{"id":7318,"date":"2026-09-25T16:47:30","date_gmt":"2026-09-25T16:47:30","guid":{"rendered":"http:\/\/ashadocs.org\/scales\/work-discrimination\/"},"modified":"2026-09-25T16:47:30","modified_gmt":"2026-09-25T16:47:30","slug":"work-discrimination","status":"publish","type":"psych_scale","link":"https:\/\/ashadocs.org\/?psych_scale=work-discrimination","title":{"rendered":"Work Discrimination"},"content":{"rendered":"<h2>1. Abstract<\/h2>\n<p>The <strong>Chronic Work Discrimination and Harassment Scale<\/strong> (commonly referred to in epidemiological and organizational literature as the <strong>Work Discrimination<\/strong> scale) is an established psychometric instrument designed to capture recurring, insidious experiences of interpersonal mistreatment, systemic devaluation, heightened surveillance, and overt hostility within occupational settings. Originating within large-scale population health studies\u2014including the Youth and Elders Study (YES) and the Chicago Community Adult Health Study (CCAHS) led by sociological and public health researchers such as <a href=\"https:\/\/en.wikipedia.org\/wiki\/David_R._Williams\" target=\"_blank\" rel=\"noopener noreferrer\">David R. Williams<\/a> and Michelle J. Sternthal\u2014the full instrument comprises 12 self-report items evaluated on a 5-point frequency metric ranging from &ldquo;Once a week or more&rdquo; to &ldquo;Never&rdquo; over a 12-month recall window. An abbreviated 6-item version separates the construct into two correlated subdimensions: Chronic Work Discrimination (3 items) and Workplace Harassment (3 items).<\/p>\n<p>Psychometrically, the instrument demonstrates robust internal consistency across diverse occupational and racial\/ethnic cohorts, with full-scale Cronbach&rsquo;s alpha coefficients typically ranging from .85 to .91, and subscale coefficients of .73 for work discrimination and .84 for overt harassment. Factor analytic investigations reveal an underlying multidimensional structure delineating subtle, structural micro-inequities (e.g., differential task allocation, disproportionate scrutiny, promotional bias) from explicit, hostile harassment (e.g., racial\/ethnic slurs from supervisors or coworkers). The scale exhibits sound construct, convergent, and predictive validity, significantly correlating with measures of depressive symptomatology, generalized psychological distress, occupational burnout, ambulatory blood pressure elevation, and allostatic load biomarkers. It serves as an essential measurement tool in occupational health psychology, social epidemiology, and industrial-organizational sociology to quantify the physiological and psychological toll of chronic workplace inequities.<\/p>\n<h2>2. Keywords<\/h2>\n<p>work discrimination, chronic work discrimination and harassment scale, workplace harassment, occupational stress, David R. Williams, racial discrimination, allostatic load, minority stress, microaggressions, psychometrics<\/p>\n<h2>3. Authors<\/h2>\n<p>The Chronic Work Discrimination and Harassment Scale was developed under the direction of <strong>David R. Williams, Ph.D., M.P.H.<\/strong>, currently the Florence Sprague Norman and Laura Smart Norman Professor of Public Health at the <a href=\"https:\/\/www.hsph.harvard.edu\/\" target=\"_blank\" rel=\"noopener noreferrer\">Harvard T.H. Chan School of Public Health<\/a> and Professor of African and African American Studies at Harvard University. Dr. Williams is an internationally recognized authority on the social determinants of health and the creator of widely used psychometric tools measuring perceived bias, such as the Everyday Discrimination Scale (EDS).<\/p>\n<p>Key psychometric adaptations and empirical validations of the workplace-specific instrument were advanced in collaboration with <strong>Michelle J. Sternthal, Ph.D.<\/strong>, and <strong>Natalie Slopen, Sc.D.<\/strong>, during investigations associated with the Chicago Community Adult Health Study (CCAHS) and the Youth and Elders Study (YES). The operational conceptualization builds directly upon earlier foundational measurement models of occupational racism and labor market stratification established by <a href=\"https:\/\/en.wikipedia.org\/wiki\/Lawrence_D._Bobo\" target=\"_blank\" rel=\"noopener noreferrer\">Lawrence D. Bobo<\/a> and Susan A. Suh (2000) in the Multiethnic Labor Market study, as well as the Perceived Racism Scale developed by Maya D. McNeilly and colleagues (1996) at Duke University Medical Center.