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Enhancing well-being and alleviating depressive symptoms with positive psychology interventions: a practice-friendly meta-analysis
Open accessAbstract
Do positive psychology interventions-that is, treatment methods or intentional activities aimed at cultivating positive feelings, positive behaviors, or positive cognitions-enhance well-being and ameliorate depressive symptoms? A meta-analysis of 51 such interventions with 4,266 individuals was conducted to address this question and to provide practical guidance to clinicians. The results revealed that positive psychology interventions do indeed significantly enhance well-being (mean r=.29) and decrease depressive symptoms (mean r=.31). In addition, several factors were found to impact the effectiveness of positive psychology interventions, including the depression status, self-selection, and age of participants, as well as the format and duration of the interventions. Accordingly, clinicians should be encouraged to incorporate positive psychology techniques into their clinical work, particularly for treating clients who are depressed, relatively older, or highly motivated to improve. Our findings also suggest that clinicians would do well to deliver positive psychology interventions as individual (versus group) therapy and for relatively longer periods of time.
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TL;DR
This meta-analysis of 51 positive psychology interventions with 4,266 participants found that such interventions significantly improved well-being and reduced depressive symptoms. Effects were medium-sized and moderated by participant and intervention features, supporting clinical use especially for depressed, older, self-selected clients and individual, longer formats.
Key findings
- Across 49 well-being studies (4,235 participants), the mean effect size was r = .29 (median .24; range −.31 to .84; 96% positive), significant in fixed- and random-effects models; the fail-safe N was 2,519 versus a tolerance level of 255.
- Across 25 depression studies (1,812 participants), the mean effect size was r = .31 (median .26; range −.28 to .81; 80% favoring the intervention), significant in both models; the fail-safe N was 420 versus a tolerance level of 135.
- Moderators: depressed status and self-selection predicted greater benefit in fixed-effects analyses only; older age predicted greater benefit in both models; individual therapy outperformed group and self-administered formats in both models; longer duration predicted greater well-being gains in fixed effects (random-effects p = .09) but not depression; comparison group type moderated well-being in fixed effects only.
- A binomial effect size display indicated that in a hypothetical group of 200, 65 intervention recipients versus 35 controls would improve well-being, and 66 versus 34 would reduce depression.
Methods
- Meta-analysis of English-language positive psychology intervention studies from 1977–2008. Inclusion required an intervention aimed at increasing positive feelings, behaviors, or cognitions; pre- and post-intervention well-being or depression measures; a comparison group; and effect-size information. Physical health/physical activity and mood-induction studies were excluded.
- Coded moderators included depression status, age, self-selection, intervention format, duration, and comparison group type. Effect sizes were computed as r from d, F, t, p, or descriptive statistics; multiple measures were averaged via Fisher Z transformations.
- Analyses used fixed- and random-effects models, Stouffer-combined significance tests, one-sample t-tests on mean Fisher Z effects, fail-safe N and tolerance estimates, chi-square heterogeneity tests, and contrast/correlation tests for moderators.
Limitations
- The authors state that the meta-analysis is not exhaustive and that moderator findings cannot be interpreted causally because studies were not randomly assigned to moderator levels. They also note likely file-drawer bias for well-being, though the fail-safe N exceeded the tolerance level.
- Evident from the text: the review is limited to English-language studies from 1977–2008 and samples adjacent literatures (e.g., mindfulness, life review, forgiveness), which may restrict generalizability. Fixed- and random-effects models disagreed for some moderators (depression status, self-selection, and comparison group type for well-being), and older adults could not be analyzed for depression because too few studies were available.
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In the paper
“For depression, however, the moderating effect of intervention duration was not significant based on both the fixed effects and random effects models.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Methodological Moderators
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Individuals who elected to participate in a PPI-perhaps expecting that the intervention would make them happier or less depressed-were more likely to experience greater gains in WB and depression compared with their non-self-selected counterparts, based on the fixed effects model.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Participant Moderators
Strength:hedged· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The results revealed that positive psychology interventions do indeed significantly enhance well-being (mean r 5 .29)and decrease depressive symptoms (mean r 5 .31).”
- Also stated in: § Depression · boosted
“The unweighted mean r of .31 was close to the median r (.26) and was highly significant based on both the fixed effects (one-tailed p 5 2 Â 10 À12 ) and the random effects (one-tailed p 5 .0001)models.”
- Also stated in: § Clinical Practices Do positive psychology interventions effectively boost well-being and ameliorate depression? · boosted
“The combined results of 49 studies revealed that PPIs do, in fact, significantly enhance WB, and the combined results of 25 studies showed that PPIs are also effective for treating depressive symptoms.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Also stated in: § Depression · boosted
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Although there were not enough studies to include the ''older adult'' group in the moderator analysis for depression, the other age groups nevertheless showed larger decreases in depression as a linear function of age.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Participant Moderators
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Depressed individuals benefited more from PPIs than nondepressed individuals, according to the fixed effects moderator analysis.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Participant Moderators
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The type of comparison group did not have a moderating effect on shifts in depression, based on both the fixed effects and the random effects models.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Methodological Moderators
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“In addition, causal conclusions cannot be drawn regarding the moderators because the studies were not randomly assigned to particular moderator levels (Rosenthal, 1991b, p. 81).”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Clinical Practices Do positive psychology interventions effectively boost well-being and ameliorate depression?
