{"id":4599,"date":"2026-09-17T09:35:39","date_gmt":"2026-09-17T09:35:39","guid":{"rendered":"http:\/\/ashadocs.org\/scales\/forced-choice-f-scale-schuman\/"},"modified":"2026-09-17T09:35:39","modified_gmt":"2026-09-17T09:35:39","slug":"forced-choice-f-scale-schuman","status":"publish","type":"psych_scale","link":"https:\/\/ashadocs.org\/?psych_scale=forced-choice-f-scale-schuman","title":{"rendered":"Forced Choice F Scale- Schuman"},"content":{"rendered":"<h2>1. Abstract<\/h2>\n<p><span class=\"arabpsy-eq\" dir=\"ltr\">The <strong>Forced Choice F Scale<\/strong>, developed by sociologists and social psychologists <a href=\"https:\/\/en.wikipedia.org\/wiki\/Howard_Schuman\" target=\"_blank\" rel=\"noopener noreferrer\">Howard Schuman<\/a> and John Harding in 1962 (and later cataloged in Robinson and Shaver\u2019s seminal compendium <em>Measures of Political Attitudes<\/em> in 1969), represents a critical psychometric refinement of the classic California Fascism Scale (<a href=\"https:\/\/en.wikipedia.org\/wiki\/F-scale_(personality_test)\" target=\"_blank\" rel=\"noopener noreferrer\">F-Scale<\/a>) originally formulated by Theodor W. Adorno, Else Frenkel-Brunswik, Daniel J. Levinson, and R. Nevitt Sanford (1950). The original California F Scale was plagued by pervasive methodological criticisms, most notably the confounding presence of <a href=\"https:\/\/en.wikipedia.org\/wiki\/Acquiescence_bias\" target=\"_blank\" rel=\"noopener noreferrer\">acquiescence response set<\/a>\u2014the systematic propensity of respondents to agree with authoritative, categorically asserted statements regardless of their substantive psychological content. To isolate genuine authoritarian ideology and anti-democratic personality structure from yea-saying response artifacts, Schuman and Harding constructed an ipsative, paired forced-choice measurement tool comprising 10 dyads. Each item pair contrasts an explicitly authoritarian statement (High-F, embodying conventionalism, authoritarian aggression, submission, or anti-intraception) with a counter-balanced, democratic, or humanistic statement (Low-F) matched for affective intensity and stylistic appeal. Respondents select which statement best reflects their personal conviction and subsequently calibrate their certainty using a secondary three-point scale (&quot;Very sure&quot;, &quot;Moderately sure&quot;, &quot;Not very sure&quot;), yielding a continuous six-point metric per item (ranging from 1 = strongly anti-authoritarian to 6 = strongly authoritarian). Psychometric evaluations demonstrate that the Forced Choice F Scale substantially diminishes response style variance while preserving robust convergent validity with generalized ethnic prejudice, ethnocentrism, and measures of cognitive rigidity. Internal consistency reliability (Cronbach&rsquo;s alpha) ranges from .65 to .78 across diverse sociodemographic and student samples, a notable psychometric achievement given the brevity of a 10-item instrument. Factor analytic investigations reveal an essentially dominant general authoritarianism factor alongside secondary components reflecting punitive moralism and anti-intraceptive cynicism. This article provides a comprehensive academic analysis of the scale&#8217;s historical development, psychometric properties, theoretical rationale, scoring methodology, and contemporary utility in political psychology and survey research<\/span>.<\/p>\n<h2>2. Keywords<\/h2>\n<p>Forced Choice F Scale, Howard Schuman, John Harding, Authoritarian Personality, California F-Scale, Acquiescence Bias, Response Set, Anti-Intraception, Conventionalism, Authoritarian Aggression, Political Psychology, Psychometrics<\/p>\n<h2>3. Authors<\/h2>\n<p>The instrument was formulated and validated by <strong>Howard Schuman<\/strong> and <strong>John Harding<\/strong>:<\/p>\n<ul>\n<li><strong>Howard Schuman, Ph.D.<\/strong> (1928\u20132021) was an internationally renowned sociologist and survey methodologist who served as Professor Emeritus of Sociology and Research Scientist Emeritus at the <a href=\"https:\/\/isr.umich.edu\/\" target=\"_blank\" rel=\"noopener noreferrer\">Institute for Social Research (ISR)<\/a> at the <a href=\"https:\/\/umich.edu\/\" target=\"_blank\" rel=\"noopener noreferrer\">University of Michigan<\/a>. He also directed the Detroit Area Study and served as President of the American Association for Public Opinion Research (AAPOR) as well as editor of the <em>American Sociological Review<\/em>. His pioneering scholarship addressed question wording effects, collective memory, racial attitudes in the United States, and the cognitive aspects of survey methodology.<\/li>\n<li><strong>John Harding, Ph.D.<\/strong> was a prominent social psychologist and Professor of Human Development and Family Studies at <a href=\"https:\/\/www.cornell.edu\/\" target=\"_blank\" rel=\"noopener noreferrer\">Cornell University<\/a>. His empirical work focused heavily on intergroup relations, prejudice reduction, ethnic attitudes, and the socio-cognitive determinants of tolerance and democratic orientation.<\/li>\n<\/ul>\n<p>The scale was developed during their collaborative investigations into indirect measures of prejudice and cognitive styles in the early 1960s at Cornell University and the University of Michigan, subsequently receiving broader dissemination through John P. Robinson and Phillip R. Shaver\u2019s 1969 Institute for Social Research reference collection, <em>Measures of Political Attitudes<\/em>.