. https://doi.org/10.1177/1745691610393980
Bundick, M. J. (2011). The benefits of reflecting on and discussing purpose in life in emerging adulthood. New Directions for Youth Development, 2011(132), 89–103, 10–11. https://doi.org/10.1002/yd.430
Burrow, A. L., & Hill, P. L. (2013). Derailed by diversity? Purpose buffers the relationship between ethnic composition on trains and passenger negative mood. Personality and Social Psychology Bulletin, 39(12), 1610–1619. https://doi.org/10.1177/0146167213499377
Burrow, A. L., & Rainone, N. (2017). How many likes did I get?: Purpose moderates links between positive social media feedback and self-esteem. Journal of Experimental Social Psychology, 69, 232–236. https://doi.org/10.1016/j.jesp.2016.09.005
Burrow, A. L., & Spreng, R. N. (2016). Waiting with purpose: A reliable but small association between purpose in life and impulsivity. Personality and Individual Differences, 90, 187–189. https://doi.org/10.1016/j.paid.2015.11.010
Casler, K., Bickel, L., & Hackett, E. (2013). Separate but equal? A comparison of participants and data gathered via Amazon’s MTurk, social media, and face-to-face behavioral testing. Computers in Human Behavior, 29(6), 2156–2160. https://doi.org/10.1016/j.chb.2013.05.009
Chmielewski, M., & Kucker, S. C. (2020). An MTurk crisis? Shifts in data quality and the impact on study results. Social Psychological and Personality Science, 11(4), 464–473. https://doi.org/10.1177/1948550619875149
Claes, L., & Muehlenkamp, J. (2013). The relationship between the UPPS-P impulsivity dimensions and nonsuicidal self-injury characteristics in male and female high-school students. Psychiatry Journal, 2013(654847), 1–5. https://doi.org/10.1155/2013/654847
Costin, V., & Vignoles, V. L. (2019). Meaning is about mattering: Evaluating coherence, purpose, and existential mattering as precursors of meaning in life judgments. Journal of Personality and Social Psychology. Advance online publication. https://doi.org/10.1037/pspp0000225
Cyders, M. A. (2013). Impulsivity and the sexes: Measurement and structural invariance of the UPPS-P Impulsive Behavior Scale. Assessment, 20(1), 86–97. https://doi.org/10.1177/1073191111428762
Cyders, M. A., Littlefield, A. K., Coffey, S., & Karyadi, K. A. (2014). Examination of a short version of the UPPS-P Impulsive Behavior Scale. Addictive Behaviors, 39(9), 1372–1376. https://doi.org/10.1016/j.addbeh.2014.02.013
Cyders, M. A., & Smith, G. T. (2008). Emotion-based dispositions to rash action: Positive and negative urgency. Psychological Bulletin, 134(6), 807–828. https://doi.org/10.1037/a0013341
Cyders, M. A., Smith, G. T., Spillane, N. S., Fischer, S., Annus, A. M., & Peterson, C. (2007). Integration of impulsivity and positive mood to predict risky behavior: Development and validation of a measure of positive urgency. Psychological Assessment, 19(1), 107–118. https://doi.org/10.1037/1040-3590.19.1.107
Davidson, R. J. (2003). Darwin and the neural bases of emotion and affective style. Annals of the New York Academy of Sciences, 1000(1), 316–336. https://doi.org/10.1196/annals.1280.014
Desmarais, B. A., & Harden, J. J. (2013). Testing for zero inflation in count models: Bias correction for the Vuong test. The Stata Journal, 13(4), 810–835. https://doi.org/10.1177/1536867X1301300408
Dreisbach, G. (2006). How positive affect modulates cognitive control: The costs and benefits of reduced maintenance capability. Brain and Cognition, 60(1), 11–19. https://doi.org/10.1016/j.bandc.2005.08.003
Eisenberg, I. W., Bissett, P. G., Zeynep Enkavi, A., Li, J., MacKinnon, D. P., Marsch, L. A., & Poldrack, R. A. (2019). Uncovering the structure of self-regulation through data-driven ontology discovery. Nature Communications, 10(1), 2319. https://doi.org/10.1038/s41467-019-10301-1
Fischer, S., & Smith, G. T. (2008). Binge eating, problem drinking, and pathological gambling: Linking behavior to shared traits and social learning. Personality and Individual Differences, 44(4), 789–800. https://doi.org/10.1016/j.paid.2007.10.008