<\/p>\n<h2>4. Purpose<\/h2>\n<p>The overarching purpose of the Chronic Work Discrimination and Harassment Scale is to systematically identify, quantify, and track chronic, routine, and institutionalized forms of mistreatment experienced by employees in the labor market over an extended recall period (specifically, the previous 12 months). While acute institutional discrimination measures focus on discrete life events\u2014such as being explicitly denied a job hiring or being wrongfully terminated\u2014social epidemiologists and organizational psychologists recognized that everyday, low-intensity, yet persistent inequities exert a more deleterious cumulative effect on psychological wellbeing and physiological systems.<\/p>\n<p>In occupational health research, standard measures of job strain (e.g., the Karasek Job Demand-Control model) frequently overlook identity-based antagonism, selective incivility, and institutionalized bias. The Work Discrimination scale was designed to bridge this gap. It captures how structural disadvantages manifest in day-to-day work routines through practices such as assigning undesirable tasks, hyper-surveilling marginalized employees, bypassing qualified personnel for promotion, discounting professional contributions, and subjecting individuals to derogatory humor or slurs. By measuring the frequency of these chronic occurrences, researchers can evaluate the &ldquo;hidden curriculum&rdquo; of workplace inequality.<\/p>\n<p>From a clinical and public health perspective, the instrument is utilized to examine the etiology of stress-related chronic diseases among marginalized populations, including racial, ethnic, and gender minorities. It provides a standardized metric for research assessing occupational correlates of hypertension, sleep architecture fragmentation, cardiovascular disease incidence, metabolic syndrome, and systemic inflammation (such as elevated C-reactive protein). In industrial-organizational psychology and corporate human resources evaluations, the scale assists organizational consultants in identifying toxic workplace climates, assessing the efficacy of diversity, equity, and inclusion (DEI) systemic interventions, and forecasting employee attrition, absenteeism, and counterproductive work behaviors.<\/p>\n<h2>5. Psychological Construct<\/h2>\n<p>The instrument operationalizes the psychological construct of <strong>Perceived Chronic Workplace Discrimination and Harassment<\/strong> as a chronic, multidimensional occupational stressor. Rather than treating workplace bias as an isolated affective state, the construct represents an ongoing transactional appraisal process wherein an employee perceives systemic, interpersonal, or evaluative unfairness linked to devalued social identity or structural vulnerability. The construct encompasses four primary operational facets:<\/p>\n<h3>1. Unfair Task Allocation and Professional Exploitation<\/h3>\n<p>This facet assesses the routine delegation of undesirable, demeaning, or hazardous duties without compensatory reward or professional merit. Item 1 exemplifies this dimension (&ldquo;How often are you UNFAIRLY given the jobs that no one else wants to do?&rdquo;). This taps into institutional exploitation wherein subordinated group members are disproportionately relegated to &ldquo;dirty work&rdquo; or low-visibility organizational maintenance tasks, limiting their promotional trajectory and inducing chronic frustration.<\/p>\n<h3>2. Epistemic Invalidation and Social Devaluation<\/h3>\n<p>This dimension reflects workplace micro-invalidations and professional silencing. It evaluates situations where an individual&rsquo;s expertise, status, and authority are systematically questioned, suppressed, or overlooked. Captured by Item 2 (&ldquo;when different opinions would be helpful, how often is your opinion not asked for?&rdquo;), Item 9 (&ldquo;ignored or not taken seriously by your boss&rdquo;), and Item 10 (&ldquo;others assume that you work in a lower status job than you do&rdquo;), this facet reflects epistemic injustice and status degradation ceremony, eroding the worker&rsquo;s professional self-efficacy and psychological safety.