<\/p>\n<h2>4. Purpose<\/h2>\n<p>The primary purpose of the Schuman Forced Choice F Scale is to provide a brief, psychometrically controlled, and conceptually rigorous measure of the <a href=\"https:\/\/en.wikipedia.org\/wiki\/Authoritarian_personality\" target=\"_blank\" rel=\"noopener noreferrer\">authoritarian personality syndrome<\/a>, specifically engineered to eliminate the severe confounding effect of acquiescent response set. In the decade following the publication of <em>The Authoritarian Personality<\/em> (Adorno et al., 1950), psychologists and sociologists vigorously debated whether the high correlation observed between the original California F Scale and various measures of racial, ethnic, and religious prejudice represented authentic ideological and psychological convergence or merely a shared propensity among less educated or cognitively uncritical respondents to assent uncritically to dogmatic, sweeping generalizations (Bass, 1955; Chapman &amp; Campbell, 1957; Christie, Havel, &amp; Seidenberg, 1958; Couch &amp; Keniston, 1960; Peabody, 1961, 1966).<\/p>\n<p>Because all 30 items on the original Form 40\/45 California F Scale were keyed in the unidirectionally authoritarian direction, a participant scoring at the extreme upper end of the continuum could either be a genuine proto-fascist or simply an extreme &quot;yea-sayer&quot; (acquiescent responder). Previous attempts to construct reversed items (e.g., Christie et al., 1958) revealed that simply adding negations (such as inserting &quot;not&quot; into Adorno items) frequently destroyed the rhetorical vigor and psychological resonance of the statements, producing awkward, convoluted sentences that respondents struggled to interpret. Schuman and Harding recognized that an ipsative, forced-choice format was mathematically and psychologically the most robust solution to this dilemma. By pairing a high-authoritarian assertion with an equally persuasive, naturalistically phrased low-authoritarian alternative, the instrument compels respondents to select an ideological orientation independently of their tendency to agree or disagree with dogmatic propositions in the abstract.<\/p>\n<p>In clinical, personality, and social-psychological research, the purpose of the Forced Choice F Scale extends across multiple empirical domains:<\/p>\n<ul>\n<li><strong>Deconfounding Ideology from Cognitive Style:<\/strong> To distinguish between genuine ideological authoritarianism and formal response styles such as acquiescence, extremity bias, or conversational deference in survey settings.<\/li>\n<li><strong>Cross-Cultural and Sociodemographic Stratification:<\/strong> To measure authoritarianism across diverse educational, socioeconomic, and racial cohorts where acquiescence bias is known to correlate negatively with formal education, thereby preventing false-positive classifications of lower-educated populations as authoritarian.<\/li>\n<li><strong>Prediction of Intergroup Hostility and Prejudicial Judgments:<\/strong> To serve as an independent variable or covariate in studies examining racial prejudice, sympathetic identification with marginalized underdogs (Schuman &amp; Harding, 1963), and the adherence to normative rationality versus affective stereotyping (Schuman &amp; Harding, 1964).<\/li>\n<li><strong>Economy in Omnibus Survey Research:<\/strong> To provide a parsimonious 10-item instrument that captures the multi-faceted essence of the authoritarian syndrome in national sample surveys where interview length is strictly constrained.<\/li>\n<\/ul>\n<h2>5. Psychological Construct<\/h2>\n<p>The construct assessed by the Schuman Forced Choice F Scale is the multi-dimensional authoritarian personality syndrome, operationalized as an enduring, generalized personality structure characterized by susceptibility to antidemocratic propaganda, rigid adherence to conventional middle-class norms, emotional submission to ingroup authorities, and punitiveness toward outgroups or perceived social deviants. Adorno et al. (1950) originally delineated nine interrelated psychodynamic components that coalesce into the authoritarian character structure. Schuman and Harding systematically sampled and adapted items representing the core underlying dimensions:<\/p>\n<h3>1. Conventionalism<\/h3>\n<p>Conventionalism denotes an uncritical, rigid adherence to traditional, middle-class values and social etiquette. In the Schuman scale, this dimension is represented in items such as Pair 8, contrasting the belief that individuals with bad manners and improper breeding cannot associate with &quot;decent people&quot; (H) against the progressive, tolerant view that society should overlook lapses in manners and unconventional personal habits (L). The High-F pole pathologizes unconventionality as moral decay, whereas the Low-F pole conceptualizes etiquette as secondary to authentic human interaction.<\/p>\n<h3>2. Authoritarian Submission and Aggression<\/h3>\n<p>Authoritarian submission involves a profound psychological need to submit uncritically to idealized ingroup moral and political authorities, while authoritarian aggression represents the reciprocal impulse to condemn, reject, and punish those who violate conventional ingroup norms. Pair 3 captures authoritarian aggression by contrasting the vindictive premise that &quot;an insult to our honor should always be punished&quot; (H) with the restrained perspective that &quot;insults to our honor are not always important enough to bother about&quot; (L). Similarly, Pair 2 captures submission and filial piety: &quot;There is hardly anything lower than a person who does not feel a great love, gratitude, and respect for his parents&quot; (H) versus the emotionally authentic recognition that &quot;Most honest people admit to themselves that they have sometimes hated their parents&quot; (L).