Main Article Content

Tahereh Mehrollahi
Mariani Md Nor
Mahmoud Danaee
Brian Trenaman


Scientific production, global social-psychology intervention, students, bibliometric approach, most-cited Web of Science articles


Purpose: The recent decades were witnessed such a rapid rise in wellbeing researches on the field of psychology. Social psychology intervention (SPI) has a strong impact on individual mental health and remarkable achievement in education domain. In this context, subject development within the last years could be illustrated through a bibliometric approach. This research aimed to analyze the scientific productivity while considering global trends of psychological intervention.

Methodology: Web of Science Core Collection databases were selected in the period from 1990 to mid-2018. By thoroughly scrutinizing the objects which came to this attention, the trend of documents, publication date, geographic contribution to the field, relevant authorship and most cited articles, as well as frequent keywords from more than thousand references, were investigated.

Main Findings: The results clearly indicate that the United States of America dedicates itself with the highest level of attention in the area of social psychology intervention. Whereas, lower attention was focused on the research criteria in Asian continent, except China. Although the majority of the studies on SPI approach is from USA, but performed analysis highlight the vast research potential to validate without any specific considerations to certain region settings or cultures.

Implications/Applications: Despite advantages of SPI, the majority of the existed researches has been carried out predominantly in United States. Whereas, from defining the unit of analysis, the hypothesis might worthily be studied by practitioners to generalize the issue over various frameworks.


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1. 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.
2. Aghaei Chadegani, A., Salehi, H., Yunus, M., Farhadi, H., Fooladi, M., Farhadi, M., et al. (2013). A comparison between two main academic literature collections: Web of Science and Scopus databases.
3. Azizam, N. A., Ismail, A., Sulong, S., Nor, M. N., & Ahmed, Z. (2015). Economic burden of psoriasis: Review of literature. International Journal of Business and Administrative Studies, 1(1), 18-22
4. Ale Ebrahim, N. (2016). Selecting a brand name for your research interest. Retrieved from
5. Aronson, E., & Bridgeman, D. (1979). Jigsaw groups and the desegregated classroom: In pursuit of common goals. Personality and social psychology bulletin, 5(4), 438-446.
6. Aronson, J., Fried, C. B., & Good, C. (2002). Reducing the effects of stereotype threat on African American college students by shaping theories of intelligence. Journal of Experimental Social Psychology, 38(2), 113-125.
7. Bailey, D., Duncan, G., Odgers, C., & Yu, W. (2015). Persistence and fadeout in the impacts of child and adolescent interventions . Journal of Research on Educational Effectiveness, 10(1), 7-39.
8. Bakri, A., & Willett, P. (2011). Computer science research in Malaysia: a bibliometric analysis. Paper presented at the Aslib Proceedings.
9. Bargh, J. A., & Ferguson, M. J. (2000). Beyond behaviorism: on the automaticity of higher mental processes. Psychological bulletin, 126(6), 925.
10. Baumeister, R. F., & Leary, M. R. (1995). The need to belong: desire for interpersonal attachments as a fundamental human motivation. Psychological bulletin, 117(3), 497.
11. Blackwell, L. S., Trzesniewski, K. H., & Dweck, C. S. (2007). Implicit theories of intelligence predict achievement across an adolescent transition: A longitudinal study and an intervention. Child development, 78(1), 246-263.
12. Blanton, H., Crocker, J., & Miller, D. T. (2000). The effects of in-group versus out-group social comparison on self-esteem in the context of a negative stereotype. Journal of Experimental Social Psychology, 36(5), 519-530.
13. Blanton, H., & Jaccard, J. (2006). Arbitrary metrics in psychology. American Psychologist, 61(1), 27-41.
14. Cohen, G. L., Garcia, J., Apfel, N., & Master, A. (2006). Reducing the racial achievement gap: A social-psychological intervention. science, 313(5791), 1307-1310.
