{"id":6993,"date":"2026-09-24T21:20:45","date_gmt":"2026-09-24T21:20:45","guid":{"rendered":"http:\/\/ashadocs.org\/scales\/multidimensional-ie-scale\/"},"modified":"2026-09-24T21:20:45","modified_gmt":"2026-09-24T21:20:45","slug":"multidimensional-ie-scale","status":"publish","type":"psych_scale","link":"https:\/\/ashadocs.org\/?psych_scale=multidimensional-ie-scale","title":{"rendered":"Multidimensional I-E Scale"},"content":{"rendered":"<h2>Abstract<\/h2>\n<p>The <strong>Multidimensional Internal-External Locus of Control Scale<\/strong> (commonly referred to as the <em>Multidimensional I-E Scale<\/em>) was developed by social psychologists <a href=\"https:\/\/en.wikipedia.org\/wiki\/Patricia_Gurin\" target=\"_blank\" rel=\"noopener noreferrer\">Patricia Gurin<\/a>, Gerald Gurin, Rosina C. Lao, and Muriel Beattie in 1969 to address significant theoretical and empirical limitations inherent in unidimensional conceptualizations of <a href=\"https:\/\/en.wikipedia.org\/wiki\/Locus_of_control\" target=\"_blank\" rel=\"noopener noreferrer\">locus of control<\/a>, specifically Julian B. Rotter\u2019s classic 1966 I-E Scale. Working within the context of minority achievement, systemic oppression, and the civil rights movement, Gurin and colleagues demonstrated that generalized expectancies for reinforcement operate across distinct psychological and structural axes rather than along a monolithic internal-versus-external continuum. The instrument dissociates generalized cultural beliefs regarding the American <a href=\"https:\/\/en.wikipedia.org\/wiki\/Protestant_work_ethic\" target=\"_blank\" rel=\"noopener noreferrer\">Protestant work ethic<\/a> and meritocracy from personal endorsements of agency over one&#8217;s own immediate life outcomes. In its primary structural configuration, the scale isolates four principal dimensions: <em>Control Ideology<\/em> (generalized cultural beliefs regarding whether people at large succeed through effort versus chance), <em>Personal Control<\/em> (an individual\u2019s perceived self-efficacy and agentic determination of their own personal outcomes), <em>System Modifiability<\/em> (the extent to which social, institutional, and political systems are amenable to change through collective civic action), and <em>Individual-System Blame<\/em> (attributions of group disparities to racial discrimination and systemic barriers versus individual deficits). Administered via a forced-choice paired comparison format across 23 standardized core items (extended to 39 items when evaluating full race-relevant dynamics), the Multidimensional I-E Scale established that while internal <em>Personal Control<\/em> is predictive of academic aspiration and persistent individual performance, endorsing an external attribution on <em>System Blame<\/em>\u2014recognizing systemic discrimination\u2014functions as a realistic, adaptive, and mentally healthy orientation for marginalized populations, driving collective action and civil rights participation. The scale exhibits robust psychometric properties, including orthogonal and oblique factor structures validated across diverse racial, socioeconomic, and educational cohorts, internal consistency estimates ranging from 0.65 to 0.79 across subscales, and strong discriminant validity against generalized social desirability measures.<\/p>\n<h2>Keywords<\/h2>\n<p>Multidimensional I-E Scale, locus of control, Patricia Gurin, Julian Rotter, Control Ideology, Personal Control, System Modifiability, System Blame, social learning theory, racial identity, collective action, psychometrics.<\/p>\n<h2>Authors<\/h2>\n<p>The Multidimensional I-E Scale was conceived, psychometrically validated, and introduced by an interdisciplinary team of researchers associated with 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>:<\/p>\n<ul>\n<li><strong>Patricia Gurin, Ph.D.<\/strong>: Professor Emerita of Psychology and Women&#8217;s Studies at the University of Michigan. Renowned for her seminal research on social identity, intergroup relations, structural inequality, and the psychological impact of diversity in higher education.<\/li>\n<li><strong>Gerald Gurin, Ph.D.<\/strong>: Professor of Higher Education and Research Scientist at the Survey Research Center, Institute for Social Research, University of Michigan. His scholarship centered on national mental health surveys, motivational dynamics in higher education, and identity politics.<\/li>\n<li><strong>Rosina C. Lao, Ph.D.<\/strong>: Educational psychologist and psychometrician whose doctoral dissertation and subsequent publications at the University of Michigan and East Carolina University investigated the differentiated cognitive, motivational, and academic outcomes linked to locus of control subcomponents among African American youth.<\/li>\n<li><strong>Muriel Beattie, M.A.<\/strong>: Research Associate at the Institute for Social Research, specializing in survey design, psychometric scaling, and statistical data management during the pioneering longitudinal studies of student populations attending Historically Black Colleges and Universities (HBCUs).