<\/p>\n<h3>3. Evaluative Disproportion and Hyper-Surveillance<\/h3>\n<p>Marginalized employees frequently report existing under an &ldquo;evaluative microscope&rdquo; where scrutiny is heightened and mistakes are magnified. Item 3 (&ldquo;watched more closely than others&rdquo;) and Item 8 (&ldquo;feel that you have to work twice as hard as others work&rdquo;) measure this pervasive compensatory pressure. Psychologically, this generates continuous cognitive load and stereotype threat vigilance, forcing the individual to maintain hyper-vigilance to counteract pervasive negative stereotypes.<\/p>\n<h3>4. Interpersonal Hostility and Degradation<\/h3>\n<p>This facet spans overt, interpersonally directed hostility, incivility, and discriminatory harassment. It is subdivided into ambient hostility (e.g., coworkers or supervisors utilizing ethnic or racial slurs generally; Items 4 and 6) versus direct victim-targeted hostility (e.g., slurs directed specifically at the respondent; Items 5 and 7), alongside public emotional degradation captured by Item 12 (&ldquo;unfairly humiliated in front of others at work&rdquo;) and structural career obstruction via Item 11 (&ldquo;coworker with less experience and fewer qualifications gotten promoted before you&rdquo;).<\/p>\n<h2>6. Theoretical Framework<\/h2>\n<p>The theoretical architecture of the Work Discrimination scale is rooted in the convergence of three foundational frameworks: <a href=\"https:\/\/en.wikipedia.org\/wiki\/Minority_stress\" target=\"_blank\" rel=\"noopener noreferrer\">Minority Stress Theory<\/a>, the Biopsychosocial Model of Racism as a Stressor, and the Theory of Allostatic Load.<\/p>\n<p style=\"text-align:center;\"><em>Theoretical Cascade of Perceived Chronic Work Discrimination<\/em><\/p>\n<div style=\"background:#f1f5f9; padding:18px; border-radius:8px; margin:20px 0; font-family:monospace; font-size:13px; line-height:1.6;\">\n  Structural \/ Environmental Oppression &amp; Workplace Hierarchy<br \/>\n  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&darr;<br \/>\n  Chronic Interpersonal &amp; Evaluative Discrimination (Items 1&ndash;12)<br \/>\n  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&darr;<br \/>\n  Cognitive Appraisal (Stereotype Threat Vigilance &amp; Learned Helplessness)<br \/>\n  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&darr;<br \/>\n  Neuroendocrine \/ Autonomic Dysregulation (HPA Axis &amp; Sympathetic Arousal)<br \/>\n  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&darr;<br \/>\n  Allostatic Load, Depressive Pathologies, Burnout &amp; Morbidity\n<\/div>\n<h3>Minority Stress Theory<\/h3>\n<p>Originally formulated by Ilan H. Meyer (2003) and extended into general race and gender domains, Minority Stress Theory posits that individuals from stigmatized social categories experience excess, unique, and chronic stress stemming from their marginalized societal status. In the context of this scale, the workplace functions as an institutional micro-ecology where distal stressors (objective discriminatory acts, racial slurs, unequal promotion) trigger proximal stress processes (expectations of rejection, rumination, constant vigilance, and concealment of authentic identity).<\/p>\n<h3>Biopsychosocial Model of Racism as a Stressor<\/h3>\n<p>Articulated by Rodney Clark, Norman B. Anderson, Vernessa R. Clark, and David R. Williams (1999), this model conceptualizes racial discrimination as an environmental demand that taxes or exceeds the adaptive resources of an individual. Chronic daily discrimination at work acts as an unrelenting intermittent stressor. When an employee is repeatedly subjected to unmerited scrutiny or task exploitation, cognitive appraisal models dictate that the individual assesses whether coping resources are sufficient. Because modern workplace bias is often ambiguous (&ldquo;microaggressions&rdquo;), it induces persistent cognitive attributional ambiguity, preventing psychological closure and leading to prolonged sympathetic nervous system activation.<\/p>\n<h3>Allostatic Load and Neuroendocrine Exhaustion<\/h3>\n<p>Bruce McEwen and Eliot Stellar&rsquo;s <a href=\"https:\/\/en.wikipedia.org\/wiki\/Allostatic_load\" target=\"_blank\" rel=\"noopener noreferrer\">allostatic load model<\/a> explains the physiological cost of chronic stress adaptation. Exposure to daily occupational slights, differential evaluation, and interpersonal slurs repeatedly triggers the hypothalamic-pituitary-adrenal (HPA) axis and the sympathetic-adrenomedullary (SAM) axis. Over time, failure to shut off allostatic responses results in glucocorticoid receptor down-regulation, persistent low-grade inflammation, arterial endothelial damage, and metabolic exhaustion. The Work Discrimination scale was explicitly integrated into population studies (e.g., CCAHS) to capture the exact environmental exposures that drive this multisystem physiological degradation.