15. Cohen, G. L., Garcia, J., Purdie-Vaughns, V., Apfel, N., & Brzustoski, P. (2009). Recursive processes in self-affirmation: Intervening to close the minority achievement gap. science, 324(5925), 400-403.
16. Cohen, G. L., & Sherman, D. K. (2014). The psychology of change: Self-affirmation and social psychological intervention. Annual review of psychology, 65.
17. Ellegaard, O., & Wallin, J. A. (2015). The bibliometric analysis of scholarly production: How great is the impact? Scientometrics, 105(3), 1809-1831.
18. Espelage, D. L., & Swearer Napolitano, S. M. (2003). Research on school bullying and victimization: What have we learned and where do we go from here?[Mini-series].
19. Fergus, E., Noguera, P., & Martin, M. (2014). Schooling for Resilience: Improving the Life Trajectory of Black and Latino Boys: ERIC.
20. Flook, L., Smalley, S. L., Kitil, M. J., Galla, B. M., Kaiser-Greenland, S., Locke, J., et al. (2010). Effects of mindful awareness practices on executive functions in elementary school children. Journal of Applied School Psychology, 26(1), 70-95.
21. Fredrickson, B. L., Cohn, M. A., Coffey, K. A., Pek, J., & Finkel, S. M. (2008). Open hearts build lives: positive emotions, induced through loving-kindness meditation, build consequential personal resources. Journal of personality and social psychology, 95(5), 1045.
22. Freeman, T. M., Anderman, L. H., & Jensen, J. M. (2007). Sense of belonging in college freshmen at the classroom and campus levels. The Journal of Experimental Education, 75(3), 203-220.
23. Fryer Jr, R. G. (2011). Financial incentives and student achievement: Evidence from randomized trials. The Quarterly Journal of Economics, 126(4), 1755-1798.
24. Garfield, E. (2009). From the science of science to Scientometrics visualizing the history of science with HistCite software. Journal of Informetrics, 3(3), 173-179.
25. Gerrard, M., Gibbons, F. X., Houlihan, A. E., Stock, M. L., & Pomery, E. A. (2008). A dual-process approach to health risk decision making: The prototype willingness model. Developmental Review, 28(1), 29-61.
26. Glaser, D. (2000). Child abuse and neglect and the brain—a review. The Journal of Child Psychology and Psychiatry and Allied Disciplines, 41(1), 97-116.
27. Good, C., Aronson, J., & Inzlicht, M. (2003). Improving adolescents' standardized test performance: An intervention to reduce the effects of stereotype threat. Journal of Applied Developmental Psychology, 24(6), 645-662.
28. Goodenow, C. (1993). The psychological sense of school membership among adolescents: Scale development and educational correlates. Psychology in the Schools, 30(1), 79-90.<79::AID-PITS2310300113>3.0.CO;2-X
29. Gottman, J. M. (1998). Psychology and the study of marital processes. Annual review of psychology, 49(1), 169-197.
30. Granic, I., Lobel, A., & Engels, R. C. (2014). The benefits of playing video games. American psychologist, 69(1), 66.
31. Harackiewicz, J. M., Rozek, C. S., Hulleman, C. S., & Hyde, J. S. (2012). Helping parents to motivate adolescents in mathematics and science: An experimental test of a utility-value intervention. Psychological Science, 23(8), 899-906.
32. Hembree, R. (1990). The nature, effects, and relief of mathematics anxiety. Journal for research in mathematics education, 33-46.
33. Hendriks, T., Warren, M. A., Schotanus-Dijkstra, M., Hassankhan, A., Graafsma, T., Bohlmeijer, E., et al. (2018). How WEIRD are positive psychology interventions? A bibliometric analysis of randomized controlled trials on the science of well-being. The Journal of Positive Psychology, 1-13.
34. Hobfoll, S. E., & Lilly, R. S. (1993). Resource conservation as a strategy for community psychology. Journal of community psychology, 21(2), 128-148.<128::AID-JCOP2290210206>3.0.CO;2-5
35. Hsin-Yi, W. (2015). The effects of incorporating mind mapping with picture-book reading instruction on the reading comprehension ability of 1st grade elementary school students. International Journal of Humanities, Arts and Social Sciences, 1(4), 147-155.
