Abstract
The Perceived Stress Scale (PSS), originally conceptualized by Sheldon Cohen, Tom Kamarck, and Robin Mermelstein in 1983, represents the most widely utilized and empirically validated psychometric instrument for quantifying the degree to which situations in an individual’s life are appraised as stressful. While the original iteration comprised 14 items (PSS-14), subsequent psychometric refinement by Sheldon Cohen and Gail M. Williamson in 1988 demonstrated that the 10-item version (PSS-10) exhibits superior psychometric properties, elevated internal consistency, and an optimized factor structure. The instrument operationalizes psychological stress not as an objective accumulation of external life events, but as a subjective, cognitively mediated state characterized by perceived unpredictability, uncontrollability, and cognitive-emotional overload experienced over the antecedent 30 days.
Administered via a 5-point Likert-type response scale ranging from 0 (Never) to 4 (Very Often), the PSS-10 yields a single composite score between 0 and 40 following the reverse coding of four positively phrased items. Across thousands of normative, clinical, occupational, and cross-cultural cohorts, the PSS-10 consistently demonstrates robust internal consistency (Cronbach’s alpha coefficients routinely spanning 0.78 to 0.91; McDonald’s omega coefficients ranging from 0.80 to 0.92) alongside substantial test-retest reliability across brief temporal windows. Although structurally scrutinized as either a unidimensional measure or a correlated two-factor construct comprising Perceived Helplessness and Perceived Self-Efficacy, modern structural equation modeling and bifactor analyses strongly support interpreting the scale primarily through its general factor of global perceived stress. Extensive validation studies demonstrate robust convergent validity with biological markers of allostatic load (including cortisol dysregulation, inflammatory cytokines, and leukocyte telomere erosion) as well as concurrent psychopathology including major depressive disorder and generalized anxiety disorder.
Keywords
Perceived Stress Scale, PSS-10, Sheldon Cohen, cognitive appraisal, psychological stress, transactional stress model, perceived helplessness, perceived self-efficacy, psychometrics, allostatic load, health psychology
Authors
The Perceived Stress Scale was developed by a team of prominent behavioral scientists and health psychologists:
- Sheldon Cohen, Ph.D. — Robert E. Doherty University Professor of Psychology Emeritus at Carnegie Mellon University, Pittsburgh, Pennsylvania, United States. Dr. Cohen is a world-renowned authority on psychoneuroimmunology, behavioral medicine, and the socio-environmental determinants of physical disease susceptibility.
- Tom Kamarck, Ph.D. — Professor of Psychology and Psychiatry at the University of Pittsburgh, Pittsburgh, Pennsylvania, United States. His research focuses on cardiovascular behavioral medicine, ecological momentary assessment (EMA), and the physiological substrates of psychosocial stress.
- Robin Mermelstein, Ph.D. — Distinguished Professor of Psychology, Director of the Institute for Health Research and Policy at the University of Illinois at Chicago, Chicago, Illinois, United States. Her scholarship focuses on health behavior change, adolescent tobacco use trajectories, and contextual measurement of affect and stress.
Purpose
The primary clinical and research objective of the Perceived Stress Scale (PSS-10) is to provide an economical, reliable, and theoretically coherent assessment of global non-specific psychological stress. Prior to the seminal publication of the PSS in 1983, psychometric approaches to stress measurement within epidemiological, medical, and clinical contexts were overwhelmingly dominated by cumulative life event inventories, such as the Social Readjustment Rating Scale (SRRS) developed by Thomas Holmes and Richard Rahe in 1967. Such objective event-checklist paradigms operated on the implicit theoretical premise that external stressors possess an invariant normative valence and exert uniform biological and psychological strain regardless of individual cognitive processing.
The PSS-10 was deliberately engineered to transcend the fundamental empirical and conceptual limitations of life-event inventories. First, objective checklists often fail to capture chronic ongoing stressors, interpersonal friction, and minor daily hassles, which frequently exert a more pernicious physiological impact than discrete, rare catastrophic events. Second, event checklists cannot account for individual variability in cognitive appraisal, personality architecture, social support networks, or baseline coping resources. Two individuals exposed to an identical objective stressor—such as occupational displacement or marital dissolution—may experience radically divergent emotional and biological sequelae based on their subjective appraisal of the circumstance. The PSS-10 resolves this discordance by directly querying the subjective phenomenological state of the respondent, specifically operationalizing the extent to which they appraise their current life situations as unpredictable, uncontrollable, and exceeding their available coping capacities.
