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Design and evaluation of a positive intervention to cultivate mental health: preliminary findings

Abstract

The past two decades have witnessed a proliferation of positive psychological interventions for clinical and nonclinical populations, and recent research, including meta-analyses, is providing evidence of its effectiveness. Most interventions have focused on increasing life satisfaction, positive affect, and psychological well-being. Manualized, multi-component interventions based on a comprehensive theory are scarce. Keyes’ concept of mental health and flourishing (subjective, psychological, and social well-being) is an overarching theoretical framework to guide the design of a multi-component psychological intervention to cultivate well-being and personal development. Therefore, the purpose of this study was to design a theory-driven positive intervention and to pilot test the intervention. The manual presents an 8-week group program that includes homework activities. A sample of 56 young adults completed the intervention. Participants were assessed at base line, after termination, and at a 6-month follow-up session. Standardized instruments were used to assess the dimensions of mental health proposed by Keyes. Pre- and post-test measures of subjective, psychological, and social well-being showed significant differences, as did the total mental health scores. At 6-month follow-up, differences remained in subjective and psychological well-being and in positive mental health, with smaller effect sizes. Limitations of these preliminary findings as well as future lines of research and improvements in this manualized intervention are proposed in the light of current research on positive interventions.

Keywords:
Positive manualized intervention; Positive mental health; Well-being; Flourishing; Pilot test

Introduction

Following Seligman et al.'s (2005)Seligman, M. E. P., Steen, T. A., Park, N. & Peterson, C. (2005). Positive psychology progress. Empirical validation of interventions. American Psychologist, 60(5), 410-421. https://doi.org/10.1037/0003-066X.60.5.410
https://doi.org/10.1037/0003-066X.60.5.4...
publication providing the first evidence of the effects of positive psychological interventions (PPIs), researchers and practitioners started to develop and assess a variety of these interventions designed to increase positive affect, well-being, optimism, personal strengths, hope, and self-esteem, as well as to decrease clinical symptoms of distress. Several meta-analyses and systematic reviews were published in the past 12 years, providing information about the effectiveness of these interventions. Sin and Lyubomirsky (2009)Sin, N. L., & Lyubomirsky, S. (2009). Enhancing well-being and alleviating depressive symptoms with positive psychology interventions: A practice- friendly meta-analysis. Journal of Clinical Psychology, 65(5), 467–487 https://doi.org/10.1002/jclp.20593.
https://doi.org/10.1002/jclp.20593...
reviewed 49 studies, utilizing primarily nonclinical samples and concluded that PPIs were effective in increasing well-being and reducing depression. Bolier et al. (2013)Bolier, L., Haverman, M., Westerhof, G. J., Riper, H., Smit, H. F. E., & Bohlmeijer, E. (2013). Positive psychology interventions: A meta-analysis of randomized controlled studies. BMC Public Health, 13(1), 1–20 https://doi.org/10.1186/1471-2458-13-119.
https://doi.org/10.1186/1471-2458-13-119...
replicated this finding in a meta-analysis examining 39 randomized controlled studies. A recent review (Chakhssi et al., 2018Chakhssi, F., Kraiss, J. T., Sommers-Spijkerman, M., & Bohlmeijer, E. T. (2018). The effect of positive psychology interventions on well-being and distress in clinical samples with psychiatric or somatic disorders: A systematic review and meta-analysis. BMC Psychiatry, 18(1), 1–17 https://doi.org/10.1186/s12888-018-1739-2.
https://doi.org/10.1186/s12888-018-1739-...
), focusing on diverse clinical samples, also concluded that significant, though small to moderate effect sizes, were found for wellbeing, depression, and anxiety. However, according to Ghosh and Deb (2017)Ghosh, A., & Deb, A. (2017). Positive psychology interventions for chronic physical illnesses: A systematic review. Psychological Studies, 62(3), 213–232. https://doi.org/10.1007/s12646-017-0421-y.
https://doi.org/10.1007/s12646-017-0421-...
, the effectiveness of PPIs with individuals with chronic physical illnesses is inconclusive, since half of the studies included in their meta-analysis reported insignificant findings. The latest and most comprehensive meta-analysis, by Koydemir et al. (2020)Koydemir, S., Sökmez, A. B., & Schütz, A. (2020). A meta-analysis of the effectiveness of randomized controlled positive psychological interventions on subjective and psychological well-being. Applied Research in Quality of Life. https://doi.org/10.1007/s11482-019-09788-z.
https://doi.org/10.1007/s11482-019-09788...
, also concluded that PPIs display promising effectiveness for increasing well-being in non-clinical adult populations.

Despite this propitious scenario for PPIs, their diversity in terms of goals, target populations, contents, delivery format, and duration yields a complex picture (Bolier et al., 2013Bolier, L., Haverman, M., Westerhof, G. J., Riper, H., Smit, H. F. E., & Bohlmeijer, E. (2013). Positive psychology interventions: A meta-analysis of randomized controlled studies. BMC Public Health, 13(1), 1–20 https://doi.org/10.1186/1471-2458-13-119.
https://doi.org/10.1186/1471-2458-13-119...
). For instance, published studies present differences in terms of goals and outcome measures, with interventions targeting different dimensions of wellbeing, mostly subjective well-being and psychological well-being (Koydemir et al., 2020Koydemir, S., Sökmez, A. B., & Schütz, A. (2020). A meta-analysis of the effectiveness of randomized controlled positive psychological interventions on subjective and psychological well-being. Applied Research in Quality of Life. https://doi.org/10.1007/s11482-019-09788-z.
https://doi.org/10.1007/s11482-019-09788...
; Weiss, et al., 2016Weiss, L. A., Westerhof, G. J., & Bohlmeijer, E. T. (2016). Can we increase psychological well-being? The effects of interventions on psychological well-being: A meta-analysis of randomized controlled trials. PLoS ONE, 11(6), 1–16 https://doi.org/10.1371/journal.pone.0158092.
https://doi.org/10.1371/journal.pone.015...
) or focusing in different psychological constructs such as optimism, hope, or happiness. Furthermore, another major goal has been the alleviation of depressive symptoms, a work that Fava initiated in the 90s with his Well-Being Therapy (Fava, 1999Fava, G. A. (1999). Well-being therapy: conceptual and technical issues. Psychotherapy and Psychosomatics, 68(4), 171–179.). In sum, this diversity of goals and outcome measures hinders sound conclusions about the effectiveness of PPIs.