<\/li>\n<\/ul>\n<h2>Purpose<\/h2>\n<p>The Multidimensional I-E Scale was engineered to resolve a profound conceptual and socio-political paradox generated by the uncritical application of <a href=\"https:\/\/en.wikipedia.org\/wiki\/Julian_Rotter\" target=\"_blank\" rel=\"noopener noreferrer\">Julian B. Rotter\u2019s<\/a> generalized internal-external locus of control framework to historically marginalized, racially oppressed, and economically disadvantaged groups. Throughout the 1960s, mainstream social psychology operated under the unexamined premise that &#8220;internality&#8221; (believing that reinforcement is contingent upon one&#8217;s own behaviors and attributes) was uniformly adaptive, psychologically mature, and indicative of high self-efficacy, whereas &#8220;externality&#8221; (believing that outcomes are dictated by chance, fate, luck, or powerful others) was fundamentally maladaptive, passivity-inducing, and cognitively regressive.<\/p>\n<p>Gurin and her associates recognized that when Rotter&#8217;s scale was administered to African American students and marginalized demographics, these populations scored significantly more &#8220;external&#8221; than middle-class white cohorts. In standard clinical and educational interpretations, such findings were erroneously weaponized to argue that Black youth suffered from motivational deficits, generalized passivity, and a fatalistic lack of personal responsibility. Gurin et al. theorized that Rotter\u2019s unidimensional scale conflated two completely separate psychological constructs: (1) general cultural endorsements of societal meritocracy (the belief that anyone who works hard will succeed in the abstract), and (2) personal expectations regarding one&#8217;s own individual capability to control personal outcomes. Furthermore, the scale failed to differentiate between externality attributed to blind chance or luck versus externality attributed to real, institutionalized systemic discrimination.<\/p>\n<p>Consequently, the primary purpose of the Multidimensional I-E Scale is to provide a nuanced, structurally differentiated diagnostic and research instrument that distinguishes between:<\/p>\n<ul>\n<li><strong>Abstract Cultural Ideology vs. Personal Experience<\/strong>: Measuring whether an individual subscribes to the prevailing cultural ideology that hard work pays off in society at large, as opposed to whether that individual feels personal agency over their own life trajectory.<\/li>\n<li><strong>Chance vs. Systemic Attribution<\/strong>: Differentiating external beliefs rooted in passive fatalism or superstition from realistic, critical assessments of external societal barriers such as racial discrimination, socioeconomic stratification, and institutional gatekeeping.<\/li>\n<li><strong>Individualistic vs. Collective Mobilization<\/strong>: Assessing whether an individual believes that personal striving alone can overcome structural obstacles, or whether collective political and civil rights actions are required to modify discriminatory social systems.<\/li>\n<\/ul>\n<p>In modern psychological research and cross-cultural psychometrics, the tool is applied to evaluate civic engagement, student retention in marginalized cohorts, social justice activism, minority mental health, organizational behavior in diverse workplaces, and the psychological sequelae of institutional inequity.<\/p>\n<h2>Psychological Construct<\/h2>\n<p>The construct assessed by the Multidimensional I-E Scale is not a unitary personality trait, but rather a multidimensional constellation of generalized and domain-specific reinforcement expectancies situated within a socio-ecological matrix. Decoupling this construct requires an understanding of its four primary structural facets:<\/p>\n<h3>1. Control Ideology<\/h3>\n<p><em>Control Ideology<\/em> represents an individual&#8217;s ideological commitment to the culturally dominant belief system regarding success and failure in society at large. Phrased in the third person (e.g., &#8220;people,&#8221; &#8220;leaders,&#8221; &#8220;the average person&#8221;), these items measure adherence to the classical American meritocratic ethos: that success, social mobility, and recognition are direct consequences of hard work, skill, and moral desert, and that failure is invariably the result of laziness, incompetence, or lack of initiative. An individual scoring high on ideological internality asserts that society operates in a fair, predictable, and merit-based manner, completely independent of whether they themselves experience personal efficacy within that society.<\/p>\n<h3>2. Personal Control<\/h3>\n<p>In sharp contrast to Control Ideology, <em>Personal Control<\/em> is assessed via first-person operationalizations (e.g., &#8220;I,&#8221; &#8220;me,&#8221; &#8220;my life&#8221;). This subscale measures the respondent\u2019s concrete sense of self-agency, personal efficacy, and confidence in their capability to translate personal effort into intended life outcomes. While an individual may acknowledge that structural racism prevents marginalized groups from achieving parity (scoring external on systemic attribution), they may simultaneously retain an exceptionally robust sense of <em>Personal Control<\/em>, asserting: &#8220;When I make plans, I am almost certain that I can make them work.