In contemporary clinical psychology, psychiatry, and behavioral medicine, the PSS-10 serves multiple diagnostic and evaluative functions:
- Epidemiological and Health Research: It functions as a primary independent variable, mediator, or moderator in longitudinal investigations assessing the etiological links between chronic psychosocial distress and pathophysiological outcomes, such as cardiovascular disease, metabolic syndrome, neuroendocrine dysregulation, and infectious disease susceptibility.
- Clinical Treatment Monitoring: The instrument is employed to gauge clinical baseline severity and track therapeutic response across evidence-based interventions, including Cognitive Behavioral Therapy (CBT), Mindfulness-Based Stress Reduction (MBSR), and pharmacological therapies for anxiety and mood disorders.
- Workplace and Occupational Health: It is widely deployed to audit organizational strain, monitor corporate burnout risks, and evaluate the efficacy of workplace wellness interventions.
- Screening in Primary Care: The scale acts as a rapid, low-burden screening tool to identify patients whose physical symptoms (e.g., tension-type headaches, functional gastrointestinal disorders, chronic fatigue) may be mediated or exacerbated by high levels of perceived distress.
Psychological Construct
The core psychological construct measured by the PSS-10 is perceived stress—defined as the degree to which an individual appraises their life circumstances as exceeding their psychological, physiological, or environmental resources to cope. Rather than diagnosing a discrete psychiatric condition or cataloging objective environmental hazards, the PSS-10 measures a global state of cognitive and emotional appraisal characterized by three interrelated experiential dimensions:
1. Perceived Unpredictability
Perceived unpredictability encapsulates the subjective sense that one’s external environment is erratic, volatile, and devoid of stable contingencies. When individuals perceive their daily lives as fundamentally unpredictable, anticipatory anxiety rises, rendering proactive planning and behavioral adaptation difficult. In the PSS-10, this dimension is directly tapped by items examining reactions to unexpected occurrences (e.g., Item 1: “In the last month, how often have you been upset because of something that happened unexpectedly?”). The cognitive processing underlying unpredictability involves the disruption of mental schemas, which demands continuous cognitive monitoring and elevated vigilance, thereby accelerating psychological fatigue.
2. Perceived Uncontrollability
Rooted in seminal paradigms of learned helplessness and locus of control, perceived uncontrollability reflects an individual’s evaluation that outcomes are independent of their voluntary actions. Under states of perceived uncontrollability, agents experience a profound sense of powerlessness, feeling incapable of modifying adverse conditions, arresting deterioration, or influencing critical trajectory points. The PSS-10 evaluates this facet through items that directly address control over personal circumstances (e.g., Item 2: “In the last month, how often have you felt that you were unable to control the important things in your life?”; Item 9: “In the last month, how often have you been angered because of things that were outside of your control?”). Perceived uncontrollability is consistently recognized in experimental psychoneuroimmunology as the primary psychological trigger for sustained hypothalamic-pituitary-adrenal (HPA) axis activation and glucocorticoid receptor resistance.
3. Perceived Overload
Perceived overload operationalizes the cognitive appraisal that demands have accumulated to a threshold that completely surpasses the individual’s executive bandwidth and coping reserves. In this state, daily obligations cease to be perceived as manageable challenges and are instead experienced as insurmountable obstacles. The PSS-10 captures this feeling of being overwhelmed through explicit queries regarding task management and task accumulation (e.g., Item 6: “In the last month, how often have you found that you could not cope with all the things that you had to do?”; Item 10: “In the last month, how often have you felt difficulties were piling up so high that you could not overcome them?”).
Subscale Architecture: Perceived Helplessness vs. Perceived Self-Efficacy
Extensive structural analyses demonstrate that the 10 items of the PSS-10 partition along linguistic and conceptual lines into two correlated sub-dimensions:
- Perceived Helplessness (Negative Factor): Comprising the six negatively worded items (Items 1, 2, 3, 6, 9, and 10), this dimension reflects direct distress, negative affective states, affective dysregulation, and subjective vulnerability. High scores on this subscale indicate elevated levels of subjective strain, cognitive disruption, and feelings of inadequacy.