Studies examining PPIs have utilized different populations in terms of age and health conditions (Bolier et al., 2013Bolier, L., Haverman, M., Westerhof, G. J., Riper, H., Smit, H. F. E., & Bohlmeijer, E. (2013). Positive psychology interventions: A meta-analysis of randomized controlled studies. BMC Public Health, 13(1), 1–20 https://doi.org/10.1186/1471-2458-13-119.
https://doi.org/10.1186/1471-2458-13-119...
; Koydemir et al., 2020Koydemir, S., Sökmez, A. B., & Schütz, A. (2020). A meta-analysis of the effectiveness of randomized controlled positive psychological interventions on subjective and psychological well-being. Applied Research in Quality of Life. https://doi.org/10.1007/s11482-019-09788-z.
https://doi.org/10.1007/s11482-019-09788...
). For instance, there are interventions specifically designed for individuals with either mental or physical health problems, with much debate occurring in the area of cancer patients. There is also diversity in terms of the specific content and activities proposed. Many single component interventions present only one activity (see Stone and Parks, 2018Stone, B. M., & Parks, A. C. (2018). Cultivating subjective well-being through positive psychological interventions. In E Diener, S Oishi, & L Tay (Eds.), Handbook of well-being . DEF Publishers. DOI:nobascholar.com
nobascholar.com...
, for a review of the most popular and well-researched interventions), whereas others, known as multicomponent interventions focus on different topics and propose a variety of activities. Two examples are Fordyce's (1977)Fordyce, M. W. (1977). Development of a program to increase personal happiness. Journal of Counseling Psychology, 24(6), 511–521 https://doi.org/10.1037/0022-0167.24.6.511.
https://doi.org/10.1037/0022-0167.24.6.5...
Happiness Program, and Seligman's Positive Psychotherapy Program (Seligman et al., 2006Seligman, M. E. P., Rashid, T., & Parks, A. C. (2006). Positive psychotherapy. The American Psychologist, 61(8), 774–788 https://doi.org/10.1037/0003-066X.61.8.774.
https://doi.org/10.1037/0003-066X.61.8.7...
). As its regards to format, interventions are delivered individually, in groups, on-line, or are self-administered. Sin and Lyubo- mirsky (2009)Sin, N. L., & Lyubomirsky, S. (2009). Enhancing well-being and alleviating depressive symptoms with positive psychology interventions: A practice- friendly meta-analysis. Journal of Clinical Psychology, 65(5), 467–487 https://doi.org/10.1002/jclp.20593.
https://doi.org/10.1002/jclp.20593...
found in their meta-analysis that the most effective modality was individual followed by group interventions, but Bolier et al. (2013)Bolier, L., Haverman, M., Westerhof, G. J., Riper, H., Smit, H. F. E., & Bohlmeijer, E. (2013). Positive psychology interventions: A meta-analysis of randomized controlled studies. BMC Public Health, 13(1), 1–20 https://doi.org/10.1186/1471-2458-13-119.
https://doi.org/10.1186/1471-2458-13-119...
did not. The literature also addresses the issue of duration. According to Sin and Lyubomirsky (2009)Sin, N. L., & Lyubomirsky, S. (2009). Enhancing well-being and alleviating depressive symptoms with positive psychology interventions: A practice- friendly meta-analysis. Journal of Clinical Psychology, 65(5), 467–487 https://doi.org/10.1002/jclp.20593.
https://doi.org/10.1002/jclp.20593...
, Koydemir et al. (2020)Koydemir, S., Sökmez, A. B., & Schütz, A. (2020). A meta-analysis of the effectiveness of randomized controlled positive psychological interventions on subjective and psychological well-being. Applied Research in Quality of Life. https://doi.org/10.1007/s11482-019-09788-z.
https://doi.org/10.1007/s11482-019-09788...
, and Bolier et al. (2013)Bolier, L., Haverman, M., Westerhof, G. J., Riper, H., Smit, H. F. E., & Bohlmeijer, E. (2013). Positive psychology interventions: A meta-analysis of randomized controlled studies. BMC Public Health, 13(1), 1–20 https://doi.org/10.1186/1471-2458-13-119.
https://doi.org/10.1186/1471-2458-13-119...
, longer interventions (8 to 12 weeks) produced greater gains in well-being.

Finally yet importantly, several voices have raised the issue of the lack of a unifying conceptual framework (Parks & Biswas-Diener, 2013Parks, A. C., & Biswas-Diener, R. (2013). Positive interventions: Past, present, and future. In T. B. Kashdan, & J. Ciarrochi (Eds.), Mindfulness, acceptance, and positive psychology: The seven foundations of well-being (pp.140-165). Context Press.; Wong & Roy, 2018Wong, P. T. P., & Roy, S. (2018). Critique of positive psychology and positive interventions. In N. J. L. Brown, T. Lomas, & F. J. Eiroa-Orosa (Eds.), The Routledge international handbook of critical positive psychology. (pp. 142-160) Routledge/Taylor & Francis Group. https://doi.org/10.4324/9781315659794.
https://doi.org/10.4324/9781315659794...
) and the fact that many interventions were designed without a background theory, a question of paramount importance in psychological interventions. In sum, PPIs constitute a new development in the treatment arena that can become efficient tools to improve well-being and mental health.