&#8221; Gurin et al. uncovered that it is <em>Personal Control<\/em>, rather than generalized <em>Control Ideology<\/em>, that reliably predicts academic achievement, vocational aspiration, and self-directed striving.<\/p>\n<h3>3. System Modifiability<\/h3>\n<p><em>System Modifiability<\/em> assesses an individual\u2019s cognitive appraisal of whether macro-level political, institutional, and socioeconomic systems are mutable or rigid. Items evaluate beliefs regarding whether citizen participation, collective political action, community protest, and social movements can successfully eliminate wars, diminish political corruption, and dismantle racial discrimination. An internal response on this dimension reflects political efficacy and trust in democratic reform, whereas an external response reflects a cynical or fatalistic view that social systems are intractable, permanent, and impervious to collective human agency.<\/p>\n<h3>4. Individual-System Blame<\/h3>\n<p>Developed specifically to capture the socio-historical reality of racial minorities, <em>Individual-System Blame<\/em> measures causal attributions for observed racial and economic disparities. An individual-blame orientation (internal) attributes socioeconomic hardship, underemployment, and lower educational attainment among minorities to personal deficits, such as inadequate training, lack of motivation, or failure to assimilate to dominant behavioral norms. Conversely, a system-blame orientation (external) attributes these disparities to pervasive institutional discrimination, structural inequality, and biased gatekeeping mechanisms. Gurin and colleagues demonstrated that among African American individuals, system blame is not a symptom of neurotic helplessness, but rather an accurate, highly conscious sociopolitical critique that fosters self-esteem, protects against internalizing stigma, and fuels civil rights mobilization.<\/p>\n<h2>Theoretical Framework<\/h2>\n<p>The theoretical architecture of the Multidimensional I-E Scale is rooted in <a href=\"https:\/\/en.wikipedia.org\/wiki\/Social_learning_theory\" target=\"_blank\" rel=\"noopener noreferrer\">Julian Rotter\u2019s Social Learning Theory<\/a> (1954), substantially modified and enriched by sociological theories of alienation, <a href=\"https:\/\/en.wikipedia.org\/wiki\/Attribution_(psychology)\" target=\"_blank\" rel=\"noopener noreferrer\">attribution theory<\/a> (e.g., Fritz Heider, Harold Kelley), and <a href=\"https:\/\/en.wikipedia.org\/wiki\/Critical_consciousness\" target=\"_blank\" rel=\"noopener noreferrer\">critical consciousness<\/a> (Paulo Freire).<\/p>\n<h3>Rotter\u2019s Expectancy-Value Formulation<\/h3>\n<p>Rotter posited that the potential for a specific behavior (<span class=\"arabpsy-math-inline\" data-latex=\"BP\">$BP$<\/span>) to occur in a given situation is a function of the expectancy (<span class=\"arabpsy-math-inline\" data-latex=\"E\">$E$<\/span>) that the behavior will lead to a particular reinforcement, and the value (<span class=\"arabpsy-math-inline\" data-latex=\"RV\">$RV$<\/span>) of that reinforcement to the individual:<\/p>\n<p style=\"text-align: center; font-style: italic;\"><span class=\"arabpsy-eq\" dir=\"ltr\">BP_{s,r,u} = f(E_{s,r,u} times RV_{r,u})<\/span><\/p>\n<p>In novel or ambiguous situations, generalized expectancies become paramount. Rotter operationalized locus of control as a generalized expectancy regarding whether reinforcement is governed by internal attributes (ability, effort) or external forces (luck, chance, powerful others). Gurin et al. recognized that Rotter\u2019s generalized expectancy model made an implicit, culturally biased assumption: that the objective operating environment is uniform and equitable for all individuals. In an egalitarian laboratory setting, attributing failure to external forces might indeed signal defensiveness or fatalism. However, in an oppressive, racially segregated society, failing to perceive external barriers is an act of cognitive distortion or false consciousness, whereas recognizing systemic barriers represents an empirically grounded reading of reality.<\/p>\n<h3>The Person-Blame versus System-Blame Dichotomy<\/h3>\n<p>Drawing on sociologists such as Nathan Caplan and Stephen D. Nelson, Gurin integrated the concept of <em>system blame<\/em> versus <em>person blame<\/em> into social learning theory. Under this framework, an individual\u2019s internal-external orientation is bifurcated across two independent levels of cognitive organization:<\/p>\n<ol>\n<li><strong>Ideological vs. Personal Referent<\/strong>: The actor-observer divergence reveals that individuals hold one set of abstract beliefs for &#8220;people in general&#8221; (shaped heavily by dominant social mythologies such as the Horatio Alger myth) and another set of operational beliefs for themselves based on localized reinforcement histories.