Fogelman, N., & Canli, T. (2015). “Purpose in Life” as a psychosocial resource in healthy aging: An examination of cortisol baseline levels and response to the Trier Social Stress Test. NPJ Aging and Mechanisms of Disease, 1, 15006. https://doi.org/10.1038/npjamd.2015.6
Gause, N. K., Brown, J. L., & DiClemente, R. J. (2019). Mental representations of self in relationships indirectly affects young Black women’s engagement in risky sexual behaviors through psychosocial HIV/STI risk factors. Vulnerable Children and Youth Studies, 14(1), 1–16. https://doi.org/10.1080/17450128.2019.1574366
George, L. S., & Park, C. L. (2016). Meaning in life as comprehension, purpose, and mattering: Toward integration and new research questions. Review of General Psychology, 20(3), 205–220. https://doi.org/10.1037/gpr0000077
Gratz, K. L., & Roemer, L. (2004). Multidimensional assessment of emotion regulation and dysregulation: Development, factor structure, and initial validation of the Difficulties in Emotion Regulation Scale. Journal of Psychopathology and Behavioral Assessment, 26(1), 41–54. https://doi.org/10.1023/B:JOBA.0000007455.08539.94
Hai, A. H., Franklin, C., Park, S., DiNitto, D. M., & Aurelio, N. (2019). The efficacy of spiritual/religious interventions for substance use problems: A systematic review and meta-analysis of randomized controlled trials. Drug and Alcohol Dependence, 202, 134–148. https://doi.org/10.1016/j.drugalcdep.2019.04.045
Hamza, C. A., Willoughby, T., & Heffer, T. (2015). Impulsivity and nonsuicidal self-injury: A review and meta-analysis. Clinical Psychology Review, 38, 13–24.
Hedegaard, H., Miniño, A. M., & Warner, M. (2020). Drug overdose deaths in the United States, 1999–2018 (NCHS Data Brief No. 356). National Center for Health Statistics.
Helfinstein, S. M., Mumford, J. A., & Poldrack, R. A. (2015). If all your friends jumped off a bridge: The effect of others’ actions on engagement in and recommendation of risky behaviors. Journal of Experimental Psychology: General, 144(1), 12–17. https://doi.org/10.1037/xge0000043
Hennessy, E. A., & Fisher, B. W. (2015). A meta-analysis exploring the relationship between 12-step attendance and adolescent substance use relapse. Journal of Groups in Addiction & Recovery, 10(1), 79–96. https://doi.org/10.1080/1556035X.2015.999621
Hill, P. L., Burrow, A. L., & Bronk, K. C. (2016a). Persevering with positivity and purpose: An examination of purpose commitment and positive affect as predictors of grit. Journal of Happiness Studies, 17(1), 257–269. https://doi.org/10.1007/s10902-014-9593-5
Hill, P. L., Sin, N. L., Almeida, D. M., & Burrow, A. L. (2020). Sense of purpose predicts daily positive events and attenuates their influence on positive affect. Emotion. Advance online publication. https://doi.org/10.1037/emo0000776
Hill, P. L., Sin, N. L., Turiano, N. A., Burrow, A. L., & Almeida, D. M. (2018). Sense of purpose moderates the associations between daily stressors and daily well-being. Annals of Behavioral Medicine, 52(8), 724–729. https://doi.org/10.1093/abm/kax039
Hill, P. L., & Turiano, N. A. (2014). Purpose in life as a predictor of mortality across adulthood. Psychological Science, 25(7), 1482–1486. https://doi.org/10.1177/0956797614531799
Hill, P. L., Turiano, N. A., Mroczek, D. K., & Burrow, A. L. (2016b). The value of a purposeful life: Sense of purpose predicts greater income and net worth. Journal of Research in Personality, 65, 38–42. https://doi.org/10.1016/j.jrp.2016.07.003
International Transport Forum. (2017). Road safety annual report 2017. OECD Publishing. https://www.oecd-ilibrary.org/transport/road-safety-annual-report-2017_irtad-2017-en
Kerpelman, J. L., McElwain, A. D., Pittman, J. F., & Adler-Baeder, F. M. (2016). Engagement in risky sexual behavior: Adolescents’ perceptions of self and the parent-child relationship matter. Youth & Society, 48(1), 101–125.