The analysis of the available literature on PPIs leads the authors to conclude that the major limitation is the lack of a theoretical framework. However, in recent years, some models have been advanced. Keyes’ (2002, 2003, 2005) theory of mental health is especially suitable to inform positive interventions. He described mental health as something different from the mere absence of mental illness. Mental health is operationalized as a syndrome of symptoms of positive feelings and positive psychosocial functioning. Keyes coined the term positive mental health or flourishing and analyzed, using a large US population sample, its relationship with mental illness and other psychological variables and life outcomes (Keyes, 2005Keyes, C. L. M. (2005). Mental illness and/or mental health? Investigating axioms of the complete state model of health. Journal of Consulting and Clinical Psychology, 73(3), 539–548 https://doi.org/10.1037/0022-006X.73.3.539.
https://doi.org/10.1037/0022-006X.73.3.5...
; Keyes et al., 2010Keyes, C. L. M., Dhingra, S. S., & Simoes, E. J. (2010). Change in level of positive mental health as a predictor of future risk of mental health. American Journal of Public Health, 100(12), 2366–2371 https://doi.org/10.2105/AJPH.2010.192245.
https://doi.org/10.2105/AJPH.2010.192245...
). According to Keyes, the three components of mental health are subjective or emotional well-being, psychological well-being, and social well-being. Subjective well-being refers to the presence of positive emotions and life satisfaction. Following Ryff (1989)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., psychological well-being is characterized by high levels of self-acceptance, positive relations with others, personal growth, purpose in life, environmental mastery, and personal autonomy. Finally, Keyes stated that positive functioning also encompasses social wellbeing, a dimension of mental health that includes social coherence, social actualization, social integration, social acceptance, and social contribution (Keyes, 1998Keyes, C. L. M. (1998). Social well-being. Social Psychology Quarterly, 61(2), 121–140 https://doi.org/10.2307/2787065.
https://doi.org/10.2307/2787065...
). Keyes defined mental health or flourishing, as a state characterized by high levels of well-being, “a state in which an individual feels positive emotion toward life and is functioning well psychologically and socially” (Keyes, 2003Keyes, C. L. M. (2003). Complete mental health: An agenda for the 21st century. In C. L. M. Keyes, & J. Haidt (Eds.), Flourishing: Positive psychology and the life well-lived. (pp. 293-312). American Psychological Association https://doi.org/10.1037/10594-013.
https://doi.org/10.1037/10594-013...
, p. 294). Its opposite was termed languishing.

Despite the fact that Keyes has suggested the application of this theory to guide interventions (Keyes, 2003Keyes, C. L. M. (2003). Complete mental health: An agenda for the 21st century. In C. L. M. Keyes, & J. Haidt (Eds.), Flourishing: Positive psychology and the life well-lived. (pp. 293-312). American Psychological Association https://doi.org/10.1037/10594-013.
https://doi.org/10.1037/10594-013...
, 2007Keyes, C. L. M. (2007). Promoting and protecting mental health as flourishing: A complementary strategy for improving national mental health. American Psychologist, 62(2), 95–108 https://doi.org/10.1037/0003-066X.62.2.95.
https://doi.org/10.1037/0003-066X.62.2.9...
; Keyes & Lopez, 2002Keyes, C. L. M., & Lopez, S. J. (2002). Toward a science of mental health: Positive directions in diagnosis and interventions. In C. R. Snyder, & S. J. Lopez (Eds.), Handbook of positive psychology (pp. 45-59). Oxford University Press.), to our knowledge, no intervention has been proposed applying this theoretical framework. A review of PPIs showed that some have used, as an outcome measure, the construct of mental health or flourishing, but these interventions were not developed with such framework in mind. In an attempt to palliate this lack of theoretical foundation in the PPIs arena, the main goal of this study was to design a theoretically driven intervention to promote positive mental health or flourishing, and to pilot test this intervention.

Method

Participants

Participants were college students recruited at a medium-size university. The center offered a workshop on well-being and personal development as an extracurricular activity. Fourteen individuals from different majors enrolled and completed the program in two separate groups. Besides, 43 participants of an elective course in Psychology voluntarily participated in the workshop. Two persons declined participation. There were no differences in terms of age, gender, and major outcome variable (positive mental health) in these groups and therefore they were added to form the final sample of 57 individuals for this study. Age ranged from 18 to 44 with a mean of 21.8 (SD = 3.8). All were Caucasian, and 89.5% were females. Preliminary analysis identified, at base line and post-test, a case with a pattern of response clearly polarized to the extremes that was considered as an outlier and eliminated from the final analysis. Finally, response rate at 6-month followup was 79% of the initial sample, 44 participants, with no significant differences in the outcome variables between present and lost cases, both in base line and post-test.

Instruments

The instruments used to obtain a measure of positive mental health that participants completed at base line, post-test, and 6 month follow-up were the following.

Satisfaction with life scale-SWLS (Diener et al., 1985Diener, E., Emmons, R., Larsen, R. J., & Griffin, S. (1985). The satisfaction with life scale. Journal of Personality Assessment, 49(1), 71–75 https://doi.org/10.1207/s15327752jpa4901_13.
https://doi.org/10.1207/s15327752jpa4901...
) adapted to Spanish by Vázquez et al. in 2013Vázquez, C., Duque, A., & Hervás, G. (2013). Satisfaction with life scale in a representative sample of Spanish adults: Validation and normative data. The Spanish Journal of Psychology, 16(E82), 1–15 https://doi.org/10.1017/sjp.2013.82.
https://doi.org/10.1017/sjp.2013.82...
. It consists of five items with a seven point format response from “strongly agree” to “strongly disagree. It is a sound and widely used measure and internal consistency in the Spanish adaptation was .88. In this study, the alpha was .82.