What the sources say
- Not matchedcites Rosenthal, 1991b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Not matched
None of the sources cited for this claim have been checked yet.
In the paper
“Several studies have found that exerting high levels of effort to practice a happiness-boosting strategy, and continuing to practice it even after the intervention is over, results in greater improvements in WB and depression (e.g., Lyubomirsky et al., 2008;Seligman et al., 2005).”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Clinical Practices Do positive psychology interventions effectively boost well-being and ameliorate depression?
What the sources say
- Not matchedcites Lyubomirsky et al., 2008
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not checked — no full text of the sourcecites Seligman et al., 2005 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This indicates that participation in PPIs may be more effective for relieving depression than participation in a no-treatment control group, placebo activity, or treatment as usual.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Methodological Moderators
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The file drawer problem was unlikely to threaten the significant results, given that the fail-safe N was 420, which exceeded the tolerance level of 135.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Depression
Strength:hedged· not yet calibratedn = 1,812Tests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passes- The authors state this as an assumption: The number of unpublished studies is not five times greater than the number of published studies.
- It may state two separate claims as one. 12
- The quote only partly states this claim. 2
- Probably not a substantial claim. 1
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Intervention format had a significant moderating effect on the effectiveness of PPIs, based on both the fixed effects and the random effects models.Specifically, the mean r effect size was greatest for individual therapy, followed by group-administered PPIs, then self-administered PPIs.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Methodological Moderators
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Moreover, as in the case of well-being, the set of effect sizes was heterogeneous”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Depression
Strength:plain· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one. The quote only partly states this claim.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In particular, studies that compared a PPI to a notreatment control group showed the greatest boost in WB.Positive interventions that were compared with ''treatment as usual'' showed the second greatest benefit, suggesting that PPIs may be more effective than standard treatments.Finally, PPIs also produced greater boosts in WB compared with neutral control and placebo activities.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Methodological Moderators
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The fixed effects analysis revealed that the type of comparison group used in a PPI moderated the gains in WB but not when computed using the random effects analysis.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Methodological Moderators
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Longer interventions produced greater gains in WB based on the fixed effects model, and this effect approached significance according to the random effects model (one-tailed p 5 .09).”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Methodological Moderators
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Furthermore, the set of effect sizes was heterogeneous (w 2 ð48Þ ¼ 230:92, one-tailed p 5 9 Â 10 À26 ), suggesting the presence of moderator variables.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Well-Being
Tests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Both the fixed effects and random effects models revealed that the benefits of PPIs increase with age.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Participant Moderators
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The results revealed that positive psychology interventions do indeed significantly enhance well-being (mean r 5 .29)and decrease depressive symptoms (mean r 5 .31).”
- Also stated in: § Well-Being · plain
“The unweighted mean r (.29) was close in magnitude to the median r (.24) and was highly significant based on both the fixed effects (one-tailed p 5 0) and the random effects (one-tailed p 5 4 Â 10 À9 ) models.”
- Also stated in: § Clinical Practices Do positive psychology interventions effectively boost well-being and ameliorate depression? · boosted
“The combined results of 49 studies revealed that PPIs do, in fact, significantly enhance WB, and the combined results of 25 studies showed that PPIs are also effective for treating depressive symptoms.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one. The quote only partly states this claim.
- Also stated in: § Well-Being · plain
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Please bear in mind that these findings should be interpreted cautiously, as this meta-analysis is not comprehensive (i.e., does not include all PPI studies ever conducted).”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Clinical Practices Do positive psychology interventions effectively boost well-being and ameliorate depression?
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“PPIs can be especially effective for treating residual symptoms (Fava et al., 1998) and preventing future relapse for formerly depressed clients (Seligman et al., 2006).”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Clinical Practices Do positive psychology interventions effectively boost well-being and ameliorate depression?
What the sources say
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In a hypothetical group of 200 individuals-half the group treated with a PPI, and half the group untreated-65 individuals treated with a PPI would experience gains in WB, compared with only 35 of the individuals in the control group.Similarly, 66 PPI-treated individuals would experience decreased depression, relative to only 34 individuals in the control group.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Clinical Practices Do positive psychology interventions effectively boost well-being and ameliorate depression?
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The magnitude of these effects is medium-sized (mean r 5 .29 for WB, mean r 5 .31for depression), indicating that not only do PPIs work, they work well.”
§ Enhancing Well-Being and Alleviating Depressive Symptoms With Positive Psychology Interventions: A Practice-Friendly Meta-Analysis m > Clinical Practices Do positive psychology interventions effectively boost well-being and ameliorate depression?