<\/p>\n<h3>3. Anti-Intraception and Anti-Intellectualism<\/h3>\n<p>Anti-intraception refers to an impatience with, and hostility toward, subjective experiences, artistic inclinations, philosophical reflection, and psychological introspection. Individuals high in anti-intraception fear exploring their own interior psychological conflicts, preferring external action and concrete industriousness. Pair 1 directly operationalizes this construct: &quot;If people would talk less and work more, everybody would be better off&quot; (H) versus the intellectual, intraceptive alternative: &quot;It would be a good thing if people spent more time thinking and talking about ideas just for the fun of it&quot; (L).<\/p>\n<h3>4. Destructiveness, Cynicism, and Fatalism<\/h3>\n<p>This component reflects a generalized contempt for humanity, a belief that the social world is governed by raw Darwinian struggle, and an inherent skepticism regarding human moral progress. Pair 6 reflects this fatalistic worldview: &quot;Human nature being what it is, there will always be war and conflict&quot; (H) against the optimistic, humanistic stance: &quot;Human nature doesn&#8217;t make war inevitable; man may some day establish a peaceful world&quot; (L).<\/p>\n<h3>5. Power and Toughness<\/h3>\n<p>The preoccupation with dominant-submissive, strong-weak dimensions, and an overemphasis on willpower, physical ruggedness, and unyielding discipline are quintessential markers of authoritarian character. Pair 7 embodies this via the demand for &quot;strict discipline, rugged determination, and the will to work and fight for family and country&quot; (H) contrasted with granting youth &quot;a great deal of personal freedom&quot; (L). Similarly, Pair 10 addresses subjective omnipotence and extreme voluntarism: &quot;No weakness or difficulty can hold us back if we have enough will power&quot; (H) versus the realistic appraisal that &quot;There are many difficulties a person cannot overcome no matter how much will power he has&quot; (L).<\/p>\n<h3>6. Projectivity and Repression of Hostility<\/h3>\n<p>Projectivity involves the externalization of unacceptable unconscious impulses onto the external world, coupled with an incapacity to acknowledge internal aggressive drives toward loved objects. Pair 4 taps directly into the psychological defense of repression and denial: &quot;No sane, normal, decent person could ever think of hurting a close friend or relative&quot; (H) versus the psychologically differentiated acceptance of ambivalence: &quot;It&rsquo;s only natural for people to sometimes have thoughts about hurting a close friend or relative&quot; (L).<\/p>\n<h2>6. Theoretical Framework<\/h2>\n<p>The Forced Choice F Scale is anchored in the theoretical convergence of <a href=\"https:\/\/en.wikipedia.org\/wiki\/Psychoanalysis\" target=\"_blank\" rel=\"noopener noreferrer\">psychoanalytic ego psychology<\/a> and mid-twentieth-century cognitive-behavioral measurement theory. The foundational architecture derives from the seminal formulation of the Authoritarian Personality by Adorno, Frenkel-Brunswik, Levinson, and Sanford at the <a href=\"https:\/\/en.wikipedia.org\/wiki\/University_of_California,_Berkeley\" target=\"_blank\" rel=\"noopener noreferrer\">University of California, Berkeley<\/a> (1950). In this classical model, antidemocratic and proto-fascist attitudes do not arise in ideological isolation; rather, they constitute a coherent, deeply anchored personality structure organized around specific ego defenses against archaic unconscious anxieties.<\/p>\n<p>According to Freudian and psychodynamic ego psychology, the authoritarian character originates in childhood socialization patterns characterized by rigid, arbitrary parental discipline, conditional affection, and severe suppression of spontaneous impulse expression. The child, unable to express legitimate aggression or ambivalence toward threatening parental figures for fear of severe punishment or abandonment, employs the defense mechanism of <a href=\"https:\/\/en.wikipedia.org\/wiki\/Identification_with_the_aggressor\" target=\"_blank\" rel=\"noopener noreferrer\">identification with the aggressor<\/a> and reaction formation. Consciously, the parents are hyper-idealized (as captured in Pair 2: &quot;great love, gratitude, and respect&quot;), while repressed hostile impulses, unacceptable sexual drives, and perceived weaknesses are displaced and projected outward onto socially devalued outgroups, ethnic minorities, and moral nonconformists.<\/p>\n<p>However, Schuman and Harding\u2019s innovation was fundamentally informed by the severe methodological critique leveled against the Berkeley methodology by psychometricians such as Richard Christie, Bernard Bass, and Arthur Couch. The psychometric crisis of the F-scale can be formalized mathematically. Let a respondent&rsquo;s observed score on a traditional Likert-style authoritarianism item <span class=\"arabpsy-math-inline\" data-latex=\"X_i\">$X_i$<\/span> be represented as:<\/p>\n<p style=\"text-align:center;\"><span class=\"arabpsy-math-display\" data-latex=\"X_i = \tau_i + A + \\epsilon_i\">$$X_i = \tau_i + A + \\epsilon_i$$<\/span><\/p>\n<p>where $\tau_i$ represents the respondent&rsquo;s true underlying level of authoritarian ideology, <span class=\"arabpsy-math-inline\" data-latex=\"A\">$A$<\/span> represents a systematic additive response bias (acquiescence or yea-saying tendency), and <span class=\"arabpsy-math-inline\" data-latex=\"\\epsilon_i\">$\\epsilon_i$<\/span> represents random measurement error. Because every item on the original California F Scale was worded such that agreement endorsed the authoritarian position ($\t<span class=\"arabpsy-eq\" dir=\"ltr\">au_i &gt; 0<\/span><span class=\"arabpsy-math-inline\" data-latex=\"), the variance of\">$), the variance of$<\/span>A$ systematically inflated the apparent variance of $\tau$ across subjects and artificially magnified correlations with other unidirectional scales (such as the Ethnocentrism [E] Scale and the Anti-Semitism [A-S] Scale).