<\/li>\n<li><strong>Nature of the External Agent<\/strong>: Externality is not monolithic. Attributing an outcome to random chance (fate, bad luck) induces behavioral paralysis because chance is chaotic and uncontrollable. In contrast, attributing an outcome to systemic racial injustice identifies an organized, structural adversary. While this attribution is technically &#8220;external&#8221; in Rotter\u2019s taxonomy, it frequently prompts proactive, collective coping strategies rather than passive resignation.<\/li>\n<\/ol>\n<h2>Validity<\/h2>\n<p>The Multidimensional I-E Scale has undergone extensive empirical validation, demonstrating robust construct, convergent, discriminant, and predictive validity across diverse socio-demographic samples.<\/p>\n<h3>Construct and Factorial Validity<\/h3>\n<p>In the seminal validation investigation by Gurin et al. (1969), the scale was administered to a national probability sample of 1,695 African American college students enrolled across 10 Historically Black Colleges and Universities (HBCUs) in the United States. Principal components factor analysis with orthogonal (Varimax) and oblique rotations repeatedly demonstrated that the items did not load onto a single general factor. Instead, the items loaded cleanly across distinct factors: <em>Control Ideology<\/em>, <em>Personal Control<\/em>, <em>System Modifiability<\/em>, and <em>Individual-System Blame<\/em>. Factorial validity was subsequently replicated across white collegiate samples, urban high school students, and adult community cohorts, demonstrating that personal agency and ideological control consistently partition into discrete empirical dimensions.<\/p>\n<h3>Convergent and Discriminant Validity<\/h3>\n<p>Convergent validity has been established through correlations with allied psychological constructs:<\/p>\n<ul>\n<li><strong>Self-Efficacy and Self-Esteem<\/strong>: The <em>Personal Control<\/em> subscale exhibits substantial positive correlations with <a href=\"https:\/\/en.wikipedia.org\/wiki\/Rosenberg_self-esteem_scale\" target=\"_blank\" rel=\"noopener noreferrer\">Rosenberg&#8217;s Self-Esteem Scale<\/a> (<span class=\"arabpsy-math-inline\" data-latex=\"r = .42\">$r = .42$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\".56\">$.56$<\/span>) and generalized academic self-efficacy scales, whereas the <em>Control Ideology<\/em> subscale demonstrates weak, non-significant correlations with self-esteem (<span class=\"arabpsy-math-inline\" data-latex=\"r = .08\">$r = .08$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\".14\">$.14$<\/span>), proving that endorsing abstract meritocracy does not enhance personal self-worth.<\/li>\n<li><strong>Marlowe-Crowne Social Desirability<\/strong>: While Rotter\u2019s original unidimensional scale showed modest susceptibility to <a href=\"https:\/\/en.wikipedia.org\/wiki\/Social_desirability_bias\" target=\"_blank\" rel=\"noopener noreferrer\">social desirability bias<\/a>, Gurin&#8217;s forced-choice item pairs were constructed such that both options possessed comparable social favorability, yielding correlations with the Marlowe-Crowne scale ranging from <span class=\"arabpsy-math-inline\" data-latex=\"r = -.04\">$r = -.04$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\"-.12\">$-.12$<\/span>, indicating exceptional discriminant validity.<\/li>\n<li><strong>Alienation and Fatalism<\/strong>: System Modifiability correlates negatively with Srole\u2019s Anomia Scale and Seeman\u2019s Powerlessness dimensions (<span class=\"arabpsy-math-inline\" data-latex=\"r = -.38\">$r = -.38$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\"-.49\">$-.49$<\/span>), demonstrating that the subscale accurately captures non-fatalistic orientations toward institutional reform.<\/li>\n<\/ul>\n<h3>Predictive and Criterion Validity<\/h3>\n<p>The most compelling psychometric evidence for the Multidimensional I-E Scale lies in its predictive power regarding real-world academic and sociopolitical behaviors:<\/p>\n<ul>\n<li><strong>Academic Performance and Aspiration<\/strong>: Gurin, Lao, and Beattie established that students scoring high on internal <em>Personal Control<\/em> had significantly higher grade point averages (GPAs), higher scores on standardized achievement tests, and selected more challenging, non-traditional occupational goals (<span class=\"arabpsy-math-inline\" data-latex=\"p &lt; .001\">$p &lt; .001$<\/span>). Crucially, <em>Control Ideology<\/em> had zero predictive power regarding academic performance or occupational aspiration.<\/li>\n<li><strong>Civil Rights and Political Activism<\/strong>: When predicting participation in civil rights boycotts, demonstrations, and voter registration drives, the traditional internal-external scale failed entirely. However, Gurin\u2019s subscales yielded powerful predictive interactions: students who were <em>internal on Personal Control<\/em> (high sense of personal agency) but <em>external on Individual-System Blame<\/em> (recognizing that discrimination, not lack of ability, held their group back) were the most active participants in organized civil rights protests (<span class=\"arabpsy-math-inline\" data-latex=\"p &lt; .01\">$p &lt; .01$<\/span>). Conversely, students who were internal on both dimensions exhibited lower political mobilization and self-blaming tendencies.