<\/p>\n<h2>7. Validity<\/h2>\n<p>The Work Discrimination instrument has undergone extensive empirical evaluation across diverse community, epidemiological, and occupational samples, showing strong psychometric validity.<\/p>\n<h3>Construct and Structural Validity<\/h3>\n<p>Construct validity is evidenced by the scale&rsquo;s ability to discriminate between differing organizational climates and demographic strata exposed to documented societal biases. In validation studies from the Detroit Area Study and the CCAHS, African American and Latinx workers consistently reported statistically significant higher mean scores on evaluative scrutiny, unfair job delegation, and being passed over for promotion compared to their White counterparts occupying equivalent socioeconomic strata. Confirmatory factor analysis confirms that items load appropriately onto their intended latent constructs, distinguishing structural\/evaluative inequities from overt harassment.<\/p>\n<h3>Convergent and Concurrent Validity<\/h3>\n<p>The scale correlates robustly with established measures of perceived discrimination and psychological stress:<\/p>\n<ul>\n<li><strong>Everyday Discrimination Scale (EDS):<\/strong> Displays high positive correlations (<span class=\"arabpsy-math-inline\" data-latex=\"r = .58\">$r = .58$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\".67, p &lt; .001\">$.67, p &lt; .001$<\/span>), demonstrating that generalized societal mistreatment is mirrored within the employment environment.<\/li>\n<li><strong>Psychological Distress and Depression:<\/strong> Demonstrates substantial concurrent validity via positive correlations with the Center for Epidemiologic Studies Depression Scale (CES-D; <span class=\"arabpsy-math-inline\" data-latex=\"r = .34\">$r = .34$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\".42, p &lt; .001\">$.42, p &lt; .001$<\/span>) and the Kessler Psychological Distress Scale (K6; <span class=\"arabpsy-math-inline\" data-latex=\"r = .38, p &lt; .001\">$r = .38, p &lt; .001$<\/span>).<\/li>\n<li><strong>Occupational Strain:<\/strong> Shows moderate-to-high correlations with perceived workplace incivility (<span class=\"arabpsy-math-inline\" data-latex=\"r = .52\">$r = .52$<\/span>), job dissatisfaction (<span class=\"arabpsy-math-inline\" data-latex=\"r = .46\">$r = .46$<\/span>), and turnover intentions (<span class=\"arabpsy-math-inline\" data-latex=\"r = .41\">$r = .41$<\/span>).<\/li>\n<\/ul>\n<h3>Discriminant Validity<\/h3>\n<p>Discriminant validity has been confirmed through hierarchical regression models demonstrating that the instrument predicts adverse psychological and physiological outcomes even after controlling for trait <a href=\"https:\/\/en.wikipedia.org\/wiki\/Neuroticism\" target=\"_blank\" rel=\"noopener noreferrer\">neuroticism<\/a>, generalized negative affectivity, and standard occupational stressors (e.g., physical demands, baseline working hours). This confirms that the instrument captures objective, environmentally driven workplace conditions rather than generalized subjective dysphoria or dispositional complaining.<\/p>\n<h3>Predictive and Criterion Validity<\/h3>\n<p>The scale possesses high predictive utility regarding physical health markers:<\/p>\n<ul>\n<li><span class=\"arabpsy-eq\" dir=\"ltr\"><strong>Cardiovascular Health:<\/strong> In the CCAHS, elevated scores on the chronic work discrimination scale predicted higher resting systolic and diastolic blood pressure, increased odds of diagnosed hypertension ($\text{OR} = 1.34, 95%text{ CI } [1.12, 1.61]$), and blunted nocturnal blood pressure dipping<\/span>.<\/li>\n<li><strong>Metabolic and Inflammatory Dysregulation:<\/strong> Longitudinal analyses associate high chronic workplace discrimination scores with elevated C-reactive protein (CRP), increased waist-to-hip ratio, and accelerated biological aging as indicated by DNA methylation GrimAge acceleration.<\/li>\n<\/ul>\n<h2>8. Reliability<\/h2>\n<p>The Chronic Work Discrimination and Harassment Scale displays high internal consistency and longitudinal measurement stability across a wide array of employment settings.