36. Hulleman, C. S., & Harackiewicz, J. M. (2009). Promoting interest and performance in high school science classes. science, 326(5958), 1410-1412.
37. Hurtado, S., & Carter, D. F. (1997). Effects of college transition and perceptions of the campus racial climate on Latino college students' sense of belonging. Sociology of education, 324-345.
38. Jamali, S. M., Md Zain, A. N., Samsudin, M. A., & Ale Ebrahim, N. (2015). Publication Trends in Physics Education: A Bibliometric study.
39. Jamieson, J. P., Mendes, W. B., Blackstock, E., & Schmader, T. (2010). Turning the knots in your stomach into bows: Reappraising arousal improves performance on the GRE. Journal of Experimental Social Psychology, 46(1), 208-212.
40. Johnson, D. W., & Johnson, R. T. (1987). Learning together and alone: Cooperative, competitive, and individualistic learning: Prentice-Hall, Inc.
41. Kalantari, A., Kamsin, A., Kamaruddin, H. S., Ebrahim, N. A., Gani, A., Ebrahimi, A., et al. (2017). A bibliometric approach to tracking big data research trends. Journal of Big Data, 4(1), 30.
42. Karakus, M. (2018). Psychological Capital Research in Social Sciences: A Bibliometric Analysis. Electronic International Journal of Education, Arts, and Science (EIJEAS), 4(8).
43. Kashdan, T. B., & Rottenberg, J. (2010). Psychological flexibility as a fundamental aspect of health. Clinical psychology review, 30(7), 865-878.
44. Khalil, G. M., & Crawford, C. A. G. (2015). A Bibliometric Analysis of US-Based Research on the Behavioral Risk Factor Surveillance System. American Journal of Preventive Medicine, 48(1), 50-57.
45. King, L. A. (2001). The health benefits of writing about life goals. Personality and Social Psychology Bulletin, 27(7), 798-807.
46. Krantz, D. S., & McCeney, M. K. (2002). Effects of psychological and social factors on organic disease: a critical assessment of research on coronary heart disease. Annual review of psychology, 53(1), 341-369.
47. Leventhal, H., Leventhal, E. A., & Contrada, R. J. (1998). Self-regulation, health, and behavior: A perceptual-cognitive approach. Psychology and Health, 13(4), 717-733.
48. Lavilles Jr, H, L., & Robles, A, C, M, O. (2017). Teachers’ soft skills proficiency level and school performance of selected schools in Sultan Kudarat Division. Journal of Advances in Humanities and Social Sciences, 3(1), 10-28.
49. Lin, S., & Lin, Y. (2016). The application of institutional research in a senior high school of Taiwan. Journal of Advanced Research in Social Sciences and Humanities. 1(1), 1-8.
50. Lin, S., Lin, Y., and Wu, C.L (2016). An empirical study of institutional research in a senior high school. Journal of Advances in Humanities and Social Sciences, 2 (6), 303-309.
51. Martens, A., Johns, M., Greenberg, J., & Schimel, J. (2006). Combating stereotype threat: The effect of self-affirmation on women’s intellectual performance. Journal of Experimental Social Psychology, 42(2), 236-243.
52. Mattarella-Micke, A., Mateo, J., Kozak, M. N., Foster, K., & Beilock, S. L. (2011). Choke or thrive? The relation between salivary cortisol and math performance depends on individual differences in working memory and math-anxiety. Emotion, 11(4), 1000.
53. McBurney, M. K., & Novak, P. L. (2002). What is bibliometrics and why should you care? Paper presented at the Professional Communication Conference, 2002. IPCC 2002. Proceedings. IEEE International.
54. McIntyre, R. B., Paulson, R. M., & Lord, C. G. (2003). Alleviating women’s mathematics stereotype threat through salience of group achievements. Journal of Experimental Social Psychology, 39(1), 83-90.