Kim, E. S., Delaney, S. W., & Kubzansky, L. D. (2019). Sense of purpose in life and cardiovascular disease: Underlying mechanisms and future directions. Current Cardiology Reports, 21(11), 135. https://doi.org/10.1007/s11886-019-1222-9
Kim, E. S., Ryff, C., Hassett, A., Brummett, C., Yeh, C., & Strecher, V. (2020). Sense of purpose in life and likelihood of future illicit drug use or prescription medication misuse. Psychosomatic Medicine, 82(7), 715–721. https://doi.org/10.1097/PSY.0000000000000842
King, G., Tomz, M., & Wittenberg, J. (2000). Making the most of statistical analyses: Improving interpretation and presentation. American Journal of Political Science, 44(2), 347–361. JSTOR. https://doi.org/10.2307/2669316
Kleiber, C., & Zeileis, A. (2008). Applied Econometrics with R. New York. https://CRAN.R-project.org/package=AER
Klimstra, T. A., & Denissen, J. J. A. (2017). A theoretical framework for the associations between identity and psychopathology. Developmental Psychology, 53(11), 2052–2065. https://doi.org/10.1037/dev0000356
LeBel, E. P., Berger, D., Campbell, L., & Loving, T. J. (2017). Falsifiability is not optional. Journal of Personality and Social Psychology, 113(2), 254–261. https://doi.org/10.1037/pspi0000106
Lewis, N. A., Turiano, N. A., Payne, B. R., & Hill, P. L. (2017). Purpose in life and cognitive functioning in adulthood. Neuropsychology, Development, and Cognition. Section B, Aging, Neuropsychology and Cognition, 24(6), 662–671. https://doi.org/10.1080/13825585.2016.1251549
Lynam, D. R. (2013). Development of a short form of the UPPS-P Impulsive Behavior Scale. [Unpublished Technical Report].
Machell, K. A., Disabato, D. J., & Kashdan, T. B. (2016). Buffering the negative impact of poverty on youth: The power of purpose in life. Social Indicators Research, 126(2), 845–861. https://doi.org/10.1007/s11205-015-0917-6
Marmorstein, N. R. (2013). Associations between dispositions to rash action and internalizing and externalizing symptoms in children. Journal of Clinical Child & Adolescent Psychology, 42(1), 131–138. https://doi.org/10.1080/15374416.2012.734021
McCabe, C. J. (2020). Modglm: Evaluating interaction effects in logit and count GLMs [R]. https://github.com/connorjmccabe/modglm
McCabe, C. J., Halvorson, M. A., King, K. M., Cao, X., & Kim, D. S. (2020, April 8). Estimating and interpreting interaction effects in generalized linear models of binary and count data. PsyArXiv. https://doi.org/10.31234/osf.io/th94c
McKnight, P. E., & Kashdan, T. B. (2009). Purpose in life as a system that creates and sustains health and well-being: An integrative, testable theory. Review of General Psychology, 13(3), 242–251. https://doi.org/10.1037/a0017152
Miglin, R., Bounoua, N., Goodling, S., Sheehan, A., Spielberg, J. M., & Sadeh, N. (2019). Cortical thickness links impulsive personality traits and risky behavior. Brain Sciences, 9(12), 373–387. https://doi.org/10.3390/brainsci9120373
Miller, J., Flory, K., Lynam, D., & Leukefeld, C. (2003). A test of the four-factor model of impulsivity-related traits. Personality and Individual Differences, 34(8), 1403–1418. https://doi.org/10.1016/S0191-8869(02)00122-8
Nasiriavanaki, Z., ArianNik, M., Abbassian, A., Mahmoudi, E., Roufigari, N., Shahzadi, S., Nasiriavanaki, M., & Bahrami, B. (2015). Prediction of individual differences in risky behavior in young adults via variations in local brain structure. Frontiers in Neuroscience. https://doi.org/10.3389/fnins.2015.00359
Norton, E. C., Wang, H., & Ai, C. (2004). Computing interaction effects and standard errors in logit and probit models. The Stata Journal, 4(2), 154–167. https://doi.org/10.1177/1536867X0400400206