Scale of Positive and Negative Experience (SPANE) developed by Diener et al. (2010)Diener, E., Wirtz, D., Tov, W., Kim-Prieto, C., Choi, D., Oishi, S., & Biswas-Diener, R. (2010). New well-being measures: Short scales to assess flourishing and positive and negative feelings. Social Indicators Research, 97(2), 143–156 https://doi.org/10.1007/s11205-009-9493-y.
https://doi.org/10.1007/s11205-009-9493-...
as a new measure of the amount of time positive and negative emotions are experienced in the past four weeks. It includes 12 items with a response format ranging from one (very rarely or never) to five (very often or always). It yields three scores: positive, negative, and balance affect but only the positive affect score was used in this study. Cronbach alpha for the positive affect scale was .87 in the original study, .86 in a Spanish adaptation (Espejo et al., 2020Espejo, B., Checa, I., Perales-Puchalt, J., & Lisón, J. F. (2020). Validation and measurement invariance of the scale of positive and negative experience (SPANE) in a Spanish general sample. International Journal of Environmental Research and Public Health, 17(22), 1–15 https://doi.org/10.3390/ijerph17228359.
https://doi.org/10.3390/ijerph17228359...
), and .83 in the present sample.

Psychological Well-being scales (Ryff, 1989Ryff, 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.) adapted to Spanish (Díaz et al., 2006Díaz, D., Rodríguez-Carvajal, R., Blanco, A., Morena-Jiménez, B., Gallardo, I., Valle, C., & Van Dierendonk, D. (2006). Adaptación española de las escalas de bienestar psicológico de Ryff [Spanish adaptation of the Psychological Well-Being Scales (PWBS)]. Psicothema, 18(3), 572–577 http://www.redalyc.org/articulo.oa?id=72718337.
http://www.redalyc.org/articulo.oa?id=72...
). This version consisted of 39 items with a 6-point Likert scale response format, from “strongly agree” to “strongly disagree. The scales measure self-acceptance, positive relations with others, autonomy, environmental mastery, purpose in life, and personal growth. It has been widely used in the literature and it is considered a sound measure of positive functioning in the eudaimonic tradition of well-being research (Keyes, 2013Keyes, C. L. M. (2013). Promotion and protection of positive mental health: Towards complete mental health in human development. In S. A. David, I. Boniwell, & A. Conley Ayers (Eds.), The Oxford handbook of happiness (pp. 915-925). Oxford University Press https://doi.org/10.1093/oxfordhb/9780199557257.001.0001.
https://doi.org/10.1093/oxfordhb/9780199...
; McDowell, 2010McDowell, I. (2010). Measures of self-perceived well-being. Journal of Psychosomatic Research, 69(1), 69–79 https://doi.org/10.1016/j.jpsychores.2009.07.002.
https://doi.org/10.1016/j.jpsychores.200...
). The alpha in the present study was .88.

Social well-being was measured using the Spanish adaptation of Keyes instrument (Keyes, 1998Keyes, C. L. M. (1998). Social well-being. Social Psychology Quarterly, 61(2), 121–140 https://doi.org/10.2307/2787065.
https://doi.org/10.2307/2787065...
) published by Blanco and Díaz in 2005Blanco, A., & Díaz, D. (2005). El bienestar social: su concepto y medición [Social Well-being: theoretical structure and measurement]. Psicothema, 17(4), 582–589.. It measures five dimensions of social well-being: integration, acceptance, contribution, coherence, and actualization, and it consists of 33 items, with a 5-point response format, from “strongly agree” to “strongly disagree. The Spanish adaptation eliminated eight items but, given that it was done with a small non-representative sample, we decided to maintain all the items of Keyes original scale. Cronbach alpha obtained in this study for the total scale was .89.

Procedure

Procedures are described in two separate sections: those referring to the design of the intervention, and those involved in the implementation of the program. In terms of design, after conducting a thorough review of the literature, the authors made decisions about topics and methodology based Keyess construct of positive mental health or flourishing. We followed two criteria to select topics and activities. First, the program had to include content related to the three dimensions of well-being that form the construct of positive mental health or flourishing. Second, when possible, we choose activities previously tested. However, as it is mentioned below, some new activities were proposed, especially to cover the social well-being dimension. The program consisted of eight sessions of 1 h and 40 min, plus the base line and follow-up sessions. Each session presented a different topic using a combination of group or dyadic dialog, brief presentations, audiovisual material, exercises and tests, and testimonies. One-third of the sessions was devoted to reviewing the homework assignment of the previous week. Participants in the two extracurricular activity groups worked with one facilitator in groups of seven people Participants of the elective course worked with four facilitators in groups of 1011 individuals. Participants received a folder to file the materials, and a Well-being Notebook to take notes and complete the homework. A Google site was available with all the materials used.

A brief description of main topics and homework assignments in each session follows, with a summary presented in Table 1.

Table 1
Well-being and personal development program: summary of sessions

Introduction

The first session worked on expectations and beliefs about happiness, well-being, and personal development using instruments developed by McMahan and Estes (2011)McMahan, E., & Estes, D. (2011). Measuring lay conceptions of well-being: The beliefs about well-being scale. Journal of Happiness Studies, 12(2), 267–287 https://doi.org/10.1007/s10902-010-9194-x.
https://doi.org/10.1007/s10902-010-9194-...
, and Zacarés and Serra (1996)Zacarés, J. J., & Serra, E. (1996). Creencias sobre la madurez psicológica y desarrollo adulto [Beliefs about psychological maturity and adult development]. Anales de Psicología, 12(1), 41 –60 https://revistas.um.es/analesps/article/view/30221.
https://revistas.um.es/analesps/article/...
. Time was also devoted to clarify the rules of the group and to begin to develop group cohesion. Following Howell, et al. (2016)Howell, A., Passmore, J., & Holder, H. (2016). Implicit theories of well-being predict well-being and the endorsement of therapeutic lifestyle changes. Journal of Happiness Studies, 17(6), 2347–2363 https://doi.org/10.1007/s10902-015-9697-6.
https://doi.org/10.1007/s10902-015-9697-...
we worked to facilitate a growth mind-set about well-being and personal development. We also discussed basic concepts of well-being and mental health (Keyes, 2002Keyes, C. L. M. (2002). The mental health continuum: From languishing to flourishing in life. Journal of Health and Social Behavior, 43(2), 207–222 https://doi.org/10.2307/3090197.
https://doi.org/10.2307/3090197...
). The first session also introduced the role and importance of homework throughout the experience. There was no formal control of its performance but facilitators highlighted the expected benefits of practicing the proposed activities and the commitment with the group work. The first homework assignment asked participants to select, reflect, and bring an example of a source of personal well-being, like a picture, a preferred leisure activity, a significant other, an experience, a personal resource, or the like.