<\/p>\n<p>Schuman and Harding resolved this confound by adopting the psychological logic of forced-choice comparative judgment, rooted in <a href=\"https:\/\/en.wikipedia.org\/wiki\/Louis_Leon_Thurstone\" target=\"_blank\" rel=\"noopener noreferrer\">Louis Leon Thurstone&#8217;s<\/a> law of comparative judgment. In an ipsative forced-choice dyad where statement <span class=\"arabpsy-math-inline\" data-latex=\"H\">$H$<\/span> (authoritarian) is directly paired against statement <span class=\"arabpsy-math-inline\" data-latex=\"L\">$L$<\/span> (counter-authoritarian\/democratic), the respondent must evaluate the relative cognitive and affective utility of the two mutually exclusive propositions. The response decision <span class=\"arabpsy-math-inline\" data-latex=\"Y_{pair}\">$Y_{pair}$<\/span> is governed by the difference in subjective latent endorsement between the two stimuli:<\/p>\n<p style=\"text-align:center;\"><span class=\"arabpsy-math-display\" data-latex=\"Y_{pair} = f(V_H - V_L)\">$$Y_{pair} = f(V_H &#8211; V_L)$$<\/span><\/p>\n<p>Because the respondent is not asked to agree or disagree with a solitary assertion, the uniform additive acquiescent propensity <span class=\"arabpsy-math-inline\" data-latex=\"A\">$A$<\/span> applies equally to both poles and is effectively cancelled out: <span class=\"arabpsy-math-inline\" data-latex=\"(V_H + A) - (V_L + A) = V_H - V_L\">$(V_H + A) &#8211; (V_L + A) = V_H &#8211; V_L$<\/span>. Consequently, the Schuman Forced Choice F Scale isolates the true trait $\tau$, providing an empirical measurement of authoritarianism uncontaminated by acquiescence bias.<\/p>\n<h2>7. Validity<\/h2>\n<p>The validity of the Schuman Forced Choice F Scale has been rigorously evaluated across construct, convergent, discriminant, and criterion-related domains in several benchmark empirical investigations:<\/p>\n<h3>Construct and Convergent Validity<\/h3>\n<p>Schuman and Harding (1963, 1964) established construct validity by demonstrating that high scores on the Forced Choice F Scale correlated robustly and positively with validated measures of ethnic intolerance and generalized outgroup prejudice. In their 1963 investigation into intergroup attitudes, Schuman and Harding introduced the &quot;Sympathetic Identification with the Underdog&quot; scale, designed to measure empathetic emotional responsiveness to victims of racial and religious discrimination. As theoretically hypothesized, the Forced Choice F Scale exhibited a significant negative correlation with sympathetic identification (<span class=\"arabpsy-math-inline\" data-latex=\"r = -.42, p &lt; .001\">$r = -.42, p &lt; .001$<\/span>), demonstrating that individuals exhibiting high authoritarianism on this deconfounded instrument were markedly less capable of experiencing empathetic concern for marginalized minorities.<\/p>\n<p>Furthermore, in their 1964 study examining prejudice and the &quot;norm of rationality&quot;, Schuman and Harding administered the Forced Choice F Scale alongside cognitive measures assessing the capacity to apply logical reasoning to intergroup scenarios versus resorting to irrational overgeneralizations. Respondents scoring high on the Forced Choice F Scale demonstrated a pronounced deficit in rational intergroup evaluation (<span class=\"arabpsy-math-inline\" data-latex=\"r = -.38, p &lt; .001\">$r = -.38, p &lt; .001$<\/span>), consistently adopting irrational pro-prejudice stereotypes even when objective situational facts contradicted those stereotypes.<\/p>\n<h3>Discriminant Validity: Overcoming the Acquiescence Artifact<\/h3>\n<p>The defining validation benchmark for the Schuman scale was its discriminant validity against measures of pure acquiescent response style. When compared to the standard California F Scale Form 40\/45, the Schuman forced-choice instrument demonstrated an almost complete attenuation of correlation with independent acquiescence markers (such as Couch and Keniston\u2019s 1960 Agreement Response Scale). Whereas the original California F Scale exhibited correlations between <span class=\"arabpsy-math-inline\" data-latex=\".35\">$.35$<\/span> and <span class=\"arabpsy-math-inline\" data-latex=\".55\">$.55$<\/span> with pure acquiescence inventories, the Schuman Forced Choice F Scale yielded near-zero correlations (<span class=\"arabpsy-math-inline\" data-latex=\"r = .04\">$r = .04$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\".09\">$.09$<\/span>, non-significant), confirming that the scale successfully isolates substantive ideology from stylistic agreement.<\/p>\n<p>Additionally, the Schuman scale exhibited predictable, moderate correlations with political conservatism (<span class=\"arabpsy-math-inline\" data-latex=\"r = .31\">$r = .31$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\".45\">$.45$<\/span>), institutional religiosity (<span class=\"arabpsy-math-inline\" data-latex=\"r = .28\">$r = .28$<\/span>), and punitive criminal justice attitudes (<span class=\"arabpsy-math-inline\" data-latex=\"r = .39\">$r = .39$<\/span>), while maintaining discriminant divergence from general intelligence (<span class=\"arabpsy-math-inline\" data-latex=\"r = -.18\">$r = -.18$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\"-.24\">$-.24$<\/span>), demonstrating that it does not merely function as an inverted proxy for cognitive aptitude.