Pearl, J. (1995). Causal inference from indirect experiments. Artificial Intelligence in Medicine, 7(6), 561–582. https://doi.org/10.1016/0933-3657(95)00027-3
Peters, J. R., Upton, B. T., & Baer, R. A. (2013). Brief report: Relationships between facets of impulsivity and borderline personality features. Journal of Personality Disorders, 27(4), 547–552. https://doi.org/10.1521/pedi_2012_26_044
Peterson, S. J., & Smith, G. T. (2019). Impulsigenic personality: Is urgency an example of the jangle fallacy? Psychological Assessment, 31(9), 1135–1144. https://doi.org/10.1037/pas0000740
Pharo, H., Sim, C., Graham, M., Gross, J., & Hayne, H. (2011). Risky business: Executive function, personality, and reckless behavior during adolescence and emerging adulthood. Behavioral Neuroscience, 125(6), 970–978. https://doi.org/10.1037/a0025768
Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. https://doi.org/10.1037/0021-9010.88.5.879
Porcelli, S. (2021). Exploring the factor structure of general emotion dysregulation: A new approach. Manuscript in preparation.
Riley, E. N., Combs, J. L., Jordan, C. E., & Smith, G. T. (2015). Negative urgency and lack of perseverance: Identification of differential pathways of onset and maintenance risk in the longitudinal prediction of nonsuicidal self-injury. Behavior Therapy, 46(4), 439–448. https://doi.org/10.1016/j.beth.2015.03.002
Robinson, J. M., Ladd, B. O., & Anderson, K. G. (2014). When you see it, let it be: Urgency, mindfulness and adolescent substance use. Addictive Behaviors, 39(6), 1038–1041. https://doi.org/10.1016/j.addbeh.2014.02.011
Rose, P., & Segrist, D. J. (2014). Negative and positive urgency may both be risk factors for compulsive buying. Journal of Behavioral Addictions, 3(2), 128–132. https://doi.org/10.1556/JBA.3.2014.011
Ryff, C. D. (1989). Happiness is everything, or is it? Explorations on the meaning of psychological well-being. Journal of Personality and Social Psychology, 57(6), 1069–1081. https://doi.org/10.1037/0022-3514.57.6.1069
Ryff, C. D., & Keyes, C. L. M. (1995). The structure of psychological well-being revisited. Journal of Personality and Social Psychology, 69(4), 719–727. https://doi.org/10.1037/0022-3514.69.4.719
Ryff, C. D., & Singer, B. H. (2008). Know thyself and become what you are: A eudaimonic approach to psychological well-being. Journal of Happiness Studies, 9(1), 13–39. https://doi.org/10.1007/s10902-006-9019-0
Sadeh, N., & Baskin-Sommers, A. (2017). Risky, impulsive, and self-destructive behavior questionnaire (RISQ): A validation study. Assessment, 24(8), 1080–1094. https://doi.org/10.1177/1073191116640356
Schaefer, S. M., Boylan, J. M., van Reekum, C. M., Lapate, R. C., Norris, C. J., Ryff, C. D., & Davidson, R. J. (2013). Purpose in life predicts better emotional recovery from negative stimuli. PLoS ONE, 8(11), e80329. https://doi.org/10.1371/journal.pone.0080329
Scheier, M. F., Wrosch, C., Baum, A., Cohen, S., Martire, L. M., Matthews, K. A., Schulz, R., & Zdaniuk, B. (2006). The life engagement test: Assessing purpose in life. Journal of Behavioral Medicine, 29(3), 291–298. https://doi.org/10.1007/s10865-005-9044-1
Schmidt, C. (2020). Purpose, self-other overlap, and subjective well-being: A cluster analysis of distinct features of purpose [Master’s Thesis, Cornell University]. ProQuest Dissertations and Theses Global. https://ecommons.cornell.edu/handle/1813/70301