- Perceived Self-Efficacy (Positive Factor): Comprising the four positively worded items (Items 4, 5, 7, and 8), this dimension assesses the individual’s subjective confidence in their problem-solving competencies, emotional self-regulation, and ability to handle life challenges (e.g., Item 4: “In the last month, how often have you felt confident about your ability to handle your personal problems?”; Item 8: “In the last month, how often have you felt that you were on top of things?”). Because these items are reverse-scored when generating the total scale score, low perceived self-efficacy directly inflates the overall perceived stress metric.
Theoretical Framework
The theoretical bedrock of the Perceived Stress Scale is anchored in the Transactional Model of Stress and Coping formulated by Richard S. Lazarus and Susan Folkman (1984). Within the cognitive-relational paradigm established by Lazarus, psychological stress is neither an environmental stimulus (an external event or stressor) nor an isolated physiological response pattern (such as Hans Selye’s General Adaptation Syndrome). Instead, stress is conceptualized as a continuous, bidirectional transaction between the person and their environment, wherein environmental demands are cognitively evaluated in relation to personal resources and vulnerabilities.
The transactional paradigm posits two foundational stages of cognitive appraisal:
- Primary Appraisal: The cognitive process through which an individual evaluates the significance of an encounter. The individual questions: “Am I in trouble or being benefited, now or in the future, and in what way?” Circumstances may be appraised as irrelevant, benign-positive, or stressful. Stressful appraisals are further stratified into: (a) harm/loss (damage already sustained), (b) threat (anticipation of imminent harm), or (c) challenge (potential for mastery, growth, or gain accompanied by high demand).
- Secondary Appraisal: A complex evaluative process focusing on what can be done in response to the primary appraisal: “What coping options are available to me, and what is the likelihood that I can successfully implement them to alleviate harm or maximize gain?” This involves an evaluation of internal resources (resilience, problem-solving skills, emotional fortitude) and external assets (financial resources, social support, structural capital).
Psychological stress emerges precisely when primary appraisal reveals an environmental demand that threatens well-being, while secondary appraisal reveals that available coping resources are insufficient, precarious, or depleted. The PSS-10 operationalizes the convergence point of primary and secondary appraisal. Rather than probing specific appraisal transactions regarding discrete stressors, it aggregates an individual’s cognitive appraisals across all ongoing life domains over the preceding 30 days. Items tapping overload (e.g., Item 10) reflect the primary appraisal of overwhelming environmental threat, whereas items tapping confidence and mastery (e.g., Items 4 and 8) directly measure the respondent’s secondary appraisal of their coping self-efficacy.
Furthermore, the PSS aligns closely with modern neurobiological frameworks of stress, specifically the Allostatic Load Model articulated by Bruce McEwen and Eliot Stellar (1993). In this framework, perceived unpredictability and uncontrollability—the precise constructs measured by the PSS-10—are the primary psychological triggers that sustain physiological allostasis. When chronic cognitive appraisal marks the environment as permanently threatening and uncontrollable, neuroendocrine (catecholamines, cortisol), immune (systemic pro-inflammatory signaling), and cardiovascular systems fail to return to baseline homeostatic setpoints. Over time, this sustained allostatic state precipitates multi-system biological wear and tear, providing a physiological mechanism linking high PSS scores to structural brain alterations, endothelial dysfunction, and accelerated cellular senescence.
Validity
The psychometric validity of the PSS-10 has been confirmed across diverse epidemiological, clinical, and experimental contexts worldwide.
Construct and Factorial Validity
Construct validity has been established through structural equation modeling, exploratory factor analysis (EFA), and confirmatory factor analysis (CFA). Multiple multi-group CFA evaluations (e.g., Taylor, 2015; Barbosa-Leiker et al., 2013) demonstrate measurement invariance across gender, age, socio-economic status, and clinical vs. non-clinical populations. Factorial validity data consistently reveal that all 10 items load significantly on their designated factors (loadings routinely exceeding 0.60), confirming that the instrument taps its theoretical target domains with minimal structural measurement error.
Convergent Validity
The PSS-10 exhibits strong, statistically significant convergent validity when correlated against standardized instruments measuring negative affectivity, depressive symptomatology, generalized anxiety, and somatic complaints:
- Depressive Symptoms: Correlations between the PSS-10 and established depression scales—such as the Center for Epidemiologic Studies Depression Scale (CES-D) and the Beck Depression Inventory-II (BDI-II)—consistently range between r = 0.60 and 0.76 (p < .001).