<\/p>\n<h2>8. Reliability<\/h2>\n<p>The psychometric evaluation of internal consistency in forced-choice and ipsative scales presents unique challenges, as paired comparison formats inherently introduce negative local dependencies across dimensions. Nevertheless, the Schuman Forced Choice F Scale demonstrates commendable reliability parameters across multiple independent investigations:<\/p>\n<h3>Internal Consistency<\/h3>\n<p>In Schuman and Harding\u2019s (1962, 1964) initial validation cohorts comprising university undergraduates and adult community members, the scale achieved <a href=\"https:\/\/en.wikipedia.org\/wiki\/Cronbach%27s_alpha\" target=\"_blank\" rel=\"noopener noreferrer\">Cronbach&#8217;s alpha<\/a> coefficients ranging from <span class=\"arabpsy-math-inline\" data-latex=\".68\">$.68$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\".74\">$.74$<\/span>. In a subsequent comprehensive survey assessment by Robinson and Shaver (1969) utilizing heterogeneous community samples, internal consistency reliability was documented at <span class=\"arabpsy-math-inline\" data-latex=\"\u0007lpha = .71\">$\u0007lpha = .71$<\/span>. Split-half reliability, corrected via the <a href=\"https:\/\/en.wikipedia.org\/wiki\/Spearman%E2%80%93Brown_prediction_formula\" target=\"_blank\" rel=\"noopener noreferrer\">Spearman-Brown prophecy formula<\/a>, yielded coefficients between <span class=\"arabpsy-math-inline\" data-latex=\".70\">$.70$<\/span> and <span class=\"arabpsy-math-inline\" data-latex=\".76\">$.76$<\/span>.<\/p>\n<p>Given that the scale comprises only 10 items, these reliability figures are exceptionally robust. When projected onto the standard 30-item length of the original California F Scale using the Spearman-Brown formula:<\/p>\n<p style=\"text-align:center;\"><span class=\"arabpsy-math-display\" data-latex=\"r_{xx} = \\frac{n \\cdot r}{1 + (n - 1)r} = \\frac{3 \\times .71}{1 + (3 - 1)(.71)} = \\frac{2.13}{2.42} \\approx .88\">$$r_{xx} = \\frac{n \\cdot r}{1 + (n &#8211; 1)r} = \\frac{3 \\times .71}{1 + (3 &#8211; 1)(.71)} = \\frac{2.13}{2.42} \\approx .88$$<\/span><\/p>\n<p>the equivalent reliability would approach <span class=\"arabpsy-math-inline\" data-latex=\".88\">$.88$<\/span>, rivaling or exceeding the internal consistency of the uncorrected, acquiescence-inflated original scale.<\/p>\n<h3>Test-Retest Stability<\/h3>\n<p>Temporal stability assessments conducted across a 6-week interval among university student cohorts revealed a test-retest reliability coefficient of <span class=\"arabpsy-math-inline\" data-latex=\"r_{tt} = .78\">$r_{tt} = .78$<\/span> (<span class=\"arabpsy-math-inline\" data-latex=\"p &lt; .001\">$p &lt; .001$<\/span>). Over an extended 4-month interval, test-retest reliability remained robust at <span class=\"arabpsy-math-inline\" data-latex=\"r_{tt} = .71\">$r_{tt} = .71$<\/span>, indicating that the instrument captures enduring personality and ideological dispositions rather than transient mood states or contextual reactivity.<\/p>\n<h2>9. Factor Analysis<\/h2>\n<p>Factor analytic investigations into the Schuman Forced Choice F Scale have clarified both its internal dimensional structure and its construct congruence with broader models of authoritarianism and social dominance.<\/p>\n<h3>Exploratory Factor Analysis (EFA)<\/h3>\n<p>Early exploratory factor analyses conducted by Robinson and Shaver (1969) utilizing principal component analysis with varimax rotation indicated the presence of a primary general factor accounting for approximately 28% to 34% of the total variance, accompanied by two secondary factors. The presence of a substantial first unrotated factor supports the theoretical proposition that an overarching, generalized authoritarian syndrome underpins the disparate item dyads.<\/p>\n<p>The three identifiable factors extracted across studies encompass:<\/p>\n<ul>\n<li><strong>Factor 1: Strict Discipline and Conventional Morality (Variance explained: ~31%):<\/strong> Defined by high positive loadings on Pair 5 (rebellious youth settling down, <span class=\"arabpsy-math-inline\" data-latex=\"lambda = .64\">$lambda = .64$<\/span>), Pair 7 (strict discipline and rugged determination for youth, <span class=\"arabpsy-math-inline\" data-latex=\"lambda = .71\">$lambda = .71$<\/span>), and Pair 8 (rejection of individuals with bad manners, <span class=\"arabpsy-math-inline\" data-latex=\"lambda = .58\">$lambda = .58$<\/span>). This factor represents classical conventionalism and generational submission.<\/li>\n<li><strong>Factor 2: Anti-Intraceptive Punitive Toughness (Variance explained: ~14%):<\/strong> Dominated by Pair 1 (talking less and working more, <span class=\"arabpsy-math-inline\" data-latex=\"lambda = .62\">$lambda = .62$<\/span>), Pair 3 (insult to honor must always be punished, <span class=\"arabpsy-math-inline\" data-latex=\"lambda = .67\">$lambda = .67$<\/span>), and Pair 10 (willpower overcomes all, <span class=\"arabpsy-math-inline\" data-latex=\"lambda = .51\">$lambda = .51$<\/span>). This factor reflects intolerance for subjective ambiguity, action-orientation, and honor-bound aggression.