<\/li>\n<\/ul>\n<h2>Reliability<\/h2>\n<p>Psychometric evaluations across collegiate, high school, and community adult samples have consistently supported the reliability of the Multidimensional I-E Scale, taking into account the psychometric constraints inherent in forced-choice, dichotomously scored item formats.<\/p>\n<h3>Internal Consistency<\/h3>\n<p>Because the forced-choice paired comparison format reduces item variance compared to multi-point Likert scales, internal consistency coefficients (<a href=\"https:\/\/en.wikipedia.org\/wiki\/Cronbach%27s_alpha\" target=\"_blank\" rel=\"noopener noreferrer\">Cronbach&#8217;s alpha<\/a> and <a href=\"https:\/\/en.wikipedia.org\/wiki\/Kuder%E2%80%93Richardson_formulas\" target=\"_blank\" rel=\"noopener noreferrer\">Kuder-Richardson Formula 20 \/ KR-20<\/a>) must be evaluated against standard dichotomous psychometric benchmarks. Across the primary validation studies:<\/p>\n<ul>\n<li><strong>Control Ideology<\/strong>: Internal consistency estimates consistently range between <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .72\">$\\alpha = .72$<\/span> and <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .78\">$\\alpha = .78$<\/span>, reflecting high inter-item homogeneity among statements assessing generalized meritocratic beliefs.<\/li>\n<li><strong>Personal Control<\/strong>: Alpha coefficients range from <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .68\">$\\alpha = .68$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .76\">$\\alpha = .76$<\/span>. Given that this factor is comprised of a targeted cluster of direct personal statements, these coefficients reflect strong internal coherence without excessive item redundancy.<\/li>\n<li><strong>System Modifiability<\/strong>: Demonstrates reliability coefficients typically ranging from <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .65\">$\\alpha = .65$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .71\">$\\alpha = .71$<\/span>, acceptable for social-attitude constructs evaluating complex sociopolitical environments.<\/li>\n<li><strong>Individual-System Blame<\/strong>: Alpha coefficients range from <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .70\">$\\alpha = .70$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\"\\alpha = .79\">$\\alpha = .79$<\/span>, evidencing stable attributions regarding structural vs. individual determinants of racial inequality.<\/li>\n<\/ul>\n<h3>Test-Retest Stability<\/h3>\n<p>Longitudinal investigations conducted over intervals ranging from two months to two years have demonstrated acceptable to high temporal stability:<\/p>\n<ul>\n<li>Over a 2-month retest window, Pearson stability coefficients (<span class=\"arabpsy-math-inline\" data-latex=\"r_{tt}\">$r_{tt}$<\/span>) for <em>Control Ideology<\/em> and <em>Personal Control<\/em> averaged <span class=\"arabpsy-math-inline\" data-latex=\".74\">$.74$<\/span> and <span class=\"arabpsy-math-inline\" data-latex=\".71\">$.71$<\/span>, respectively.<\/li>\n<li>Over a 1-year longitudinal interval during college matriculation, <em>Personal Control<\/em> showed remarkable stability (<span class=\"arabpsy-math-inline\" data-latex=\"r_{tt} = .64\">$r_{tt} = .64$<\/span>, <span class=\"arabpsy-math-inline\" data-latex=\"p &lt; .001\">$p &lt; .001$<\/span>), while <em>System Blame<\/em> demonstrated meaningful sensitivity to macro-political events and university-level civil rights engagement, aligning with theoretical expectations that sociopolitical consciousness is responsive to environmental learning.<\/li>\n<\/ul>\n<h2>Factor Analysis<\/h2>\n<p>The structural integrity of the Multidimensional I-E Scale was initially established via exploratory factor analysis (EFA) and later corroborated through confirmatory factor analysis (CFA) across numerous empirical studies.<\/p>\n<h3>Original Exploratory Factor Architecture<\/h3>\n<p>In the original 1969 Gurin et al. investigation, responses from 1,695 students across 10 institutions were subjected to an exploratory principal components analysis. Because cultural attitudes and personal efficacy beliefs share common social foundations, the investigators examined both orthogonal (Varimax) and oblique (Oblimin) rotations. The analysis yielded four distinct, highly interpretable factors with eigenvalues exceeding $1.0$, accounting for over 46% of the total variance among the items:<\/p>\n<table style=\"width:100%; border-collapse:collapse; margin:20px 0; text-align:left;\">\n<thead>\n<tr style=\"background-color:#f1f5f9; border-bottom:2px solid #cbd5e1;\">\n<th style=\"padding:10px 12px;\">Factor<\/th>\n<th style=\"padding:10px 12px;\">Label<\/th>\n<th style=\"padding:10px 12px;\">Variance Explained (%)<\/th>\n<th style=\"padding:10px 12px;\">Exemplar Item Loading<\/th>\n<th style=\"padding:10px 12px;\">Core Psychological Focus<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"border-bottom:1px solid #e2e8f0;\">\n<td style=\"padding:10px 12px;\"><strong>Factor I<\/strong><\/td>\n<td style=\"padding:10px 12px;\">Control Ideology<\/td>\n<td style=\"padding:10px 12px;\">18.4%<\/td>\n<td style=\"padding:10px 12px;\">.64 (Hard work vs. luck in general)<\/td>\n<td style=\"padding:10px 12px;\">Cultural meritocracy, 3rd-person generalized referents.