- Anxiety Measures: Strong positive associations are observed between the PSS-10 and the State-Trait Anxiety Inventory (STAI-Trait) (r = 0.65 to 0.74) as well as the Generalized Anxiety Disorder-7 (GAD-7) scale (r = 0.62 to 0.71).
- Somatic and Fatigue Measures: Moderate to high correlations are found with the Patient Health Questionnaire-15 (PHQ-15) somatic symptom scale (r = 0.40 to 0.52) and chronic fatigue inventories (r = 0.45 to 0.58).
Discriminant Validity
Despite robust correlations with measures of anxiety and depression, empirical studies demonstrate that the PSS-10 captures a unique construct distinct from mood and anxiety disorders. Cohen et al. (1983) and subsequent investigators utilized multiple regression and structural equation analyses to show that perceived stress accounts for unique, incremental variance in health-related outcomes (e.g., health behaviors, physical symptoms, healthcare utilization) even after strictly controlling for baseline negative affectivity, trait neuroticism, and depressive illness. While depression reflects negative self-evaluations, anhedonia, and hopeless despair, perceived stress specifically indexes the cognitive appraisal of environmental overload, unpredictability, and transactional coping deficits.
Criterion and Predictive (Biological) Validity
The biological validity of the PSS-10 is demonstrated in experimental psychoneuroimmunology and behavioral medicine:
- Infectious Disease Susceptibility: In seminal prospective viral challenge studies conducted by Cohen, Tyrrell, and Smith (1991), higher baseline scores on the Perceived Stress Scale predicted increased rates of clinical respiratory illness following intentional experimental inoculation with common cold rhinoviruses, an effect independent of age, sex, weight, education, or pre-challenge antibody titers.
- Cellular Aging: Epel et al. (2004) demonstrated that elevated scores on the PSS were significantly correlated with shorter leukocyte telomere length, decreased telomerase activity, and elevated oxidative stress in premenopausal women, effectively demonstrating that high subjective perceived stress is associated with accelerated cellular aging equivalent to roughly one decade of life.
- Neuroendocrine and Inflammatory Markers: Elevated PSS-10 scores reliably predict flattened diurnal salivary cortisol slopes, altered cortisol awakening responses (CAR), and higher circulating levels of pro-inflammatory biomarkers, including Interleukin-6 (IL-6), Tumor Necrosis Factor-alpha (TNF-α), and C-reactive protein (CRP).
Reliability
The reliability of the PSS-10 has been evaluated across international psychometric investigations, establishing the scale as an exceptionally stable and internally consistent metric.
Internal Consistency
In the original re-evaluation by Cohen and Williamson (1988) involving a probability sample of 2,387 US adults, the PSS-10 demonstrated a Cronbach’s alpha coefficient of 0.78, proving psychometrically superior to the 4-item brief version (PSS-4, α = 0.60) and exhibiting cleaner structural parameters than the 14-item version (PSS-14, α = 0.75). Contemporary cross-validation studies in diverse global cohorts consistently yield even higher internal reliability estimates:
- General adult community samples: Cronbach’s alpha values typically fall between 0.82 and 0.89.
- University student and academic cohorts: Alpha coefficients range from 0.84 to 0.91.
- Clinical, psychiatric, and chronic illness samples: Internal consistency metrics range from 0.85 to 0.92.
- Composite reliability (McDonald’s omega): Across contemporary confirmatory factor analytic studies, McDonald’s ω coefficients for the total scale range from 0.83 to 0.92, demonstrating that internal consistency is retained when accounting for varying item factor loadings and avoiding alpha’s tau-equivalence assumption.
Test-Retest Reliability
Because the PSS-10 measures subjective stress appraisals over the preceding 30 days, it is conceptualized as a measure of a dynamic psychological state that is also influenced by stable personality traits (e.g., neuroticism, locus of control). Consequently, test-retest reliability estimates vary logically as a function of the elapsed time interval between administrations:
- Short-Term Stability (2 to 7 Days): Extremely high stability is observed over brief intervals, with test-retest correlation coefficients (r) ranging between 0.80 and 0.88.
- Intermediate Stability (4 to 6 Weeks): Stability coefficients across a one-month temporal window range from r = 0.55 to 0.70, reflecting genuine fluctuations in life stressors and psychological adaptations over time.