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The authors state this as an assumption.
The number of unpublished studies is not five times greater than the number of published studies.
“The tolerance level was also computed to estimate the number of irretrievable studies that possibly exist, based on the assumption that the number of unpublished studies is not five times greater than the number of published ones (Rosenthal & Rosnow, 2008, p. 689).”
The paper relies on this without support.
No systematic quantitative review of positive psychology intervention research had been published before this meta-analysis.
“The general effectiveness of PPIs remains unclear, as no systematic quantitative review of the research has yet been published.”
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“The lack of clarity in the inclusion criteria constitutes a third limitation.”
From Positive psychology interventions: a meta-analysis of randomized controlled studies (2013) · cites this paper as Sin and Lyubomirsky (2009)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Their results show that PPIs can indeed be effective in enhancing well-being (r = 0.29, standardized mean difference Cohen’s d = 0.61) and help to reduce depressive symptom levels in clinical populations (r = 0.31, Cohen’s d = 0.65).”
From Positive psychology interventions: a meta-analysis of randomized controlled studies (2013) · cites this paper as Sin and Lyubomirsky (2009)
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“The practice of mindfulness has been found to enhance various qualities including empathy and self-compassion (Birnie et al., 2009), wellbeing and positive emotions (Sin & Lyubomirsky, 2009), emotional self-regulation and cognitive flexibility, and reduce stress and anxiety (Hölzel et al., 2011;Meiklejohn et al., 2012).”
From The influence of teacher-guided mindfulness practice on inter and intra-personal abilities among Israeli Arab students (2024) · cites this paper as Sin & Lyubomirsky, 2009
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Several meta-analyses have shown that positive psychology interventions targeting feelings of gratitude, savoring of experiences and sensations, and hope and meaning lead to improved well-being and reduced depressive and anxiety symptoms in both general populations and those considered vulnerable [73-75].”
From Optimization of a Transdiagnostic Mobile Emotion Regulation Intervention for University Students: Protocol for a Microrandomized Trial (2023) · cites this paper as [75]
Experimental — accuracy not yet measuredThe cited source says what the claim attributes to it.
In the citing paper
“Meta-analytic reviews of positive psychological interventions designed to cultivate well-being have demonstrated that these interventions can not only have robust effects on increasing well-being, they can also decrease associated depressive symptoms (Sin & Lyubmirksy, 2009).”
From Trajectories of change in well-being during cognitive behavioral therapies for anxiety disorders: Quantifying the impact and covariation with improvements in anxiety (2020) · cites this paper as Sin & Lyubmirksy, 2009
The cited source says what the claim attributes to it.
In the citing paper
“Intervention studies, although related to positive psychology but not strictly developed within this new framework (e.g. mindfulness, life-review) were included in the meta-analysis.”
From Positive psychology interventions: a meta-analysis of randomized controlled studies (2013) · cites this paper as Sin and Lyubomirsky (2009)
The cited source says what the claim attributes to it.
In the citing paper
“Their results show that PPIs can indeed be effective in enhancing well-being (r = 0.29, standardized mean difference Cohen’s d = 0.61) and help to reduce depressive symptom levels in clinical populations (r = 0.31, Cohen’s d = 0.65).”
From Positive psychology interventions: a meta-analysis of randomized controlled studies (2013) · cites this paper as Sin and Lyubomirsky (2009)
The cited source says what the claim attributes to it.
In the citing paper
“Second, study quality was not addressed as a potential effect moderator.”
From Positive psychology interventions: a meta-analysis of randomized controlled studies (2013) · cites this paper as Sin and Lyubomirsky (2009)
The cited source says what the claim attributes to it.
In the citing paper
“In addition, we applied stricter inclusion criteria than those used by Sin and Lyubomirsky (2009) and therefore did not include studies on any related areas such as mindfulness and life review therapy.”
From Positive psychology interventions: a meta-analysis of randomized controlled studies (2013) · cites this paper as Sin and Lyubomirsky (2009)
The cited source says what the claim attributes to it.
In the citing paper
“Remarkably, effect sizes in the current meta-analysis are around 0.3 points lower than the effect sizes in the meta-analysis by Sin and Lyubomirsky (2009) [37].”
From Positive psychology interventions: a meta-analysis of randomized controlled studies (2013) · cites this paper as Sin and Lyubomirsky (2009) [37]
The cited source says what the claim attributes to it.
In the citing paper
“Two meta-analyses of PPIs for depression and well-being found that these interventions have small to moderate effects in enhancing well-being and decreasing depressive symptoms and that effects are stronger for individual vs. group formats [30, 31].”
From Skills to Enhance Positivity in adolescents at risk for suicide: Protocol for a randomized controlled trial (2023) · cites this paper as [30]
The cited source says what the claim attributes to it.
In the citing paper
“They are effective in the improvement of depression and well-being [36, 37].”
The cited source says what the claim attributes to it.