55. Miller, E., Rudman, A., Högman, N., & Gustavsson, P. (2016). Mindset Interventions in Academic Settings: A review: Rapport B.
56. Miyake, A., Kost-Smith, L. E., Finkelstein, N. D., Pollock, S. J., Cohen, G. L., & Ito, T. A. (2010). Reducing the gender achievement gap in college science: A classroom study of values affirmation. Science, 330(6008), 1234-1237.
57. Mrazek, M. D., Franklin, M. S., Phillips, D. T., Baird, B., & Schooler, J. W. (2013). Mindfulness training improves working memory capacity and GRE performance while reducing mind wandering. Psychological science, 24(5), 776-781.
58. Napoli, M., Krech, P. R., & Holley, L. C. (2005). Mindfulness training for elementary school students: The attention academy. Journal of applied school psychology, 21(1), 99-125.
59. Niatu, N. E., & Puji, A. P., (2018). Need Assessment Implementation of Story Books in Basic School. International Journal of Humanities, Arts and Social Sciences, 4(1), 15-21
60. Oyserman, D., Bybee, D., & Terry, K. (2006). Possible selves and academic outcomes: How and when possible selves impel action. Journal of personality and social psychology, 91(1), 188.
61. Oyserman, D., & Fryberg, S. (2006). The possible selves of diverse adolescents: Content and function across gender, race and national origin. Possible selves: Theory, research, and applications, 2(4), 17-39.
62. Oyserman, D., & Markus, H. (1990). Possible selves in balance: Implications for delinquency. Journal of Social Issues, 46(2), 141-157.
63. Paris, S. G., & Paris, A. H. (2001). Classroom applications of research on self-regulated learning. Educational psychologist, 36(2), 89-101.
64. Patrick, H., Ryan, A. M., & Kaplan, A. (2007). Early adolescents' perceptions of the classroom social environment, motivational beliefs, and engagement. Journal of educational psychology, 99(1), 83.
65. Paunesku, D., Walton, G. M., Romero, C., Smith, E. N., Yeager, D. S., & Dweck, C. S. (2015). Mind-Set Interventions Are a Scalable Treatment for Academic Underachievement. Psychological science, 0956797615571017.
66. Ramirez, G., & Beilock, S. L. (2011). Writing about testing worries boosts exam performance in the classroom. science, 331(6014), 211-213.
67. Repanovici, A. (2010). Measuring the visibility of the university’s scientific production using google scholar, Publish or Perish software and Scientometrics. Paper presented at the World Library and Information Congress: 76th IFLA General Conference and Assembly. Retrieved December.
68. Rerkklang, P. (2018). Sustainability development consciousness and behavior of Thais: The effects on quality of life and happiness. Journal of Advances in Humanities and Social Sciences, 4(1): 51-59
69. Russell, D. W., Kahn, J. H., Spoth, R., & Altmaier, E. M. (1998). Analyzing data from experimental studies: A latent variable structural equation modeling approach. Journal of Counseling Psychology, 45(1), 18.
70. Ruvolo, A. P., & Markus, H. R. (1992). Possible selves and performance: The power of self-relevant imagery. Social cognition, 10(1), 95-124.
71. Scarr, S. (1992). Developmental theories for the 1990s: Development and individual differences. Child development, 63(1), 1-19.
72. Schonert-Reichl, K. A., & Lawlor, M. S. (2010). The effects of a mindfulness-based education program on pre-and early adolescents’ well-being and social and emotional competence. Mindfulness, 1(3), 137-151.
73. Shapiro, J. R., Williams, A. M., & Hambarchyan, M. (2013). Are all interventions created equal? A multi-threat approach to tailoring stereotype threat interventions. Journal of Personality and Social Psychology, 104(2), 277.
74. Sharan, S., & Hertz-Lazarowitz, R. (1980). A group-investigation method of cooperative learning in the classroom. Cooperation in education, 14-46.