Second session

The session begins encouraging participants to share their homework with the group, in this case personal examples of sources of well-being. Individuals thus become aware of the diversity of sources of well-being and gather ideas to apply to their own lives. Then, the session focuses on positive and negative emotions. We followed Fredrickson (2003)Fredrickson, B. L. (2003). The value of positive emotions. American Scientist, 91(4), 330–335 https://doi.org/10.1511/2003.4.330.
https://doi.org/10.1511/2003.4.330...
and Lyubomirsky (2007)Lyubomirsky, S. (2007). The how of happiness: a scientific approach to getting the life you want. Penguin Press. to discuss their functionality, and offered suggestions on how to manage negative emotions and cultivate positive ones. Illustrations and audiovisual materials helped participants to gather ideas to work on this issue. Finally, Seligman's activity Three good things (Seligman et al., 2005Seligman, M. E. P., Steen, T. A., Park, N. & Peterson, C. (2005). Positive psychology progress. Empirical validation of interventions. American Psychologist, 60(5), 410-421. https://doi.org/10.1037/0003-066X.60.5.410
https://doi.org/10.1037/0003-066X.60.5.4...
) was presented and proposed as a homework activity for the week. It asks individuals to keep a daily log of three experiences during the day that elicited a positive emotion. At the end of the week, and before the next session, participants were encouraged to review the log and draw some personal conclusions.

Third session

Once participants had discussed their gains doing Three good things during the week, a group discussion on the meaning, reasons, and recipients of gratitude was conducted. Using a section of a movie, awareness of social gains and the benefits of the Welfare State in Europe was facilitated, so that gratitude to our society and to the efforts and struggles of previous generations could be elicited. Time was devoted to thoroughly explain and plan the Gratitude Letter and Visit

(Seligman et al., 2005Seligman, M. E. P., Steen, T. A., Park, N. & Peterson, C. (2005). Positive psychology progress. Empirical validation of interventions. American Psychologist, 60(5), 410-421. https://doi.org/10.1037/0003-066X.60.5.410
https://doi.org/10.1037/0003-066X.60.5.4...
). The activity proposes participants to identify a person in their lives they feel gratitude toward and had not expressed it adequately. Then they are asked to write a letter to that person and deliver the content in a personal encounter. The weekly homework also included finishing and reflecting on movie seen in the session.

Fourth session

This session first reviewed accomplishments with the letter and visit, and insights from the movie. It later moved to personal strengths asking people to identify and share in dyads their strengths. A short version of the VIA (Values in Action Inventory of Strengths) (Peterson & Seligman, 2004Peterson, C., & Seligman, M. E. P. (2004). Character strengths and virtues: A handbook and classification. Oxford University Press.) was used. The VIA is an instrument that explores 24 personal strengths grouped in six families of human virtues and yields an output identifying the five most salient strengths of the person. Participants discussed in small groups of two to three people the degree of agreement and concordance between the test and personal insights. Homework asked participants to ask three significant others about the strengths they thought they had, and to reflect on the differences and similarities of these three different sources of information on strengths.

Fifth session

After reviewing homework assignments, the session focused on the exploration of the variety of meanings and purposes in life. Video materials as well as quotes from famous people were used to elicit personal and group insights. Steger et al. (2013)Steger, M. F., Shim, Y., Brenna, R., Rush, B. R., Brueske, L. A., Shin, J. Y., & Merriman, M. A. (2013). The mind's eye: A photographic method for understanding meaning in people's lives. The Journal of Positive Psychology, 8(6), 530–542 https://doi.org/10.1080/17439760.2013.830760.
https://doi.org/10.1080/17439760.2013.83...
designed an activity to facilitate personal exploration of life's meaning.

It is a photographic method that asks individuals to take several photographs of things that make life meaningful to them. Participants were asked to take, bring, and reflect on pictures that represented the sources of meaning in their lives.

Sixth session

Upon sharing and explaining sources of meaning and purpose using the photographs taken during the previous week, this session was devoted to goal directed behavior and future expectations. Following work on best possible self (King, 2001King, L. A. (2001). The health benefits of writing about life goals. Personality and Social Psychology Bulletin, 27(7), 798–807 https://doi.org/10.1177/0146167201277003.
https://doi.org/10.1177/0146167201277003...
), an imagery exercise was proposed to explore ones best professional self. The facilitator guided participants to envision their professional life in 10 years and to elaborate in detail the characteristics of this situation. They later wrote in the Well-Being Notebook what they had imagined. Furthermore, to cultivate the social well-being dimensions, we designed a novel activity applying the best possible selfmethodology to the social arena. Using ideas from Rosling et al. (2018)Rosling, H., Rosling, O., & Rosling Rönnlund, A. (2018). Factfulness: Ten reasons we're wrong about the world and why things are better than you think. Flatiron Books. and his Factfulness test, insights were facilitated about the positive evolution of humankind, and discussion was encouraged about what world participants would want to live in 10 years ahead. Individuals gained, using worldwide historical facts generated by Rosling, a new understanding of the evolution of society and the accomplishments of humankind. Finally, the homework requested participants to work on the other life domains of the best possible self-activity such as interpersonal, family and intimate relationships, leisure, or social participation. They also had to articulate what were some of the features of the world and society they would like to live in the future.