In the citing paper
“A meta-analysis that reviewed 51 positive psychology interventions across a spectrum of domains, found that positive psychology programs significantly increased well-being (mean r=.29) [29] and led to significant reductions in depressive symptoms (mean r=.31).”
From Feasibility and effectiveness of a web-based positive psychology program for youth mental health: Randomized controlled trial (2014) · cites this paper as [29]
The cited source says what the claim attributes to it.
In the citing paper
“A meta-analysis that reviewed 51 positive psychology interventions across a spectrum of domains, found that positive psychology programs significantly increased well-being (mean r=.29) [29] and led to significant reductions in depressive symptoms (mean r=.31).”
From Feasibility and effectiveness of a web-based positive psychology program for youth mental health: Randomized controlled trial (2014) · cites this paper as [29]
The check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“First, the meta-analysis included both randomized studies and quasi-experimental studies.”
From Positive psychology interventions: a meta-analysis of randomized controlled studies (2013) · cites this paper as Sin and Lyubomirsky (2009)
Experimental — accuracy not yet measuredIn the citing paper
“Vlaeyen and colleagues suggest that avoidance behavior persists due to certain beliefs, such as catastrophic cognitions 25, 337, 338.”
From Evaluating psychosocial contributions to chronic pain outcomes (2018) · cites this paper as [338]
In the citing paper
“The efficacy of PPIs increased linearly with participant age, and depressed individuals benefitted more than non-depressed individuals252.”
From Psychobiological factors of resilience and depression in late life (2019) · cites this paper as [252]
In the citing paper
“A recent meta-analysis of PPIs including data from over four thousand adults indicated a highly significant, moderate effect of PPIs on both well-being (r = 0.29) and depressive symptoms (r = 0.31)252.”
From Psychobiological factors of resilience and depression in late life (2019) · cites this paper as [252]
In the citing paper
“The efficacy of PPIs increased linearly with participant age, and depressed individuals benefitted more than non-depressed individuals252.”
From Psychobiological factors of resilience and depression in late life (2019) · cites this paper as [252]
In the citing paper
“Interventions delivered individually were most effective, followed by those administered in a group, then by self-administered PPIs.”
From Psychobiological factors of resilience and depression in late life (2019) · cites this paper as [252]
In the citing paper
“A recent meta-analysis of PPIs including data from over four thousand adults indicated a highly significant, moderate effect of PPIs on both well-being (r = 0.29) and depressive symptoms (r = 0.31)252.”
From Psychobiological factors of resilience and depression in late life (2019) · cites this paper as [252]
In the citing paper
“Although PPIs are not recommended as a stand-alone treatment for moderate-to-severe MDD, research suggests that PPIs may be useful for the prevention or adjunct treatment of depression252.”
From Psychobiological factors of resilience and depression in late life (2019) · cites this paper as [252]
In the citing paper
“A meta-analysis established that positive psychology interventions as diverse as writing gratitude letters, practising optimistic thinking, replaying positive experiences and socializing have beneficial effects on levels of depression 91.”
From Resilience in mental health: linking psychological and neurobiological perspectives. (2013) · cites this paper as [91]
In the citing paper
“The effect of kindness is small-to-mediumcomparable to other positive psychology interventions (such as 'mindfulness', 'positive thinking' and 'counting your blessings'; d = 0.34, Bolier et al., 2013;d = 0.31, Sin & Lyubomirsky, 2009;d = 0.44, Weiss, Westerhof, & Bohlmeijer, 2016).”
From Happy to help? A systematic review and meta-analysis of the effects of performing acts of kindness on the well-being of the actor (2018) · cites this paper as Sin & Lyubomirsky, 2009
In the citing paper
“Interventions that explicitly target positive emotion show promise for improving health outcomes in a number of chronic illnesses, including diabetes [16,17], heart disease [18,19], hypertension [20,21], depression [22,23], and HIV [24].”
In the citing paper
“interventions based on increasing positive emotion have been shown to relieve symptoms of depression in a meta-analysis [23]”
In the citing paper
“Positive psychology (PP) interventions, which utilize systematic exercises to increase optimism, well-being, and positive affect, consistently increase positive states and are easily delivered to patients with chronic illnesses.”
From Positive Psychological Interventions for Patients with Type 2 Diabetes: Rationale, Theoretical Model, and Intervention Development (2015) · cites this paper as [43]
In the citing paper
“PP interventions have been used in over 4000 mostly healthy subjects and have been found to increase well-being and decrease depression [41, 43], with effect sizes comparable to other psychological interventions [44, 45].”
From Positive Psychological Interventions for Patients with Type 2 Diabetes: Rationale, Theoretical Model, and Intervention Development (2015) · cites this paper as [43]
In the citing paper
“moderation analysis revealed higher effect sizes associated with “shotgun” approaches, that is, packages that incorporate multiple positive psychology strategies.”
From Disseminating Self-Help: Positive Psychology Exercises in an Online Trial (2012) · cites this paper as [23]
In the citing paper
“A recent meta-analysis demonstrated that compared with control conditions, positive interventions lead to reliable and moderate boosts in well-being and improvements in depressive symptoms [23].”