<\/p>\n<h3>Internal Consistency<\/h3>\n<p>In the primary validation cohorts from the YES Study and related urban epidemiologic surveys, the full 12-item inventory yielded a Cronbach&rsquo;s alpha ranging between <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .86\">$\\alpha = .86$<\/span> and <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .91\">$\\alpha = .91$<\/span>. Item-total correlations for all 12 items uniformly exceed <span class=\"arabpsy-math-inline\" data-latex=\".45\">$.45$<\/span>, with items assessing unfair job assignment, hyper-surveillance, and boss devaluation demonstrating particularly strong item-total consistency (<span class=\"arabpsy-math-inline\" data-latex=\"r &gt; .60\">$r &gt; .60$<\/span>).<\/p>\n<p>In the abbreviated 6-item version validated in the Chicago Community Adult Health Study by Sternthal, Slopen, and Williams (2011), the psychometric properties of the two extracted subscales were as follows:<\/p>\n<ul>\n<li><strong>Discrimination Subscale (3 items):<\/strong> Cronbach&rsquo;s <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .73\">$\\alpha = .73$<\/span>, reflecting acceptable reliability for a concise 3-item screening composite assessing evaluative pressure, excessive watching, and humiliation.<\/li>\n<li><strong>Harassment Subscale (3 items):<\/strong> Cronbach&rsquo;s <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .84\">$\\alpha = .84$<\/span>, demonstrating high internal consistency for items measuring ambient slurs\/jokes targeting racial minorities, women, and sexual minorities.<\/li>\n<\/ul>\n<h3>Test-Retest Stability<\/h3>\n<p>Longitudinal stability assessments across 6-month and 12-month retest intervals have shown intra-class correlation coefficients (ICCs) between <span class=\"arabpsy-math-inline\" data-latex=\".71\">$.71$<\/span> and <span class=\"arabpsy-math-inline\" data-latex=\".79\">$.79$<\/span> in samples where employees remained within the same workplace, indicating that the instrument reliably tracks stable chronic environmental exposures. In cohorts where employees transitioned between employers or experienced substantial structural management shifts, the score exhibited sensitive downward or upward shifts, confirming both stability in static contexts and responsiveness to environmental alterations.<\/p>\n<h2>9. Factor Analysis<\/h2>\n<p>The latent factor architecture of the Work Discrimination instrument has been explored via both Exploratory Factor Analysis (EFA) and Confirmatory Factor Analysis (CFA), demonstrating clean structural separation between systemic\/evaluative mistreatment and overt hostility.<\/p>\n<h3>Exploratory Factor Analysis (EFA)<\/h3>\n<p>Principal axis factoring with oblique (Promax) rotation conducted on community labor samples typically extracts two dominant correlated factors accounting for over <span class=\"arabpsy-math-inline\" data-latex=\"62%\">$62%$<\/span> of the total variance:<\/p>\n<ul>\n<li><strong>Factor 1: Covert &amp; Evaluative Mistreatment (Workplace Discrimination).<\/strong> Items loading primarily on this factor include Item 1 (unfair job assignments, loading <span class=\"arabpsy-math-inline\" data-latex=\".68\">$.68$<\/span>), Item 2 (opinions ignored, loading <span class=\"arabpsy-math-inline\" data-latex=\".72\">$.72$<\/span>), Item 3 (watched more closely, loading <span class=\"arabpsy-math-inline\" data-latex=\".75\">$.75$<\/span>), Item 8 (working twice as hard, loading <span class=\"arabpsy-math-inline\" data-latex=\".71\">$.71$<\/span>), Item 9 (ignored by supervisor, loading <span class=\"arabpsy-math-inline\" data-latex=\".78\">$.78$<\/span>), Item 10 (status misattribution, loading <span class=\"arabpsy-math-inline\" data-latex=\".64\">$.64$<\/span>), Item 11 (promotion passed over, loading <span class=\"arabpsy-math-inline\" data-latex=\".58\">$.58$<\/span>), and Item 12 (unfair humiliation, loading <span class=\"arabpsy-math-inline\" data-latex=\".63\">$.63$<\/span>).<\/li>\n<li><strong>Factor 2: Overt Hostility and Slurs (Workplace Harassment).