Seventh session

This session first gave participants the opportunity to share their homework and feelings about it. The new topic was personal growth and development, and was facilitated using audiovisual material about getting outside of ones comfort zone. Thoen and Robitscheks (2012)Thoen, M. A., & Robitschek, C. (2012). Intentional growth training. Unpublished manual https://pgilab.wordpress.com/intentional-growth-training-igt/.
https://pgilab.wordpress.com/intentional...
Manual of Intentional Growth Training was adapted and used. Subjects were encouraged to plan and start performing a new and desired behavior, out of their comfort zone, they felt will lead to personal growth.

Eight session

The final session reviewed participants accomplishments with the last homework assignment. To summarize the experience and learning, we invited participants to do creative group activity to reflect on the program in terms of their individual and group experience. Groups created a joint collage using diverse material, presented it, and finished taking some pictures. As a final homework assignment, they were asked to write an open essay about the experience.

As mentioned above, each session and activity was hypothesized to cultivate one or more of the dimensions of positive mental health or flourishing. A major challenge was to include topics and exercises related to social well-being. As it has been described, several strategies were used to achieve this objective. For instance, use of a group format for program delivery, emphasis on social diversity as it regards to the different topics covered, work on social gratitude, exploration and integration of views of others about self, awareness and reflection on the role of our physical and social context at both micro and macro levels, and articulation of best possible future world.

Finally, the program included one more session to gather the post intervention data and assess satisfaction with the workshop.

As it regards to implementation, first, the project secured the approval of the Research Ethic Board of the university. All participants signed an informed consent and received a numerical code for identification to dissociate personal data. Participants were randomly assigned to the groups. The program was implemented during the second semester of the school year, avoiding coincidence with school holidays and exam periods. Finally, after 6 months, participants were contacted via electronic mail and an on-line questionnaire was administered.

Trained psychologists, under the supervision of a certified clinical psychologist, conducted the sessions. Following Worth (2017)Worth, P. (2017). Positive psychology interventions: the first intervention is our self. In C. Proctor (Ed.), Positive psychology interventions in practice (pp. 1-14). Springer https://doi.org/10.1007/978-3-319-51787-2.
https://doi.org/10.1007/978-3-319-51787-...
, a training program for the facilitators was implemented (also described in detail in the manual) that included reading materials, personal reflection on the topics, group discussions, and personal experience with all the homework activities. Each session was prepared in a group meeting. Furthermore, after each session, a supervision encounter took place. Facilitators were also asked to keep and share in supervision a diary of each session and signed a confidentiality contract.

Data analyses

Three outcome indicators (subjective well-being, psychological well-being, and social well-being) were created from the specific questionnaires of each construct and following the indications of the authors who designed them. The positive mental health indicator was created calculating the average sum of the three wellbeing indicators. The indicators were transformed into a decimal scale from the following algorithm: (∑xi – min * 10/max), being ∑xi the sum of the scores of the items that compose the instruments, and where min and max are the minimum and maximum values of the possible range.

We calculated the mean (M) and standard deviation (SD) for the three assessment times, and the normality of the distributions was verified with the Kolmogorov-Smirnov test. Since this is a repeated measures factor design, the spherical assumption of the variance-covariance matrix was checked with the Mauchly's W test, and the analysis of variance F test was used through the ‘general linear model—repeated measures’ routine of the SPSS-v24 program. This same routine provides F tests for the polynomial contrasts (linear and quadratic trend), the effect sizes through the partial eta coefficient (η2), and the statistical power of the test (1-β); all of them for each of the F tests used. Similarly, this routine provides the probability values (p) of the comparisons between pairs of time measures (T1-T2, T1-T3, and T2-T3). Finally, in order to compare differences in means in T1-T2, and T1-T3, a t test for paired samples was used, calculating the mean (Mdif) and the standard deviation (SDdif) of the differences, along with the 95% confidence interval (CI 95%). Finally, effect sizes of the differences between T1 and T2 and T1 and T3 were calculated using Cohen's d for paired samples, as suggested by Lakens (2013)Lakens, D. (2013). Calculating and reporting effect sizes to facilitate cumulative science: A practical primer for t-tests and ANOVAs. Frontiers in Psychology, 4, 1–12 https://doi.org/10.3389/fpsyg.2013.00863.
https://doi.org/10.3389/fpsyg.2013.00863...
. A commonly used interpretation is to refer to effect sizes as small (d = 0.2), medium (d = 0.5), and large (d = 0.8) based on benchmarks suggested by Cohen (1988)Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences. Routledge Academic.. However, these values are arbitrary and should not be interpreted rigidly (Thompson, 2007Thompson, B. (2007). Effect size, confidence intervals, and confidence intervals for effect sizes. Psychology in the Schools, 44(5), 423–432 https://doi.org/10.1002/pits.20234.
https://doi.org/10.1002/pits.20234...
). Therefore, the best way to interpret Cohen's d is to relate it to other effects found in in the relevant literature.

The datasets used during the current study are available from the corresponding author on reasonable request.

Results

Table 2 presents descriptive statistics at pre, post-test, and 6-month follow-up of all outcome variables. High scores were found in the variables in the three moments, with the highest scores after the intervention (T2). Table 2 also reports the tests of normality for all distributions, and in all cases the probability values associated with the Kolmogorov-Smirnov test have been statistically nonsignificant (p > .05), not being able to reject the null hypothesis and, therefore, assuming the normality of the distributions. The two columns to the right of Table 2 offer results of the Mauchly's sphericity test, which, in all cases, the probability value associated with the W statistic was greater than the critical level (p > .05) and, therefore, it is assumed that the variance-covariance matrix is spherical.