From Disseminating Self-Help: Positive Psychology Exercises in an Online Trial (2012) · cites this paper as [23]
In the citing paper
“Past research in positive psychology interventions has found that variety is an important moderator of intervention gains and that several techniques are more effective than a single technique [23,36].”
From Disseminating Self-Help: Positive Psychology Exercises in an Online Trial (2012) · cites this paper as [23]
In the citing paper
“Studies supporting the efficacy of positive activity interventions (PAIs) have been primarily conducted in unselected (non-clinical) community samples and examined single positive activities in isolation (for a meta-analysis, see66, 67).”
From Upregulating the positive affect system in anxiety and depression: Outcomes of a positive activity intervention: Taylor et al. (2017) · cites this paper as [66]
In the citing paper
“Overall, PP exercises have been successfully used by more than 4000 participants in over 50 clinical trials [20,21], though typically in nonclinical populations.”
From Feasibility and utility of positive psychology exercises for suicidal inpatients (2014) · cites this paper as [20]
In the citing paper
“These differences may be related to the fact that the first meta-analyses focused on subjective well-being whereas the second one included 10 different measures of psychological well-being in addition to the PWBS and MHC-SF, for example hope, mastery and purpose in life.”
From Can We Increase Psychological Well-Being? The Effects of Interventions on Psychological Well-Being: A Meta-Analysis of Randomized Controlled Trials (2016) · cites this paper as [11]
In the citing paper
“Furthermore, both previous meta-analyses focused on specific positive psychological interventions, whereas our study included a number of different therapeutic interventions.”
From Can We Increase Psychological Well-Being? The Effects of Interventions on Psychological Well-Being: A Meta-Analysis of Randomized Controlled Trials (2016) · cites this paper as [11]
In the citing paper
“The effect size of psychological well-being is somewhat lower than the standardized mean difference of .61 that was reported in a meta-analysis by Sin and Lyubomirsky (11) and somewhat higher than the effect of .20 for psychological well-being in a meta-analysis by Bolier et al. [12].”
From Can We Increase Psychological Well-Being? The Effects of Interventions on Psychological Well-Being: A Meta-Analysis of Randomized Controlled Trials (2016) · cites this paper as [11]
In the citing paper
“Positive psychology interventions (PPIs), such as mindful self-awareness, gratitude expression, and identifying and utilizing strengths, have been shown to impact both well-being and depressive symptoms [29-31].”
From MoodHacker Mobile Web App With Email for Adults to Self-Manage Mild-to-Moderate Depression: Randomized Controlled Trial (2016) · cites this paper as [29]
Citations
Cites
Happiness is everything, or is it? Explorations on the meaning of psychological well-being.
Ryff, C. D. (1989) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.57.6.1069 · Cited by 14,847
Diener, E. (1984) · Social indicators research series · doi:10.1007/978-90-481-2350-6_2 · Cited by 12,609
On Happiness and Human Potentials: A Review of Research on Hedonic and Eudaimonic Well-Being
Ryan, R. M., & Deci, E. L. (2001) · Annual Review of Psychology · doi:10.1146/annurev.psych.52.1.141 · Cited by 11,567
Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition, Text Revision (DSM-IV-TR)
American Psychiatric Association (2000) · doi:10.1176/appi.books.9780890423349 · Cited by 11,069
Diener, E. (1984) · Psychological Bulletin · doi:10.1037/0033-2909.95.3.542 · Cited by 11,023
The file drawer problem and tolerance for null results.
Rosenthal, R. (1979) · Psychological Bulletin · doi:10.1037/0033-2909.86.3.638 · Cited by 9,068
ФАКТОРЫ ПСИХОЛОГИЧЕСКОГО БЛАГОПОЛУЧИЯ ЛЮДЕЙ ПОЖИЛОГО ВОЗРАСТА
Р., Н. М., & Ю., Б. С. (2026) · CyberLeninK (CyberLeninka) · doi:10.60797/irj.2026.170.43 · Cited by 7,969
The benefits of frequent positive affect: Does happiness lead to success?
Lyubomirsky, S., King, L., & Diener, E. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.6.803 · Cited by 7,143
Self-citationPositive Psychology Progress: Empirical Validation of Interventions.
Seligman, M. E. P., Steen, T. A., Park, N., & Peterson, C. (2005) · American Psychologist · doi:10.1037/0003-066x.60.5.410 · Cited by 5,947
Taking time seriously: A theory of socioemotional selectivity.
Carstensen, L. L., Isaacowitz, D. M., & Charles, S. T. (1999) · American Psychologist · doi:10.1037//0003-066x.54.3.165 · Cited by 5,377 · cited 1×
“Third, the benefits of PPIs increased linearly with age, perhaps due to the greater wisdom and more effective emotional regulation and self-regulation associated with older age (Carstensen, Isaacowitz, & Charles, 1999; Linley et al., 2007).”