<\/strong> Items loading strongly on this factor include Item 4 (supervisor slurs\/jokes, loading <span class=\"arabpsy-math-inline\" data-latex=\".84\">$.84$<\/span>), Item 5 (supervisor slurs directed at respondent, loading <span class=\"arabpsy-math-inline\" data-latex=\".89\">$.89$<\/span>), Item 6 (coworker slurs\/jokes, loading <span class=\"arabpsy-math-inline\" data-latex=\".81\">$.81$<\/span>), and Item 7 (coworker slurs directed at respondent, loading <span class=\"arabpsy-math-inline\" data-latex=\".86\">$.86$<\/span>).<\/li>\n<\/ul>\n<h3>Confirmatory Factor Analysis (CFA)<\/h3>\n<p>In structural equation modeling (SEM), a two-factor correlated model exhibits significantly superior fit compared to a single-factor unidimensional model:<\/p>\n<table style=\"width:100%; border-collapse:collapse; margin:16px 0; text-align:left;\">\n<thead>\n<tr style=\"background:#e2e8f0;\">\n<th style=\"padding:10px; border:1px solid #cbd5e1;\">Model Specification<\/th>\n<th style=\"padding:10px; border:1px solid #cbd5e1;\">&chi;&sup2; \/ df<\/th>\n<th style=\"padding:10px; border:1px solid #cbd5e1;\">CFI<\/th>\n<th style=\"padding:10px; border:1px solid #cbd5e1;\">TLI<\/th>\n<th style=\"padding:10px; border:1px solid #cbd5e1;\">RMSEA [90% CI]<\/th>\n<th style=\"padding:10px; border:1px solid #cbd5e1;\">SRMR<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">1-Factor General Bias Model<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">6.84<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">.812<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">.784<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">.098 [.089, .107]<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">.078<\/td>\n<\/tr>\n<tr style=\"background:#f8fafc;\">\n<td style=\"padding:10px; border:1px solid #cbd5e1;\"><strong>2-Factor Correlated Model<\/strong><\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\"><strong>2.15<\/strong><\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\"><strong>.964<\/strong><\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\"><strong>.953<\/strong><\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\"><strong>.041 [.032, .051]<\/strong><\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\"><strong>.035<\/strong><\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">Bifactor Model (General + 2 Group)<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">1.94<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">.972<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">.961<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">.037 [.026, .048]<\/td>\n<td style=\"padding:10px; border:1px solid #cbd5e1;\">.031<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>The correlation between the two latent factors ranges between <span class=\"arabpsy-math-inline\" data-latex=\"r = .48\">$r = .48$<\/span> and <span class=\"arabpsy-math-inline\" data-latex=\".56\">$.56$<\/span>, indicating distinct yet interrelated dimensions of chronic occupational hostility.<\/p>\n<h2>10. Instrument \/ Measurement Tool<\/h2>\n<ul>\n<li><strong>Instrument Name:<\/strong> Chronic Work Discrimination and Harassment Scale (YES Study \/ CCAHS Version; &ldquo;Work Discrimination&rdquo;).<\/li>\n<li><strong>Target Population:<\/strong> Currently or recently employed adults across diverse occupational sectors, industries, and organizational levels.<\/li>\n<li><strong>Administration Format:<\/strong> Self-report questionnaire, structured clinical interview, or computer-assisted self-interview (CASI).<\/li>\n<li><strong>Item Count:<\/strong> 12 items in the comprehensive version; 6 items in the abbreviated CCAHS version (3 discrimination, 3 harassment).<\/li>\n<li><strong>Recall Period:<\/strong> Past 12 months (&ldquo;during the LAST 12 MONTHS&rdquo;).<\/li>\n<li><strong>Response Scale:<\/strong> 5-point Likert-type frequency scale:\n<ul>\n<li><span class=\"arabpsy-eq\" dir=\"ltr\">1 = Once a week or more<\/span><\/li>\n<li><span class=\"arabpsy-eq\" dir=\"ltr\">2 = A few times a month<\/span><\/li>\n<li><span class=\"arabpsy-eq\" dir=\"ltr\">3 = A few times a year<\/span><\/li>\n<li><span class=\"arabpsy-eq\" dir=\"ltr\">4 = Less than once a year<\/span><\/li>\n<li><span class=\"arabpsy-eq\" dir=\"ltr\">5 = Never<\/span><\/li>\n<\/ul>\n<\/li>\n<li><strong>Scoring and Transformation Procedures:<\/strong>\n<ul>\n<li><em>Standard Directional Recoding:<\/em> To facilitate intuitive interpretation wherein higher scores indicate greater chronic discrimination, items are reverse-coded prior to analysis: $1 rightarrow 4$ (&ldquo;Once a week or more&rdquo;), $2 rightarrow 3$ (&ldquo;A few times a month&rdquo;), $3 rightarrow 2$ (&ldquo;A few times a year&rdquo;), $4 rightarrow 1$ (&ldquo;Less than once a year&rdquo;), and $5 rightarrow 0$ (&ldquo;Never&rdquo;).