Table 2
Base line, post-test and 6-month measures: means, standard deviations, normalized test (Kolmogorov-Smirnov—K-S) and sphericity test (Mauchly's W)

Once the assumptions of the application of a factor repeated measurements (independence, normality, and sphericity) were checked, we conducted four analyses of variance, whose results are represented together in Table 3 and Fig. 1. For the four indicators evaluated, the overall F test has been statistically significant (F values for 2 and 86 degrees of freedom greater than 8.66; p < .001; Table 3), and it can be concluded that the averages compared are not equal. The effect sizes obtained in this test have been high (η2 > .168, equivalent to a Cohen's d > .898) and have adequate statistical power (1-β > .950). The polynomial contrasts do not allow rejecting the linear component of the trend—except in the case of the social well-being indicator (F = 0.32; p = .573)—although in all cases a quadratic trend in the form of an inverted V prevails with greater probability. On the other hand, comparisons between pairs offer statistically significant differences in all indicators between baseline and posttest (p < .001), and between baseline and follow-up in the case of psychological well-being (p = .006) and between post-test and follow-up in the case of the positive mental health indicator (p = .05).

Table 3
Repeated measures ANOVA for outcome variables
Fig. 1
Repeated measures trends of the principal outcomes variables

An analysis of the change between baseline and posttest scores (T1–T2), and between baseline and follow-up (T1–T3) is presented in Table 4, with the intention of assessing the effect size achieved. Change observed in all variables after the intervention (comparison T1–T2) has been positive, showing a significant increase in positive mental health, subjective, psychological, and social wellbeing. Effect sizes for positive mental health (d = .50), social well-being (d = .48), subjective well-being (d = .40), and psychological well-being (d = .38) were moderate-low. The differences in follow-up scores with respect to the beginning of the program are positive in the cases of psychological well-being (Mdif = 0.35; t = 3.27, p = .002, d = .35), subjective well-being (Mdif = 0.36; t = 2.21, p = .033, d = .25), and positive mental health (Mdif = 0.21; t = 2.13, p = .039, d = .23). Nonsignificant changes were observed (Mdif = – 0.05; t = −0.56, p = .573, d = .06) in the case of social well-being.

Table 4
Change assessment between baseline and post-intervention (T1–T2), and between baseline and 6-month follow-up (T1–T3)

Discussion

The study outcomes show an improvement in selfreport measures of positive mental health (subjective, psychological, and social well-being) after the proposed intervention. At 6-month follow up the scores tend to regress to base line measures but are still significant for subjective and psychological well-being, and the overall positive mental health index. Social well-being returned to base line levels. The results for subjective and psychological well-being are consistent with previous research on the effects of PPIs (Bolier et al., 2013Bolier, L., Haverman, M., Westerhof, G. J., Riper, H., Smit, H. F. E., & Bohlmeijer, E. (2013). Positive psychology interventions: A meta-analysis of randomized controlled studies. BMC Public Health, 13(1), 1–20 https://doi.org/10.1186/1471-2458-13-119.
https://doi.org/10.1186/1471-2458-13-119...
; Koydemir et al., 2020Koydemir, S., Sökmez, A. B., & Schütz, A. (2020). A meta-analysis of the effectiveness of randomized controlled positive psychological interventions on subjective and psychological well-being. Applied Research in Quality of Life. https://doi.org/10.1007/s11482-019-09788-z.
https://doi.org/10.1007/s11482-019-09788...
). We found only one study (Key-Roberts, 2010Key-Roberts, M. (2010). The impact of a positive social media intervention on social well-being [Doctoral Dissertation, Kansas University]. https://search.proquest.com/docview/622194448?accountid=14529
https://search.proquest.com/docview/6221...
) that used social well-being as an outcome measure, with no improvements after the intervention.

Perhaps the intervention we designed did not address sufficiently this dimension, or the effects of continuous practice, after the intervention was over, were lost. An alternative explanation could be that other strategies might be more efficient in order to cultivate social wellbeing. For instance, active involvement in community life, volunteering, and civic participation might be necessary to maintain social well-being. Further research is needed to explore these issues.

Some important limitations of our study must be mentioned. The major limitation is the lack of a control group that prevents us from any assumption of causality. This is a pre experimental study designed to develop a PPI and to conduct an initial testing of the proposal. Therefore, results cannot be attributed to the intervention. The possibility exists that participants might have benefited from the group experience itself. Besides, expectations might have influenced the results, or other uncontrolled variables such as the adherence to the homework assignments. Another important limitation is attributable to the fact that our findings are based on a sample that was not randomly assigned to the intervention but self-selected. The motivation to improve might also explain the results, an issue Sin and Lyubomirsky (2009)Sin, N. L., & Lyubomirsky, S. (2009). Enhancing well-being and alleviating depressive symptoms with positive psychology interventions: A practice- friendly meta-analysis. Journal of Clinical Psychology, 65(5), 467–487 https://doi.org/10.1002/jclp.20593.
https://doi.org/10.1002/jclp.20593...
pointed out in their review. Another limitation of our study is the characteristics of the sample, a small group of young Caucasian adults, college students, and mostly females. As Hendriks et al. (2018)Hendriks, T., Warren, M. A., Schotanus-Dijkstra, M., Hassankhan, A., Graafsma, T., Bohlmeijer, E., & de Jong, J. (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, 14(4), 489–501 https://doi.org/10.1080/17439760.2018.1484941.
https://doi.org/10.1080/17439760.2018.14...
mention in their conclusions, studies on PPIs should be done using more diverse samples in terms of ethic and cultural background, gender, and age. Finally, an important limitation refers to the fact that is difficult to isolate the contribution of any one topic or activity proposed in the intervention, and thus we are not able to identify elements that facilitate change. Yet, as Parks and Biswas-Diener (2013)Parks, A. C., & Biswas-Diener, R. (2013). Positive interventions: Past, present, and future. In T. B. Kashdan, & J. Ciarrochi (Eds.), Mindfulness, acceptance, and positive psychology: The seven foundations of well-being (pp.140-165). Context Press. mentioned, a multicomponent intervention resembles more real life use of activities by individuals and practitioners. In sum, because of all the above-mentioned limitations, our work should be interpreted with caution as a pilot and preliminary study that nevertheless can spark interest in further research.