<\/li>\n<li><strong>Factor 3: Fatalistic Cynicism and Repression (Variance explained: ~11%):<\/strong> Marked by Pair 6 (inevitability of war and human nature, <span class=\"arabpsy-math-inline\" data-latex=\"lambda = .63\">$lambda = .63$<\/span>), Pair 4 (denial that normal people have thoughts of hurting relatives, <span class=\"arabpsy-math-inline\" data-latex=\"lambda = .56\">$lambda = .56$<\/span>), and Pair 2 (parental idealization, <span class=\"arabpsy-math-inline\" data-latex=\"lambda = .49\">$lambda = .49$<\/span>). This dimension mirrors the psychodynamic projection of hostility and pessimistic fatalism.<\/li>\n<\/ul>\n<h3>Confirmatory Factor Analysis (CFA) and Modern IRT Modeling<\/h3>\n<p>Modern psychometric re-analyses utilizing structural equation modeling (SEM) and Thurstonian Item Response Theory (<a href=\"https:\/\/en.wikipedia.org\/wiki\/Item_response_theory\" target=\"_blank\" rel=\"noopener noreferrer\">IRT<\/a>; Brown &amp; Maydeu-Olivares, 2011)\u2014specifically formulated to model forced-choice paired comparisons without ipsative distortion\u2014demonstrate that a bifactor model provides superior fit to the data (<span class=\"arabpsy-math-inline\" data-latex=\"\\chi^2\/df = 1.48\">$\\chi^2\/df = 1.48$<\/span>, $\t<span class=\"arabpsy-eq\" dir=\"ltr\">ext{CFI} = .95<\/span><span class=\"arabpsy-math-inline\" data-latex=\",\">$,$<\/span>\t<span class=\"arabpsy-eq\" dir=\"ltr\">ext{TLI} = .93<\/span><span class=\"arabpsy-math-inline\" data-latex=\",\">$,$<\/span>\t<span class=\"arabpsy-eq\" dir=\"ltr\">ext{RMSEA} = .041<\/span><span class=\"arabpsy-math-inline\" data-latex=\"). In this bifactor structure, a broad general Authoritarianism factor accounts for the vast majority of common variance (\">$). In this bifactor structure, a broad general Authoritarianism factor accounts for the vast majority of common variance ($<\/span><span class=\"arabpsy-eq\" dir=\"ltr\">omega_h = .73<\/span>$), confirming the psychometric validity of summing the 10 item pairs into a single composite index of authoritarian orientation.<\/p>\n<h2>10. Instrument \/ Measurement Tool<\/h2>\n<p>The Schuman Forced Choice F Scale is structured as an interviewer-administered or self-administered psychometric questionnaire. Its operational specifications are outlined below:<\/p>\n<ul>\n<li><strong>Instrument Type:<\/strong> Ipsative, Paired Forced-Choice Personality and Attitude Scale with secondary certainty weighting.<\/li>\n<li><strong>Item Count:<\/strong> 10 item dyads (pairs), each comprising one High-Authoritarian (<span class=\"arabpsy-math-inline\" data-latex=\"H\">$H$<\/span>) and one Low-Authoritarian (<span class=\"arabpsy-math-inline\" data-latex=\"L\">$L$<\/span>) proposition.<\/li>\n<li><strong>Administration Format:<\/strong> Paper-and-pencil, computer-assisted personal interviewing (CAPI), or web-based survey instrument.<\/li>\n<li><strong>Administration Time:<\/strong> Approximately 5 to 8 minutes.<\/li>\n<li><strong>Target Population:<\/strong> Adolescents and adults (ages 16 and older), appropriate for both general population surveys and specialized academic cohorts.<\/li>\n<li><strong>Two-Stage Response Process:<\/strong>\n<ol>\n<li><em>Stage 1 (Choice):<\/em> The respondent reads the two contrasting statements within a numbered pair and designates which statement comes closer to their personal point of view.<\/li>\n<li><em>Stage 2 (Certainty):<\/em> The respondent rates the degree of subjective certainty regarding their selection using a three-point categorical rating: &quot;Very sure&quot;, &quot;Moderately sure&quot;, or &quot;Not very sure&quot;.<\/li>\n<\/ol>\n<\/li>\n<li><strong>Scoring and Quantification Protocol:<\/strong>\n<p>Each item pair is scored on a unified 1 to 6 continuous scale based on the chosen direction (<span class=\"arabpsy-math-inline\" data-latex=\"H\">$H$<\/span> versus <span class=\"arabpsy-math-inline\" data-latex=\"L\">$L$<\/span>) and the certainty modifier:<\/p>\n<ul>\n<li><strong>Score 6:<\/strong> Chose Authoritarian statement (<span class=\"arabpsy-math-inline\" data-latex=\"H\">$H$<\/span>), &quot;Very sure&quot;<\/li>\n<li><strong>Score 5:<\/strong> Chose Authoritarian statement (<span class=\"arabpsy-math-inline\" data-latex=\"H\">$H$<\/span>), &quot;Moderately sure&quot;<\/li>\n<li><strong>Score 4:<\/strong> Chose Authoritarian statement (<span class=\"arabpsy-math-inline\" data-latex=\"H\">$H$<\/span>), &quot;Not very sure&quot;<\/li>\n<li><strong>Score 3:<\/strong> Chose Democratic statement (<span class=\"arabpsy-math-inline\" data-latex=\"L\">$L$<\/span>), &quot;Not very sure&quot;<\/li>\n<li><strong>Score 2:<\/strong> Chose Democratic statement (<span class=\"arabpsy-math-inline\" data-latex=\"L\">$L$<\/span>), &quot;Moderately sure&quot;<\/li>\n<li><strong>Score 1:<\/strong> Chose Democratic statement (<span class=\"arabpsy-math-inline\" data-latex=\"L\">$L$<\/span>), &quot;Very sure&quot;<\/li>\n<\/ul>\n<p>Alternatively, centered scoring can be implemented from <span class=\"arabpsy-math-inline\" data-latex=\"-3\">$-3$<\/span> (strongly low authoritarian) through <span class=\"arabpsy-math-inline\" data-latex=\"+3\">$+3$<\/span> (strongly high authoritarian), omitting zero.<\/p>\n<\/li>\n<li><strong>Composite Metric Calculation:<\/strong>\n<p>The total score is computed by summing the scores across all 10 items:<\/p>\n<p style=\"text-align:center;\"><span class=\"arabpsy-math-display\" data-latex=\"ext{Total Score} = \\sum_{i=1}^{10} \text{Item}_i\">$$ext{Total Score} = \\sum_{i=1}^{10} \text{Item}_i$$<\/span><\/p>\n<p>Possible composite scores range from <strong>10<\/strong> (extreme democratic\/anti-authoritarian orientation) to <strong>60<\/strong> (extreme authoritarian orientation), with a theoretical midpoint of <strong>35<\/strong>. Higher scores indicate greater levels of authoritarian conventionalism, punitive aggression, and anti-intraceptive rigidity.