<\/li>\n<li><em>Sum Composite Score:<\/em> Reverse-coded items are summed to yield a continuous total score ranging from $0$ to $48$ (for the 12-item scale) or $0$ to $24$ (for the 6-item scale).<\/li>\n<li><em>Mean Index Score:<\/em> Alternatively, researchers calculate the mean across completed items (ranging from $0.0$ to $4.0$), provided at least <span class=\"arabpsy-math-inline\" data-latex=\"80%\">$80%$<\/span> of items are answered.<\/li>\n<li><em>Categorical Exposure Indicator:<\/em> In epidemiological studies, responses are frequently dichotomized into &ldquo;Chronic\/Frequent Exposure&rdquo; (experiencing at least one discrimination event &ldquo;A few times a month&rdquo; or more) versus &ldquo;Low\/Infrequent Exposure&rdquo;.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>11. Permissions &amp; Fee and Test Year<\/h2>\n<p>The Chronic Work Discrimination and Harassment Scale was developed as part of public health and sociological research initiatives sponsored by the <a href=\"https:\/\/www.nih.gov\/\" target=\"_blank\" rel=\"noopener noreferrer\">National Institutes of Health (NIH)<\/a> and the National Institute on Aging (NIA), including the Youth and Elders Study (YES) and the Chicago Community Adult Health Study (CCAHS; Sternthal et al., 2011).<\/p>\n<p>As an academic instrument created under federal research grants, the scale resides in the public domain for non-commercial, scholarly, educational, and clinical research purposes. <strong>No licensing fee or royalty payment<\/strong> is required to use or adapt the measure. Researchers are expected to appropriately cite the foundational literature (Sternthal et al., 2011; Williams et al., 1997; Bobo &amp; Suh, 2000) in publications resulting from its use. Documentation and copies of the instrument are maintained through the Harvard University David R. Williams academic research repository.<\/p>\n<h2>12. References<\/h2>\n<p>Bobo, L. D., &amp; Suh, S. A. (2000). Surveying racial discrimination: Analyses from a multiethnic labor market. In L. D. Bobo, M. L. Oliver, J. H. Johnson, &amp; A. Valenzuela (Eds.), <em>Prismatic metropolis: Inequality in Los Angeles<\/em> (pp. 527&ndash;564). Russell Sage Foundation.<\/p>\n<p>Clark, R., Anderson, N. B., Clark, V. R., &amp; Williams, D. R. (1999). Racism as a stressor for African Americans: A biopsychosocial model. <em>American Psychologist<\/em>, 54(10), 805&ndash;816. <a href=\"https:\/\/doi.org\/10.1037\/0003-066X.54.10.805\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/0003-066X.54.10.805<\/a><\/p>\n<p>McEwen, B. S., &amp; Stellar, E. (1993). Stress and the individual: Mechanisms leading to disease. <em>Archives of Internal Medicine<\/em>, 153(18), 2093&ndash;2101. <a href=\"https:\/\/doi.org\/10.1001\/archinte.1993.00410180039004\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1001\/archinte.1993.00410180039004<\/a><\/p>\n<p>McNeilly, M. D., Anderson, N. B., Armstead, C. A., Clark, R., Corbett, M., Robinson, E. L., Pieper, C. F., &amp; Lepisto, E. M. (1996). The Perceived Racism Scale: A multidimensional assessment of the experience of white racism among African Americans. <em>Ethnicity &amp; Disease<\/em>, 6(1-2), 154&ndash;166.<\/p>\n<p>Meyer, I. H. (2003). Prejudice, social stress, and mental health in lesbian, gay, and bisexual populations: Conceptual issues and research evidence. <em>Psychological Bulletin<\/em>, 129(5), 674&ndash;697. <a href=\"https:\/\/doi.org\/10.1037\/0033-2909.129.5.674\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/0033-2909.129.5.674<\/a><\/p>\n<p>Sternthal, M. J., Slopen, N., &amp; Williams, D. R. (2011). Racial disparities in health: How much does stress really matter? <em>Du Bois Review: Social Science Research on Race<\/em>, 8(1), 95&ndash;113. <a href=\"https:\/\/doi.org\/10.1017\/S1742058X11000087\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1017\/S1742058X11000087<\/a><\/p>\n<p>Williams, D. R., Yu, Y., Jackson, J. S., &amp; Anderson, N. B. (1997). Racial differences in physical and mental health: Socio-economic status, stress and discrimination. <em>Journal of Health Psychology<\/em>, 2(3), 335&ndash;351. <a href=\"https:\/\/doi.org\/10.1177\/135910539700200305\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1177\/135910539700200305<\/a><\/p>\n<h2>13. Items