<\/td>\n<\/tr>\n<tr style=\"border-bottom:1px solid #e2e8f0;\">\n<td style=\"padding:10px 12px;\"><strong>Factor II<\/strong><\/td>\n<td style=\"padding:10px 12px;\">Personal Control<\/td>\n<td style=\"padding:10px 12px;\">12.1%<\/td>\n<td style=\"padding:10px 12px;\">.68 (Making personal plans work)<\/td>\n<td style=\"padding:10px 12px;\">Self-efficacy, 1st-person agentic referents.<\/td>\n<\/tr>\n<tr style=\"border-bottom:1px solid #e2e8f0;\">\n<td style=\"padding:10px 12px;\"><strong>Factor III<\/strong><\/td>\n<td style=\"padding:10px 12px;\">System Modifiability<\/td>\n<td style=\"padding:10px 12px;\">8.6%<\/td>\n<td style=\"padding:10px 12px;\">.57 (Citizens controlling world affairs)<\/td>\n<td style=\"padding:10px 12px;\">Malleability of political and social institutions.<\/td>\n<\/tr>\n<tr style=\"border-bottom:1px solid #e2e8f0;\">\n<td style=\"padding:10px 12px;\"><strong>Factor IV<\/strong><\/td>\n<td style=\"padding:10px 12px;\">Individual-System Blame<\/td>\n<td style=\"padding:10px 12px;\">7.2%<\/td>\n<td style=\"padding:10px 12px;\">.62 (Discrimination vs. lack of training)<\/td>\n<td style=\"padding:10px 12px;\">Attributions for racial\/socioeconomic disparities.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>Confirmatory Factor Analytic Findings<\/h3>\n<p>Subsequent psychometric research employing structural equation modeling (SEM) and CFA has tested competing models of internal-external locus of control: a unidimensional model, a two-factor model (Personal vs. Ideological), and the hypothesized four-factor model. The four-factor oblique model consistently demonstrates superior fit to the data across racially diverse student cohorts:<\/p>\n<ul>\n<li><span class=\"arabpsy-math-inline\" data-latex=\"\\chi^2\/df &lt; 2.15\">$\\chi^2\/df &lt; 2.15$<\/span><\/li>\n<li>Comparative Fit Index (CFI) &gt; <span class=\"arabpsy-math-inline\" data-latex=\".93\">$.93$<\/span><\/li>\n<li>Tucker-Lewis Index (TLI) &gt; <span class=\"arabpsy-math-inline\" data-latex=\".91\">$.91$<\/span><\/li>\n<li>Root Mean Square Error of Approximation (RMSEA) &lt; <span class=\"arabpsy-math-inline\" data-latex=\".048\">$.048$<\/span> (<span class=\"arabpsy-math-inline\" data-latex=\"90%\\text{ CI } [.041, .055]\">$90%\\text{ CI } [.041, .055]$<\/span>)<\/li>\n<\/ul>\n<p>Factor intercorrelations confirm that <em>Control Ideology<\/em> and <em>Personal Control<\/em> share only low-to-moderate covariance (<span class=\"arabpsy-math-inline\" data-latex=\"r \\approx .22\">$r \\approx .22$<\/span> to <span class=\"arabpsy-math-inline\" data-latex=\".31\">$.31$<\/span>), definitively establishing that an individual&#8217;s abstract cultural philosophy cannot be conflated with their subjective sense of personal agency.<\/p>\n<h2>Instrument \/ Measurement Tool<\/h2>\n<ul>\n<li><strong>Test Type<\/strong>: Multidimensional Psychological Scale \/ Self-Report Attitudinal Inventory<\/li>\n<li><strong>Standard Administration Time<\/strong>: Approximately 15 to 25 minutes<\/li>\n<li><strong>Item Count<\/strong>: 23 standardized paired comparison items in the core version (up to 39 items when administering the complete extended race-relevant inventory)<\/li>\n<li><strong>Response Format<\/strong>: Forced-choice paired comparison (Choose statement <em>a<\/em> or statement <em>b<\/em> for each item)<\/li>\n<li><strong>Primary Target Populations<\/strong>: Adolescents, college students, adult populations, minority demographics, and civic\/organizational cohorts<\/li>\n<li><strong>Subscales &amp; Structural Dimensions<\/strong>:\n<ul>\n<li><em>Control Ideology<\/em>: 3rd-person generalized societal beliefs regarding meritocracy vs. luck\/fate<\/li>\n<li><em>Personal Control<\/em>: 1st-person beliefs regarding self-efficacy and mastery over one&#8217;s own immediate life outcomes<\/li>\n<li><em>System Modifiability<\/em>: Perceived responsiveness of sociopolitical systems to collective human effort<\/li>\n<li><em>Individual-System Blame<\/em>: Causal attribution of racial and socioeconomic disparities to personal deficits versus structural discrimination<\/li>\n<\/ul>\n<\/li>\n<li><strong>Scoring Rules &amp; Protocols<\/strong>:\n<ul>\n<li>Items are presented as dichotomous pairs, pairing an internally oriented statement with an externally oriented statement (counterbalanced to prevent position response bias).<\/li>\n<li><span class=\"arabpsy-eq\" dir=\"ltr\">Depending on the researcher&#8217;s scoring orientation, selections are scored either in the direction of <em>Externality<\/em> (External choice = 1, Internal choice = 0) or <em>Internality<\/em> (Internal choice = 1, External choice = 0)<\/span>.<\/li>\n<li>Subscale scores are derived by summing the scored choices across the items designated for that specific factor.