Background
Flagged first, then by citations
Research works printed but not linked: 2
- Della Porta M.D., 2008, Searching for the placebo effect in happiness‐enhancing interventions: An experimental longitudinal study with depressed and nondepressed participants
- *Lyubomirsky S. Dickerhoof R. Boehm J.K. &Sheldon K.M.(2008).Becoming happier takes both a will and a proper way: Two experimental longitudinal interventions to boost well‐being. Manuscript under review.
Cited by
Sorted by citations
Items 2,301–2,400 of 2,952
Li, Y., Liu, X., Guo, Z., Lai, L., Bryant, R. A., Zhang, T., Song, H., Mi, T., & Ren, Z. (2025) · Stress and Health · doi:10.1002/smi.70124
Chapitre 1. Fondements du programme CARE
Shankland, R., Durand, J.-P., Paucsik, M., Kotsou, I., & André, C. (2018) · Dunod eBooks · doi:10.3917/dunod.shank.2018.01.0012 · Cited by 1
Pirkis, J., Whiteford, H., Jorm, T., Harris, M., Reavley, N. J., Siskind, D. J., Bassilios, B., Diminic, S., Robinson, J., Carstensen, G., et al. (2014)
Positive Emotion Reactivity in Mild to Moderate Depression
Howley, S. (2013) · UCL Discovery (University College London)
What is the relationship between Meaning in Life, Purpose in Life and secondary student wellbeing?
Riedel, R. (2014) · Research Online (University of Wollongong)
Morris, B. H. (2014) · Digital Commons - University of South Florida (University of South Florida)
Adapting a Positive Psychological Intervention for People with Schizophrenia
Meyer-Kalos, P. (2014) · Wiley eBooks · doi:10.1002/9781118315927.ch19 · Cited by 1
Called Out of Darkness: Presenting Christian Hope to People with Depression
Kleist, D. (2015) · Lumen et Vita · doi:10.6017/lv.v5i1.8696
Lee, H. (2014) · Scholarly Commons (University of Pennsylvania)
Acting Strengths: The Development of Resilience and Character Strengths in Actors
Taylor, L. E. (2014) · Scholarly Commons (University of Pennsylvania)
ConnectMore: A Relationship-building Curriculum for First-year College Students
Goldenthal, H. (2014) · Scholarly Commons (University of Pennsylvania)
McGuirk, E. (2012) · eSource (Dublin Business School)
Den störungsorientierten Blick erweitern
Frank, R. (2017) · Springer eBooks · doi:10.1007/978-3-662-53471-7_1
Diabetes mellitus and health outcomes: the role of positive affect
Patel, M. R. (2013) · University of Brighton Repository (University of Brighton)
Positive Psychology Interventions via SMS och dess påverkan på subjektivt välbefinnande
Berglund, D. (2011) · Lund University Publications Student Papers (Lund University)
Walking Their Talk: The Role of the Body in Effective, Positive Leadership
Mallorie, L. M. (2015) · ScholarlyCommons (University of Pennsylvania)
The Role of Emotions in Coaching and Mentoring
Hefferon, K. (2012) · Wiley eBooks · doi:10.1002/9781118326459.ch24 · Cited by 1
van Nieuwerburgh, C. J., & Lech, A. M. (2015) · International Journal of Wellbeing · doi:10.5502/ijw.v5i3.5
Exploring the well-being of caregivers of a family member with down syndrome in Namibia
Byleveldt, T. A. (2013) · UNAM Scholarly Repository (University of Namibia)
STATISTICAL MODELING AND CONTROL OF SELF-ESTEEM AND SELF-LIKING
Yatsenko, O. (2014) · Journal of Biological Systems · doi:10.1142/s0218339014400063
Teaching Beautiful Questions: Using Literature to Teach Youth Appreciative Inquiry (AI)
Reicher, S. R. (2014) · Scholarly Commons (University of Pennsylvania)
Standing in Love: Unpacking and Unlocking the Supreme Emotion
de la Torre, P. (2014) · Scholarly Commons (University of Pennsylvania)
Weinberg, J. R. (2022) · Digital Archive @ GSU · doi:10.57709/2194574
The role of positive facial feedback in the stress response
Kraft, T. L. (2011) · KU ScholarWorks (University of Kansas)
Diário Zorbuddha : a avaliação do impacto de uma conjugação de exercícios da psicologia positiva
Sousa, I. A. (2010) · Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)
An Exercise to Teach the Psychological Benefits of Solitude: The Date with the Self
Manalastas, E. J. (2011) · Philippine Journal of Psychology
Positive Opinion on the Effectiveness of Reducing the Symptoms of Major Depression
moghadam, H. M., Farhadi, V., & Monfared, P. N. (2015)
Why and how to facilitate a strengths-focused identity
Forster, J. R. (2009)
Available online a t www.pelagiaresearchlibrary.com
Kaur, J., Singh, S., & Kaur, K. (2013) · Cited by 25
Peters, M. L., Meevissen, Y. M. C., & Hanssen, M. M. (2013)
Weinstein, A. G. (2022) · Digital Archive @ GSU · doi:10.57709/7921800
SEMEAR Project: Planting Seeds for a Better and More Virtuous World
da Silva, & Regina, F. (2015) · Scholarly Commons (University of Pennsylvania)
Kerns, J. F. (2015) · OhioLink ETD Center (Ohio Library and Information Network)
[The screening test for mitochondrial disease].