Sekścińska, K., Rudzinska-Wojciechowska, J., & Maison, D. (2018). Individual differences in time perspectives and risky financial choices. Personality and Individual Differences, 120(1), 118–126. https://doi.org/10.1016/j.paid.2017.08.038
Shiffman, S. (2009). Ecological momentary assessment (EMA) in studies of substance use. Psychological Assessment, 21(4), 486–497. https://doi.org/10.1037/a0017074
Shiffman, S., Hufford, M., Hickcox, M., Paty, J. A., Gnys, M., & Kassel, J. D. (1997). Remember that? A comparison of real-time versus retrospective recall of smoking lapses. Journal of Consulting and Clinical Psychology, 65(2), 292–300. https://doi.org/10.1037/0022-006x.65.2.292.a
Smith, G. T., & Cyders, M. A. (2016). Integrating affect and impulsivity: The role of positive and negative urgency in substance use risk. Drug and Alcohol Dependence, 163(Suppl 1), S3–S12. https://doi.org/10.1016/j.drugalcdep.2015.08.038
Steinberg, L. (2007). Risk taking in adolescence: New perspectives from brain and behavioral science. Current Directions in Psychological Science, 16(2), 55–69. https://doi.org/10.1111/j.1467-8721.2007.00475.x
Um, M., & Cyders, M. (2019). Positive emotion-based impulsivity as a transdiagnostic endophenotype. In J. Gruber (Ed.), The Oxford handbook of psychopathology (pp. 197–222). Oxford University Press.
Verschueren, M., Claes, L., Gandhi, A., & Luyckx, K. (2019). Identity and psychopathology: Bridging developmental and clinical research. Advance online publication. https://doi.org/10.1177/2167696819870021
Whiteside, S. P., & Lynam, D. R. (2001). The Five Factor Model and impulsivity: Using a structural model of personality to understand impulsivity. Personality and Individual Differences, 30(4), 669–689. https://doi.org/10.1016/S0191-8869(00)00064-7
Whiteside, S. P., Lynam, D. R., Miller, J. D., & Reynolds, S. K. (2005). Validation of the UPPS impulsive behaviour scale: A four-factor model of impulsivity. European Journal of Personality, 19(7), 559–574. https://doi.org/10.1002/per.556
Wray, T. B., Merrill, J. E., & Monti, P. M. (2014). Using ecological momentary assessment (EMA) to assess situation-level predictors of alcohol use and alcohol-related consequences. Alcohol Research: Current Reviews, 36(1), 19–27.
Yeager, D. S., Henderson, M. D., Paunesku, D., Walton, G. M., D’Mello, S., Spitzer, B. J., & Duckworth, A. L. (2014). Boring but important: A self-transcendent purpose for learning fosters academic self-regulation. Journal of Personality and Social Psychology, 107(4), 559–580. https://doi.org/10.1037/a0037637
Zapolski, T. C. B., Cyders, M. A., & Smith, G. T. (2009). Positive urgency predicts illegal drug use and risky sexual behavior. Psychology of Addictive Behaviors, 23(2), 348–354. https://doi.org/10.1037/a0014684
Zeileis, A., & Hothorn, T. (2002). Diagnostic checking in regression relationships. R News, 2(3), 7–10. https://cran.r-project.org/web/packages/lmtest/index.html
Zeileis, A., Kleiber, C., & Jackman, S. (2008). Regression models for count data in R. Journal of Statistical Software, 27(1), 1–25. https://doi.org/10.18637/jss.v027.i08
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This research was supported by Hatch funds from the National Institute of Food and Agriculture (NIFA), U.S. Department of Agriculture under accession #1010766.
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Ratner, K., Porcelli, S.E. & Burrow, A.L. Purpose in life, urgency, and the propensity to engage in risky and self-destructive behaviors. Motiv Emot 46, 59–73 (2022). https://doi.org/10.1007/s11031-021-09915-0
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DOI: https://doi.org/10.1007/s11031-021-09915-0