75. Slavin, R. E. (1980). Cooperative learning. Review of educational research, 50(2), 315-342.
76. Smith, T. W., Glazer, K., Ruiz, J. M., & Gallo, L. C. (2004). Hostility, anger, aggressiveness, and coronary heart disease: An interpersonal perspective on personality, emotion, and health. Journal of personality, 72(6), 1217-1270.
77. Spitzer, B., & Aronson, J. (2015). Minding and mending the gap: Social psychological interventions to reduce educational disparities. British Journal of Educational Psychology, 85(1), 1-18.
78. Steele, C. M. (1988). The psychology of self-affirmation: Sustaining the integrity of the self. In Advances in experimental social psychology (Vol. 21, pp. 261-302): Elsevier.
79. Sylvia, J., Pidor , R. P., Limjuco, M. J., and Barluado, G. (2107). Elevating the research and publication culture of the University of the Immaculate Conception Graduate School: A practical action research. Journal of Advanced Research in Social Sciences and Humanities, 2(5), 284-297.
80. Teik Ee, G., & Aman, R. C. (2015). Prevalence of self-hurt behaviour among Chinese adolescents in Malaysia . International Journal of Humanities, Arts and Social Sciences, 1(2), 108-113.
81. Thernstrom, A., & Thernstrom, S. (2004). No excuses: Closing the racial gap in learning: Simon and Schuster.
82. Tsai, H.-H. (2011). Research trends analysis by comparing data mining and customer relationship management through bibliometric methodology. Scientometrics, 87(3), 425-450.
83. Van Eck, N. J., & Waltman, L. (2010). Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics, 84(2), 523-538.
84. Walton, G. M., & Cohen, G. L. (2007). A question of belonging: race, social fit, and achievement. Journal of personality and social psychology, 92(1), 82.
85. Walton, G. M., & Cohen, G. L. (2011). A brief social-belonging intervention improves academic and health outcomes of minority students. Science, 331(6023), 1447-1451.
86. Webb, T. L., & Sheeran, P. (2006). Does changing behavioral intentions engender behavior change? A meta-analysis of the experimental evidence. Psychological bulletin, 132(2), 249.
87. Wilson, T. (2011). Redirect: The surprising new science of psychological change: Penguin UK.
88. Yeager, D. S., & Dweck, C. S. (2012). Mindsets that promote resilience: When students believe that personal characteristics can be developed. Educational psychologist, 47(4), 302-314.
89. Yeager, D. S., & Walton, G. M. (2011a). Social-psychological interventions in education They’re not magic. Review of Educational Research, 81(2), 267-301.
90. Yeager, D. S., & Walton, G. M. (2011b). Social-psychological interventions in education: They’re not magic. Review of educational Research, 81(2), 267-301.
91. Yildiz, F. Ü., & Kayili, G. (2015). Examining the effects of computer-assisted preschool educational activities on children’s intuitive mathematical ability. Journal of Advances in Humanities and Social Sciences, 1(1), 1-8
92. Yoo, J., Lee, M. K., & Lee, W. S. (2016). Asymmetrical corporate responses to economic information: Applying the firm size effect. Journal of Administrative and Business Studies, 2(1), 29-34.
93. Zeman, J., Cassano, M., Perry-Parrish, C., & Stegall, S. (2006). Emotion regulation in children and adolescents. Journal of Developmental & Behavioral Pediatrics, 27(2), 155-168.
94. Zhang, J., Yu, Q., Zheng, F., Long, C., Lu, Z., & Duan, Z. (2016). Comparing keywords plus of WOS and author keywords: A case study of patient adherence research. Journal of the Association for Information Science and Technology, 67(4), 967-972.
95. Zylowska, L., Ackerman, D. L., Yang, M. H., Futrell, J. L., Horton, N. L., Hale, T. S., et al. (2008). Mindfulness meditation training in adults and adolescents with ADHD: a feasibility study. Journal of Attention Disorders, 11(6), 737-746.