- Long-Term Stability (> 6 Months): As predicted by transactional stress theory, long-term retest coefficients decline to modest levels (r = 0.35 to 0.48), confirming that the instrument responds dynamically to life changes, therapeutic interventions, and evolving situational contexts rather than acting solely as an immutable trait inventory.
Factor Analysis
The latent structural architecture of the PSS-10 has been a topic of extensive debate and empirical investigation within psychometrics. Across exploratory and confirmatory factor analytic paradigms, three primary models have emerged:
1. The Unidimensional Model
Initially hypothesized by Cohen and colleagues (1983, 1988), the unidimensional model posited that all 10 items load directly onto a single global latent construct of perceived stress. However, across modern structural equation modeling studies, a strictly unidimensional model frequently exhibits inadequate goodness-of-fit indices (e.g., Comparative Fit Index [CFI] < 0.90, Tucker-Lewis Index [TLI] < 0.88, Root Mean Square Error of Approximation [RMSEA] > 0.08, Standardized Root Mean Square Residual [SRMR] > 0.07).
2. The Two-Factor Correlated Model
Extensive exploratory factor analyses (EFA) with oblimin or promax rotation, followed by confirmatory factor analyses (CFA), reliably yield an oblique two-factor solution based on item phrasing:
- Factor 1: Perceived Helplessness (Negative Distress) — Comprises Items 1, 2, 3, 6, 9, and 10. Factor loadings for these items are consistently strong, ranging from 0.62 to 0.84.
- Factor 2: Perceived Self-Efficacy (Positive Coping) — Comprises the reverse-scored Items 4, 5, 7, and 8. Factor loadings for these items are similarly high, typically spanning 0.58 to 0.82.
This correlated two-factor model provides substantially improved fit across global validation studies (e.g., CFI = 0.94–0.97, TLI = 0.93–0.96, RMSEA = 0.045–0.062). The latent correlation between the two factors is moderate to high (ranging from r = -0.45 to -0.68), confirming that while they reflect distinct emotional aspects, they remain deeply interwoven components of an overarching stress process.
3. The Bifactor Model and Modern Consensus
Contemporary psychometric evaluations (e.g., Reis et al., 2017; Taylor, 2015) increasingly employ bifactor confirmatory factor modeling to resolve the tension between the unidimensional theoretical intent of the scale and the statistical emergence of two factors. In a bifactor specification, all 10 items load directly onto a single, overarching General Perceived Stress factor, while simultaneously loading onto two orthogonal group factors (specific method factors for negatively worded items and positively worded items).
Psychometric evaluations evaluating bifactor indices—including explained common variance (ECV), percentage of uncontaminated correlations (PUC), and omega hierarchical (ωh)—routinely show:
- The general factor accounts for over 70% to 80% of the common variance (ECV > 0.70).
- The omega hierarchical coefficient for the general factor typically exceeds 0.80, whereas the omega hierarchical subscale estimates for the specific group factors drop dramatically (often < 0.30).
These findings indicate that the separation into two factors is predominantly driven by method effects (i.e., item-wording valence) rather than theoretically substantive independent constructs. Consequently, psychometricians recommend that researchers and clinicians utilize the total composite score (0–40) as a reliable, valid indicator of global perceived stress, rather than calculating disconnected subscale scores.
Instrument / Measurement Tool
- Test Name: Perceived Stress Scale-10 (PSS-10)
- Alternative Names: 10-Item Perceived Stress Scale, Cohen Perceived Stress Scale
- Instrument Type: Self-report psychological questionnaire / psychometric rating scale
- Construct Measured: Subjective global appraisal of psychological stress (unpredictability, uncontrollability, overload) over the preceding month
- Number of Items: 10 items
- Administration Format: Paper-and-pencil, computer-based testing (CBT), web-based survey, or mobile health (mHealth) ecological momentary assessment
- Target Population: Adolescents and adults (typically aged 12 years and older) across general, occupational, and clinical populations
- Reading Level: Approximately 6th-grade reading level, ensuring high accessibility across diverse socio-demographic strata
- Completion Time: 3 to 5 minutes
- Recall Period: Past month (preceding 30 days)
- Response Scale: 5-point Likert-type frequency scale:
- 0 = Never
- 1 = Almost Never
- 2 = Sometimes
- 3 = Fairly Often
- 4 = Very Often
- Scoring Procedure:
- Step 1 (Reverse Coding): Reverse the scores for the four positively worded items (Items 4, 5, 7, and 8). Re-code responses as follows: 0 becomes 4, 1 becomes 3, 2 remains 2, 3 becomes 1, and 4 becomes 0.