Oguro, N., & Momoi, M. Y. (2002) · PubMed
Влияние позитивных психологических интервенций на субъективное благополучие подростков
Zelikson, D. I. (2015) · Российский психологический журнал · doi:10.21702/rpj.2015.3.3
Enduring happiness: a study of online well-being interventions
Mitchell, J. (2017) · Figshare · doi:10.4225/03/589298be9b507
“…under the umbrella of positive psychology, has highlighted the benefits of well-being for individuals and communities, and intervention research in particular has demonstrated the efficacy of positive psychology interventions (PPIs) to enhance well-being overtime (Sin & Lyubomirsky, 2009).”
BackgroundResultInfluentialAlbieri, E. (2014) · AMS Dottorato Institutional Doctoral Theses Repository (University of Bologna) · doi:10.6092/unibo/amsdottorato/6405
Metler, S. J. (2014) · Brock University Digital Repository (Brock University)
LA PSICOLOGÍA POSITIVA: SU RELACIÓN CON LA SALUD Y EL BIENESTAR
Estrada, M. S. (2011) · Desbordes Revista de Investigaciones Escuela de Ciencias sociales artes y humanidades - UNAD · doi:10.22490/25394150.1191
O Peso e o Bem-Estar: Índice de Massa Corporal, Bem- Estar Subjetivo e o Florescimento Em Adultos.
Baptista, A., & da Vida, C. (2014)
Gunnell, K. E. (2013) · cIRcle (University of British Columbia) · doi:10.14288/1.0077419
Mandich, G. E., & Miller, L. T. (2015) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2015.01.164
“A meta-analysis conducted by Sin and Lyubomksky (2009), which included 51 interventions with a total of 4,266 participants, examined several studies to investigate if interventions aimed at increasing positive feelings, behaviours, or thoughts can enhance well-being.”
BackgroundResultThe Turkish Positive Perception Scale: A Contribution to its Validity and Reliability
Erzen, E., & Çıkrıkçı, Ö. (2014) · Journal of Education and Human Development · doi:10.15640/jehd.v3n3a16
李, 婷. (2014) · Advances in Psychology · doi:10.12677/ap.2014.46105
Smoking cessation using positive psychology intervention
Shimai, S. (2016) · The Japanese Journal of Health Psychology · doi:10.11560/jahp.28.special_issue_103
A VIRTUES APPROACH TO CREATIVITY AND EMOTION REGULATION
Mirowska, A. (2011)
Luhmann, M. (2010) · Universitätsbibliothek der FU Berlin Hochschulschriftenstelle u. Dokumentenserver · doi:10.17169/refubium-10556
The Application, Progress and Design of Positive Psychological Intervention
Li, T., Duan, W., & Zhang, Y. (2012)
Thomson, C. (2011) · e-space (Manchester Metropolitan University)
naeimi, G., Pirsaghi, F., Arabzadeh, M., Taghipour, A., & Maleki, E. (2015)
Ojeda, F. J. R., Velasco, A. S., Moyeda, I. X. G., Moyeda, G., & EstUdios, F. D. (2011)
Positive Counseling with College Students
Butler, C. M., Watford, C., Burston, S. S., Morgan, J. P., & Carscaddon, D. M. (2016) · Digital Commons - Gardner-Webb University (Gardner–Webb University)
Yu, Y., Luo, J., Yu, Y., et al. (2016) · Journal of Discrete Mathematical Sciences and Cryptography · doi:10.1080/09720529.2016.1178919
The Nature and Nurture of Wellbeing
Haworth, C. M. A. (2016) · Palgrave Macmillan UK eBooks · doi:10.1057/9781137437327_7
Well-being of South African psychologists : a mixed method study
Hitge, E. (2015) · Boloka Institutional Repository (North-west University)
Chapter 10. Complementary, Alternative, and Integrative Medicine Interventions
Lavretsky, H., & Varteresian, T. C. (2015) · American Psychiatric Association Publishing eBooks · doi:10.1176/appi.books.9781615370818.dj10
Psychopharmacological Treatment for Depression in Children and Adolescents
Chapman, M. R., Hughes, J. L., Kennard, B. D., Mayes, T. L., & Emslie, G. J. (2016) · Elsevier eBooks · doi:10.1016/b978-0-12-804394-3.00011-5
Flourish in sport : exploring the lived experiences of track and field Olympic medalists
Low, R. G. (2014) · MOspace Institutional Repository (University of Missouri) · doi:10.32469/10355/44490
Yoga and Adolescent Psychological Health, Depressive Symptoms, and Flourishing
Schulte, E. C. (2015) · IRL - University of Missouri, St. Louis (University of Missouri–St. Louis)
Introduction: Advantages of Using the Concept Art-of-Living
Schmitz, B. (2016) · Social indicators research series · doi:10.1007/978-3-319-45324-8_1