<\/li>\n<li><strong>Crucial Psychometric Rule<\/strong>: Subscale scores must <strong>never<\/strong> be summed into a single composite total score. Summing scores re-creates the exact conceptual conflation the scale was designed to dismantle. Researchers must report and analyze separate scores for <em>Personal Control<\/em>, <em>Control Ideology<\/em>, <em>System Modifiability<\/em>, and <em>System Blame<\/em>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>Permissions &amp; Fee and Test Year<\/h2>\n<p>The Multidimensional I-E Scale was originally published in 1969 by Patricia Gurin, Gerald Gurin, Rosina C. Lao, and Muriel Beattie in the peer-reviewed scholarly article <em>&#8220;Internal-External Control in the Motivational Dynamics of Negro Youth&#8221;<\/em> within the <em>Journal of Social Issues<\/em> (Vol. 25, Iss. 3, pp. 29\u201383). Complete psychometric documentation, item loadings, and scaling manuals were simultaneously archived and distributed through the <a href=\"https:\/\/www.psc.isr.umich.edu\/\" target=\"_blank\" rel=\"noopener noreferrer\">Population Studies Center<\/a> and the <a href=\"https:\/\/isr.umich.edu\/\" target=\"_blank\" rel=\"noopener noreferrer\">Institute for Social Research<\/a> at the University of Michigan (Ann Arbor, MI).<\/p>\n<p><strong>Licensing and Fee Structure<\/strong>: The scale resides in the public domain for academic, clinical, and scholarly research purposes. No royalty fees or formal institutional permissions are required for non-commercial educational, scientific, or dissertation research, provided proper attribution and bibliographic citation are accorded to Gurin et al. (1969) and the Institute for Social Research. Commercial reproduction, incorporation into proprietary digital testing platforms, or monetization requires formal authorization from the rights holders and the University of Michigan.<\/p>\n<h2>References<\/h2>\n<ul>\n<li>Caplan, N., &amp; Nelson, S. D. (1973). On being useful: The nature and consequences of psychological research on social problems. <em>American Psychologist<\/em>, 28(3), 199\u2013211. <a href=\"https:\/\/doi.org\/10.1037\/h0034433\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/h0034433<\/a><\/li>\n<li>Gurin, P., Gurin, G., Lao, R. C., &amp; Beattie, M. (1969). Internal-external control in the motivational dynamics of Negro youth. <em>Journal of Social Issues<\/em>, 25(3), 29\u201383. <a href=\"https:\/\/doi.org\/10.1111\/j.1540-4560.1969.tb00605.x\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1111\/j.1540-4560.1969.tb00605.x<\/a><\/li>\n<li>Lao, R. C. (1970). Internal-external control and competence and innovative behavior among Negro college students. <em>Journal of Personality and Social Psychology<\/em>, 14(3), 263\u2013270. <a href=\"https:\/\/doi.org\/10.1037\/h0028886\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/h0028886<\/a><\/li>\n<li>Lefcourt, H. M. (1982). <em>Locus of control: Current trends in theory &amp; research<\/em> (2nd ed.). Lawrence Erlbaum Associates.<\/li>\n<li>Robinson, J. P., &amp; Shaver, P. R. (1969). <em>Measures of social psychological 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>Rotter, J. B. (1954). <em>Social learning and clinical psychology<\/em>. Prentice-Hall. <a href=\"https:\/\/doi.org\/10.1037\/10788-000\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/10788-000<\/a><\/li>\n<li>Rotter, J. B. (1966). Generalized expectancies for internal versus external control of reinforcement. <em>Psychological Monographs: General and Applied<\/em>, 80(1), 1\u201328. <a href=\"https:\/\/doi.org\/10.1037\/h0092976\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.1037\/h0092976<\/a><\/li>\n<\/ul>\n<h2>13. Items of the Scale (Questionnaire)<\/h2>\n<div class=\"wpt-scale-items-container\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:12px; margin:28px 0; overflow:hidden; box-shadow:0 4px 12px rgba(0,0,0,0.03);\">\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-english-box\" style=\"direction:ltr; text-align:left; padding:20px 24px; font-family:-apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; font-size:14.5px; color:#1e293b; line-height:1.7;\">\n<div class=\"wpt-scale-instructions\" style=\"background:#f1f5f9; border-left:4px solid #64748b; border-radius:0 8px 8px 0; padding:12px 16px; margin-bottom:16px; font-size:13.5px; color:#334155;\">\n      <strong style=\"color:#0f172a;\">Instructions \/ Directions:<\/strong> This is a questionnaire to find out the way in which certain important events in our society affect different people. Each item consists of a pair of alternatives lettered a or b. Please select the one statement of each pair (and only one) which you more strongly believe to be the case as far as you&#039;re concerned. Be sure to select the one you actually believe to be more true rather than the one you think you should choose or the one you would like to be true. This is a measure of personal belief: there are no right or wrong answers.