- Step 2 (Item Summation): Sum the scores across all 10 items (the six directly scored items plus the four reverse-scored items).
- Score Range: Total scores range from 0 to 40. Higher total scores denote greater levels of perceived psychological stress.
- Normative Reference Ranges & Interpretive Benchmarks: While the PSS-10 is not a diagnostic instrument with absolute clinical cutoffs, standard epidemiological benchmarks classify scores as follows:
- 0 to 13: Low perceived stress.
- 14 to 26: Moderate perceived stress.
- 27 to 40: High perceived stress (frequently associated with elevated clinical vulnerability, depressive or anxiety symptomatology, and allostatic neuroendocrine burden).
Permissions & Fee and Test Year
- Initial Scale Publication: 1983 (14-item original scale; Cohen, Kamarck, & Mermelstein)
- Revised PSS-10 Publication: 1988 (10-item scale; Cohen & Williamson)
- Copyright & Ownership: Copyright © Sheldon Cohen. The rights to the original publication are held by the American Sociological Association and Sage Publications (1983).
- Permissions and Academic Use Policy: The Perceived Stress Scale is considered open-access for non-commercial academic, clinical, and scientific research. Sheldon Cohen and the Laboratory for the Study of Stress, Immunity, and Disease at Carnegie Mellon University grant blanket permission for researchers to utilize, administer, and reproduce the PSS without formal written permission or royalty fees, provided that appropriate scholarly attribution is maintained through standard academic citation.
- Commercial and For-Profit Applications: Any commercial deployment, distribution within for-profit commercial platforms, corporate wellness portals, or integration into proprietary software requires formal licensing approval and potential licensing fees. Inquiries regarding commercial licensing are routed through Carnegie Mellon University’s Center for Technology Transfer and Enterprise Creation (CTTEC).
References
- Barbosa-Leiker, C., Kostick, M., Lei, M., McPherson, S., Roper, V., Hoekstra, T., & Wright, B. R. (2013). Measurement invariance of the Perceived Stress Scale and latent mean differences across gender and time. Journal of Health Psychology, 18(6), 774–784. https://doi.org/10.1177/1359105312459833
- Cohen, S., Kamarck, T., & Mermelstein, R. (1983). A global measure of perceived stress. Journal of Health and Social Behavior, 24(4), 385–396. https://doi.org/10.2307/2136404
- Cohen, S., & Williamson, G. M. (1988). Perceived stress in a probability sample of the United States. In S. Spacapan & S. Oskamp (Eds.), The Social Psychology of Health (pp. 31–67). Newbury Park, CA: Sage Publications.
- Cohen, S., Tyrrell, D. A., & Smith, A. P. (1991). Psychological stress and susceptibility to the common cold. New England Journal of Medicine, 325(9), 606–612. https://doi.org/10.1056/NEJM199108293250903
- Epel, E. S., Blackburn, E. H., Lin, J., Dhabhar, F. S., Adler, N. E., Morrow, J. D., & Cawthon, R. M. (2004). Accelerated telomere shortening in response to life stress. Proceedings of the National Academy of Sciences, 101(49), 17312–17315. https://doi.org/10.1073/pnas.0407162101
- Holmes, T. H., & Rahe, R. H. (1967). The Social Readjustment Rating Scale. Journal of Psychosomatic Research, 11(2), 213–218. https://doi.org/10.1016/0022-3999(67)90010-4
- Lazarus, R. S., & Folkman, S. (1984). Stress, Appraisal, and Coping. New York: Springer Publishing Company.
- McEwen, B. S., & Stellar, E. (1993). Stress and the individual: Mechanisms leading to disease. Archives of Internal Medicine, 153(18), 2093–2101. https://doi.org/10.1001/archinte.1993.00410180039004
- Reis, D., Lehr, D., Heber, E., & Ebert, D. D. (2017). The German version of the Perceived Stress Scale (PSS-10): Evaluation of dimensionality, validity, and measurement invariance with exploratory and bi-factor structural equation modelling. BMC Psychology, 5(1), 43. https://doi.org/10.1186/s40359-017-0213-7
- Taylor, J. M. (2015). Psychometric analysis of the Ten-Item Perceived Stress Scale. Psychological Assessment, 27(1), 90–101. https://doi.org/10.1037/a0038100