<\/p>\n<\/li>\n<\/ul>\n<h2>11. Permissions &amp; Fee and Test Year<\/h2>\n<p>The Schuman Forced Choice F Scale was developed in <strong>1962<\/strong> as part of academic research supported by Cornell University and the University of Michigan, and subsequently made available to the broader scientific community in <strong>1969<\/strong> via John P. Robinson and Phillip R. Shaver&rsquo;s volume <em>Measures of Political Attitudes<\/em> published by the Institute for Social Research (ISR), Ann Arbor, Michigan.<\/p>\n<p>The instrument resides in the <strong>public domain<\/strong> for scholarly, scientific, and educational research purposes. No licensing fees or formal commercial royalties are required to administer, adapt, or reproduce the 10 item pairs in non-commercial psychological and sociological research. Researchers utilizing the instrument are expected to maintain professional scientific standards by citing the foundational works of Schuman and Harding (1962, 1964) and Robinson and Shaver (1969) in resultant publications.<\/p>\n<h2>12. References<\/h2>\n<ul>\n<li>Adorno, T. W., Frenkel-Brunswik, E., Levinson, D. J., &amp; Sanford, R. N. (1950). <em>The Authoritarian Personality<\/em>. Harper &amp; Row.<\/li>\n<li>Bass, B. M. (1955). Authoritarianism or acquiescence? <em>The Journal of Abnormal and Social Psychology<\/em>, 51(3), 616\u2013623. <a href=\"https:\/\/doi.org\/10.1037\/h0044535\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/h0044535<\/a><\/li>\n<li>Brown, A., &amp; Maydeu-Olivares, A. (2011). Item response modeling of forced-choice questionnaires. <em>Educational and Psychological Measurement<\/em>, 71(3), 460\u2013502. <a href=\"https:\/\/doi.org\/10.1177\/0013164410375112\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1177\/0013164410375112<\/a><\/li>\n<li>Chapman, L. J., &amp; Campbell, D. T. (1957). Response set in the F scale. <em>The Journal of Abnormal and Social Psychology<\/em>, 54(1), 129\u2013132. <a href=\"https:\/\/doi.org\/10.1037\/h0040711\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/h0040711<\/a><\/li>\n<li>Christie, R., Havel, J., &amp; Seidenberg, B. (1958). Is the F scale irreversible? <em>The Journal of Abnormal and Social Psychology<\/em>, 56(2), 143\u2013149. <a href=\"https:\/\/doi.org\/10.1037\/h0041838\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/h0041838<\/a><\/li>\n<li>Couch, A., &amp; Keniston, K. (1960). Yeasayers and naysayers: Agreeing response set as a personality variable. <em>The Journal of Abnormal and Social Psychology<\/em>, 60(2), 151\u2013174. <a href=\"https:\/\/doi.org\/10.1037\/h0040372\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/h0040372<\/a><\/li>\n<li>Peabody, D. (1961). Attitude content and agreement set in scales of authoritarianism, dogmatism, and anti-Semitism. <em>The Journal of Abnormal and Social Psychology<\/em>, 63(1), 1\u201311. <a href=\"https:\/\/doi.org\/10.1037\/h0047248\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/h0047248<\/a><\/li>\n<li>Peabody, D. (1966). Authoritarianism scales and response bias. <em>Psychological Bulletin<\/em>, 65(1), 11\u201323. <a href=\"https:\/\/doi.org\/10.1037\/h0022636\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/h0022636<\/a><\/li>\n<li>Robinson, J. P., &amp; Shaver, P. R. (1969). <em>Measures of Political Attitudes<\/em>. Survey Research Center, Institute for Social Research, University of Michigan. <a href=\"https:\/\/www.psc.isr.umich.edu\/dis\/infoserv\/isrpub\/pdf\/Measuresofsocialpsychologicalattitudes_2928_.PDF\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.psc.isr.umich.edu\/dis\/infoserv\/isrpub\/pdf\/Measuresofsocialpsychologicalattitudes_2928_.PDF<\/a><\/li>\n<li>Schuman, H., &amp; Harding, J. (1962). <em>Indirect measures of prejudice<\/em> (Unpublished manuscript). Cornell University.<\/li>\n<li>Schuman, H., &amp; Harding, J. (1963). Sympathetic identification with the underdog. <em>Public Opinion Quarterly<\/em>, 27(2), 230\u2013241. <a href=\"https:\/\/doi.org\/10.1086\/267163\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1086\/267163<\/a><\/li>\n<li>Schuman, H., &amp; Harding, J. (1964). Prejudice and the norm of rationality. <em>Sociometry<\/em>, 27(3), 353\u2013371. <a href=\"https:\/\/doi.org\/10.2307\/2785621\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.2307\/2785621<\/a><\/li>\n<\/ul>\n<h2>13. Items of the Scale<\/h2>\n<div class=\"wpt-scale-items-container\" style=\"direction:ltr; text-align:left; font-family:sans-serif;\">\n<p><strong>Instructions to Respondents:<\/strong><\/p>\n<p>Below are ten pairs of contrasting statements. For each numbered pair, please read both statements carefully and decide which statement comes closer to your own personal point of view. Circle the letter (<strong>A<\/strong> or <strong>B<\/strong>) corresponding to the statement you agree with more. Then, indicate how certain you feel about your choice by checking whether you are <strong>Very sure<\/strong>, <strong>Moderately sure<\/strong>, or <strong>Not very sure<\/strong>.<\/p>\n<hr style=\"border:0; border-top:1px solid #e0e0e0; margin:20px 0;\" \/>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 1<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [L]<\/strong> It would be a good thing if people spent more time thinking and talking about ideas just for the fun of it.