The Long and Winding Road from Positive Psychology Theory to Corporate Application
Kitchen, G. M. (2016) · ScholarlyCommons (University of Pennsylvania)
Gavrilova, Y. (2020) · Digital Scholarship - UNLV (University of Nevada Reno) · doi:10.34917/9112066
Trends and Prospects in Athlete Burnout Research : Aiming for Constructing a Theoretical Model
Tanaka, T. (2016) · Journal of Japan Society of Sports Industry · doi:10.5997/sposun.26.2_217
Toward a Framework for Positive Health
Prendergast, K. M. (2016) · Tuwhera (Auckland University of Technology)
Dinh-Williams, L.-A. (2016) · TSpace (University of Toronto)
Pennington, R. E. (2016) · The Sydney eScholarship Repository (The University of Sydney)
Shapira, L. B., & Mongrain, M. (2010)
Pogrebtsova, E. (2016) · The Atrium (University of Guelph)
Elfers, J., & Hlava, P. (2016) · Springer eBooks · doi:10.1007/978-3-319-41030-2_9
Promoting caregiver and child resilience: The ACHIEVER Adult Resilience Curriculum
Frye, M. (2015) · ResearchWorks at the University of Washington (University of Washington)
Sherlock-Storey, M. (2016) · Northumbria Research Link (Northumbria University)
Schrank, B., Riches, S., & Slade, M. (2017) · Cambridge University Press eBooks · doi:10.1017/9781316339275.012
Designing a Roadmap for Building Effective Positive Interventions
Jennings, E., Jones, B., Khan, F. N., & Sen, S. (2017) · ScholarlyCommons (University of Pennsylvania)
Robinson, P. (2017) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-78714-240-420171018
Ein individuelles Coaching-Konzept zur Förderung von Lebenskunst
Stumpp-Spies, C. A., & Schmitz, B. (2017) · Coaching | Theorie & Praxis · doi:10.1365/s40896-017-0017-5
Ko, D.-W. (2016) · The Korean Journal of Consumer and Advertising Psychology · doi:10.21074/kjlcap.2016.17.3.543
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Wilz, G., Risch, A. K., & Töpfer, N. F. (2017) · Springer eBooks · doi:10.1007/978-3-662-53198-3_2
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Brunson, L. (2017) · Revue québécoise de psychologie · doi:10.7202/1040077ar
Lyu, B., & Huang, H. (2017) · International Conference on Contemporary Education, Social Sciences and Humanities (ICCESSH) · doi:10.2991/iccessh-17.2017.88
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Scott‐Jackson, W., & Mayo, A. (2017) · Springer eBooks · doi:10.1007/978-3-319-56145-5_4
Positive development over the transition to adulthood: its nature and antecedents
O’Connor, M. (2010) · Minerva Access (University of Melbourne)
der Smit, E. V. (2015) · Boloka Institutional Repository (North-west University)
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Müller, G., Lyssenko, L., Kleindienst, N., Junk, S., Pfinder, M., & Bohus, M. (2017) · Springer eBooks · doi:10.1007/978-3-662-54632-1_20
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Lang, J., Georg, M., Groetsch, L., Ahrens, K., & Wuttke, A. (2017) · Springer eBooks · doi:10.1007/978-3-662-55251-3_12
Metadata
- Authors
- Sin, N. L., & Lyubomirsky, S.
- Affiliations
- University of California, Riverside (US)
- Corresponding author
- Sin, Nancy L.
- Lyubomirsky, Sonja
- Venue
- Journal of Clinical Psychology
- Publisher
- Wiley
- Published
- 2009-03-19
- Volume
- 65
- Issue
- 5
- Pages
- 467-487
- ISSN
- 0021-9762 (ISSN-L)
- 1097-4679
- OpenAlex
- W2038506024
- Cited by
- 2,955
- References
- 69
- Citations by year
- 2026: 107 · 2025: 175 · 2024: 168 · 2023: 196 · 2022: 231 · 2021: 319 · 2020: 257 · 2019: 246 · 2018: 214 · 2017: 186 · 2016: 212 · 2015: 182 · 2014: 157 · 2013: 104 · 2012: 80
- FWCI
- 9.14
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Clinical Psychology (publishedVersion)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Topics
- Social Sciences › Psychology › Social Psychology › Psychological Well-being and Life Satisfaction
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Keywords
- positive psychology interventions, well-being, depressive symptoms, depression treatment, intervention effectiveness, self-selection, intervention duration, age differences, clinician guidance
- MeSH terms
- Depression, Depressive Disorder, Emotions, Humans, Personal Satisfaction, Psychology, Clinical, Psychotherapy, Treatment Outcome
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