Despite the limitations, these preliminary results inspire us to continue the exploration of the potential effects of this intervention. The two main issues to address in future work are the improvement of the intervention program itself, and the realization of rigorous studies to analyze its effectiveness.

The authors have identified at least six changes to improve the manual developed for this intervention. First, we suggest a change in the order of sessions. The gratitude letter and visit is a powerful and, for some individuals, a challenging activity that might be better placed after the work on personal strengths, and thus be presented in the fourth session. Second, following suggestions by Biswas-Diener et al. (2011)Biswas-Diener, R., Kashdan, T. B., & Minhas, G. (2011). A dynamic approach to psychological strength development and intervention. The Journal of Positive Psychology, 6(2), 106–118 https://doi.org/10.1080/17439760.2010.545429.
https://doi.org/10.1080/17439760.2010.54...
, work on personal strengths can also be improved. Third, as others have pointed out (Parks & Biswas-Diener, 2013Parks, A. C., & Biswas-Diener, R. (2013). Positive interventions: Past, present, and future. In T. B. Kashdan, & J. Ciarrochi (Eds.), Mindfulness, acceptance, and positive psychology: The seven foundations of well-being (pp.140-165). Context Press.), some activities, such as the best possible self, can be unpleasant for some individuals, as it happened in our experience. In a similar vein, this group of young adults had some difficulty working on life meaning and purpose. Therefore, adaptations or alternatives could be design to be implemented if uneasiness appears. Similarly, the delivery of the program to other groups with different cultural backgrounds or of different age groups demands adaptations. For instance, our current experience with adults and elders suggests that work on life goals through the best possible self-activity might not be relevant for this age group and can be replaced with another activity such as reminiscence, life narratives, or forgiveness, as Durgante and Dell’Aglio (2019)Durgante, H., & Dell’Aglio, D. D. (2019). Multicomponent positive psychology intervention for health promotion of Brazilian retirees: a quasi-experimental study. Psicologia: Reflexão e Crítica, 32(1), 1–14 https://doi.org/10.1186/s41155-019-0119-2.
https://doi.org/10.1186/s41155-019-0119-...
, and others have done. Another identified improvement is the inclusion of additional optional homework activities for those individuals interested in a given topic. Fifth, we also suggest that the duration of the sessions be increased in at least 20 min, being of two full hours. Finally, it would be desirable to incorporate some suggestions and resources, as long-term homework, to facilitate the maintenance of gains.

Future studies should test the intervention using different types of control groups and diverse samples. We also have to elucidate the role of some important mediating variables. For instance, it will be important to explore the role of cognitive and motivational variables such as implicit theories of well-being (Howell et al., 2016Howell, A., Passmore, J., & Holder, H. (2016). Implicit theories of well-being predict well-being and the endorsement of therapeutic lifestyle changes. Journal of Happiness Studies, 17(6), 2347–2363 https://doi.org/10.1007/s10902-015-9697-6.
https://doi.org/10.1007/s10902-015-9697-...
). The intervention worked on this issue and tried to promote an incremental view of well-being but the lack of a pre-post-test assessment of such variable impedes any conclusions. Besides, future studies should analyze and control other variables to assess the impact of these interventions. Personality traits, coping strategies, self-efficacy, and stress levels, among others, are important elements to understand how mental health can be improved. Another important variable that deserves further analysis is the group and its therapeutic effects (Corsini & Rosenberg, 1955Corsini, R. J., & Rosenberg, B. (1955). Mechanisms of group psychotherapy: Processes and dynamics. The Journal of Abnormal and Social Psychology, 51(3), 406–411 https://doi.org/10.1037/h0048439.
https://doi.org/10.1037/h0048439...
). Finally, the combination of quantitative and qualitative methodologies can also contribute to gain a better understanding of the processes involved in individual growth and change. In fact, Hefferon et al. (2017)Hefferon, K., Ashfield, A., Waters, L., & Synard, J. (2017). Understanding optimal human functioning—The ‘call for qual’ in exploring human flourishing and well-being. The Journal of Positive Psychology, 12(3), 211–219 https://doi.org/10.1080/17439760.2016.1225120.
https://doi.org/10.1080/17439760.2016.12...
made a recent call to increase qualitative research in positive psychology. The final homework assignment of this intervention, an open-ended essay, is in the process of study. It might shed light in terms of the perceived outcomes and the processes involved in positive change.

Conclusions

There are two major conclusions that can be drawn from this study. First, Keyes construct of positive mental health or flourishing can be a useful framework to design a theory-driven multicomponent psychological intervention. Such intervention addresses three areas of positive mental health (subjective, psychological, and social well-being) that are hypothesized to be susceptible to improvement and change. The second conclusion refers to the need to go beyond this exploratory study and design rigorous studies to test the efficacy and effectiveness of the proposed intervention, and to explore the different personal, contextual, and program variables that might mediate or moderate the expected positive outcomes. Participants improved their mental health 6 months after they partaken in the program, but scientific evidence to claim the benefits of this program remains to be presented.

  • Funding
    Please note that we have indicated no funding in the application. However, Sare Sarrionandia, one of the authors, obtained a 1 year individual scholarship to participate in the study as a pre-doctoral student. We have included this information in the acknowledgements. SS received a one year personal scholarship from Fundación Jesus Gangoiti Barrera.
  • Availability of data and materials
    The datasets used during the current study are available from the corresponding author on reasonable request.
  • Publisher's Note
    Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Acknowledgements

We would like to thank our colleagues, Iratxe Unibaso and Ruth Fontecha for their contributions; Fundación Jesús Gangoiti Barrera for supporting one of the authors with a scholarship; our university for the financial and material support; and the participants who have generously teach us about the human quest for growth and well-being.

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Publication Dates

  • Publication in this collection
    15 Mar 2021
  • Date of issue
    2021

History

  • Received
    08 Oct 2020
  • Accepted
    04 Feb 2021
  • Published
    24 Feb 2021
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