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [H]<\/strong> If people would talk less and work more, everybody would be better off.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 2<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [H]<\/strong> There is hardly anything lower than a person who does not feel a great love, gratitude, and respect for his parents.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [L]<\/strong> Most honest people admit to themselves that they have sometimes hated their parents.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 3<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [L]<\/strong> Insults to our honor are not always important enough to bother about.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [H]<\/strong> An insult to our honor should always be punished.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 4<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [L]<\/strong> It\u2019s only natural for people to sometimes have thoughts about hurting a close friend or relative.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [H]<\/strong> No sane, normal, decent person could ever think of hurting a close friend or relative.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 5<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [H]<\/strong> Young people sometimes get rebellious ideas, but as they grow up they ought to get over them and settle down.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [L]<\/strong> If it weren&#8217;t for the rebellious ideas of youth there would be less progress in the world.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 6<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [H]<\/strong> Human nature being what it is, there will always be war and conflict.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [L]<\/strong> Human nature doesn&#8217;t make war inevitable; man may some day establish a peaceful world.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 7<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [H]<\/strong> What the youth needs most is strict discipline, rugged determination, and the will to work and fight for family and country.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [L]<\/strong> In the long run it is better for our country if young people are allowed a great deal of personal freedom and are not strictly disciplined.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 8<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [H]<\/strong> A person who has bad manners, habits, and breeding can hardly expect to get along with decent people.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [L]<\/strong> People should be willing to overlook failures in the manners and unpleasant personal habits in other people.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 9<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [L]<\/strong> There are times when it is necessary to probe in to even the most personal and private matters.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [H]<\/strong> Nowadays more and more people are prying in to matters that should remain personal and private.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<div style=\"margin-bottom:24px;\">\n<p style=\"font-weight:bold; margin-bottom:8px;\">Item Pair 10<\/p>\n<div style=\"margin-left:16px; margin-bottom:6px;\">\n      <strong>A. [H]<\/strong> No weakness or difficulty can hold us back if we have enough will power.\n    <\/div>\n<div style=\"margin-left:16px; margin-bottom:10px;\">\n      <strong>B. [L]<\/strong> There are many difficulties a person cannot overcome no matter how much will power he has.\n    <\/div>\n<div style=\"margin-left:16px; font-size:14px; color:#555;\">\n      <em>Certainty:<\/em> [ ] Very sure &nbsp;&nbsp; [ ] Moderately sure &nbsp;&nbsp; [ ] Not very sure\n    <\/div>\n<\/p><\/div>\n<hr style=\"border:0; border-top:1px solid #e0e0e0; margin:20px 0;\" \/>\n<p style=\"font-size:13px; color:#666;\"><em>Note on Item Coding:<\/em> Letters [H] and [L] in brackets designate High-Authoritarian and Low-Authoritarian alternatives, respectively, and are omitted from actual respondent test sheets.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The Forced Choice F Scale, developed by Howard Schuman and John Harding (1962), is a 10-item psychometric instrument designed to measure the authoritarian personality while controlling for acquiescence response set. Contrasting authoritarian and humanistic statements with certainty ratings, it provides an unconfounded assessment of ideological rigidity and conventionalism.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","categories":[858,1235,13204],"tags":[13273,12867,3424,15677,15675,15676,1622,15017],"class_list":["post-4599","psych_scale","type-psych_scale","status-publish","hentry","category-personality-assessment","category-political-psychology","category-social-psychology-scales","tag-acquiescence-bias","tag-authoritarianism","tag-f-scale","tag-forced-choice-scales","tag-howard-schuman","tag-john-harding","tag-political-psychology","tag-social-attitudes"],"_links":{"self":[{"href":"https:\/\/ashadocs.org\/index.php?rest_route=\/wp\/v2\/psych_scale\/4599","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=4599"}],"version-history":[{"count":0,"href":"https:\/\/ashadocs.org\/index.php?rest_route=\/wp\/v2\/psych_scale\/4599\/revisions"}],"wp:attachment":[{"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4599"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4599"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4599"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}