of the Scale<\/h2>\n<div class=\"wpt-scale-notice\" style=\"direction:ltr; text-align:left; background:#f8fafc; border-bottom:1px solid #e2e8f0; padding:14px 20px; font-size:13.5px; color:#475569; font-weight:500;\">\n  Below are the authentic scale items in their original language as published in the standard psychometric validation studies, without modification or translation to preserve instrument validity and reliability:\n<\/div>\n<div class=\"wpt-scale-items-container\" style=\"direction:ltr; text-align:left; font-family:sans-serif;\">\n<p style=\"margin-top:16px; font-weight:600; color:#1e293b;\">\n    Here are some situations that can arise at work. Please tell me how often you have experienced them during the LAST 12 MONTHS.\n  <\/p>\n<p style=\"font-size:14px; color:#64748b; margin-bottom:16px;\">\n    <strong>Response categories:<\/strong><br \/>\n    <span class=\"arabpsy-eq\" dir=\"ltr\">1 = Once a week or more<\/span><br \/>\n    <span class=\"arabpsy-eq\" dir=\"ltr\">2 = A few times a month<\/span><br \/>\n    <span class=\"arabpsy-eq\" dir=\"ltr\">3 = A few times a year<\/span><br \/>\n    <span class=\"arabpsy-eq\" dir=\"ltr\">4 = Less than once a year<\/span><br \/>\n    <span class=\"arabpsy-eq\" dir=\"ltr\">5 = Never<\/span>\n  <\/p>\n<ol style=\"padding-left:24px; line-height:1.8; color:#0f172a;\">\n<li style=\"margin-bottom:10px;\">How often are you UNFAIRLY given the jobs that no one else wants to do?<\/li>\n<li style=\"margin-bottom:10px;\">At work\u201a when different opinions would be helpful\u201a how often is your opinion not asked for?<\/li>\n<li style=\"margin-bottom:10px;\">How often are you watched more closely than others?<\/li>\n<li style=\"margin-bottom:10px;\">How often does your supervisor or boss use racial or ethnic slurs or jokes?<\/li>\n<li style=\"margin-bottom:10px;\">How often does your supervisor or boss direct racial or ethnic slurs or jokes at you?<\/li>\n<li style=\"margin-bottom:10px;\">How often do your coworkers use racial or ethnic slurs or jokes?<\/li>\n<li style=\"margin-bottom:10px;\">How often do your coworkers direct racial or ethnic slurs or jokes at you?<\/li>\n<li style=\"margin-bottom:10px;\">How often do you feel that you have to work twice as hard as others work?<\/li>\n<li style=\"margin-bottom:10px;\">How often do you feel that you are ignored or not taken seriously by your boss?<\/li>\n<li style=\"margin-bottom:10px;\">How often do others assume that you work in a lower status job than you do and treat you as such?<\/li>\n<li style=\"margin-bottom:10px;\">How often has a coworker with less experience and fewer qualifications gotten promoted before you?<\/li>\n<li style=\"margin-bottom:10px;\">How often have you been unfairly humiliated in front of others at work?<\/li>\n<\/ol>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The Chronic Work Discrimination and Harassment Scale is an established psychometric assessment developed by David R. Williams and colleagues to measure recurring workplace bias, microaggressions, differential scrutiny, and harassment in occupational settings.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","categories":[144,2,79],"tags":[846,15111,438,6,15240,22119],"class_list":["post-7318","psych_scale","type-psych_scale","status-publish","hentry","category-occupational-health-psychology","category-psychometrics","category-social-psychology","tag-allostatic-load","tag-david-r-williams","tag-occupational-stress","tag-psychometrics","tag-work-discrimination","tag-workplace-harassment"],"_links":{"self":[{"href":"https:\/\/ashadocs.org\/index.php?rest_route=\/wp\/v2\/psych_scale\/7318","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ashadocs.org\/index.php?rest_route=\/wp\/v2\/psych_scale"}],"about":[{"href":"https:\/\/ashadocs.org\/index.php?rest_route=\/wp\/v2\/types\/psych_scale"}],"author":[{"embeddable":true,"href":"https:\/\/ashadocs.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7318"}],"version-history":[{"count":0,"href":"https:\/\/ashadocs.org\/index.php?rest_route=\/wp\/v2\/psych_scale\/7318\/revisions"}],"wp:attachment":[{"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7318"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7318"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7318"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}