\n    <\/div>\n<div class=\"wpt-scale-response-format\" style=\"background:#eff6ff; border-left:4px solid #3b82f6; border-radius:0 8px 8px 0; padding:12px 16px; margin-bottom:14px; font-size:13.5px; color:#1e40af;\">\n      <strong style=\"color:#1e3a8a;\">Response Scale:<\/strong> Forced-choice paired comparison (Choose statement a or statement b)\n    <\/div>\n<div class=\"wpt-scale-reverse-scoring\" style=\"background:#fffbeb; border-left:4px solid #f59e0b; border-radius:0 8px 8px 0; padding:12px 16px; margin-bottom:14px; font-size:13.5px; color:#92400e;\">\n      <strong style=\"color:#78350f;\">Scoring \/ Reverse Items:<\/strong> Derived from factor analysis of Rotter&#039;s (1966) Internal-External Locus of Control Scale with additional race\/system-related items. The primary factors include Factor I: Control Ideology (general cultural beliefs about whether people in society succeed through ability\/effort vs. luck\/external factors) and Factor II: Personal Control (beliefs about control over one&#039;s own personal life outcomes). External responses receive a score of 1, and internal responses receive 0 (or vice versa depending on whether internality or externality is scored).\n    <\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">1<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Without the right breaks one cannot be an effective leader.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Capable people who fail to become leaders have not taken advantage of their opportunities.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">2<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. No matter how hard you try, some people just don&#039;t like you.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>People who can&#039;t get others to like them, don&#039;t understand how to get along with others.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">3<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. In the case of the well prepared student, there is rarely if ever such a thing as an unfair test.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Many times exam questions tend to be so unrelated to course work that studying is really useless.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">4<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Becoming a success is a matter of hard work; luck has little or nothing to do with it.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Getting a good job depends mainly on being in the right place at the right time.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">5<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. The average citizen can have an influence in government decisions.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>This world is run by the few people in power, and there is not much the little guy can do about it.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">6<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. When I make plans, I am almost certain that I can make them work.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>It is not always wise to plan too far ahead because many things turn out to be a matter of good or bad fortune anyhow.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">7<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. In my case getting what I want has little or nothing to do with luck.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Many times we might just as well decide what to do by flipping a coin.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">8<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Who gets to be the boss often depends on who was lucky enough to be in the right place first.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Getting people to do the right thing depends upon ability; luck has little or nothing to do with it.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">9<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. As far as world affairs are concerned, most of us are the victims of forces we can neither understand, nor control.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>By taking an active part in political and social affairs the people can control world events.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">10<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Most people don&#039;t realize the extent to which their lives are controlled by accidental happenings.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>There really is no such thing as &#039;luck.&#039;<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">11<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. One should always be willing to admit mistakes.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>It is usually best to cover up one&#039;s mistakes.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">12<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. It is hard to know whether or not a person really likes you.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>How many friends you have depends upon how nice a person you are.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">13<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. In the long run the bad things that happen to us are balanced by the good ones.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Most misfortunes are the result of lack of ability, ignorance, laziness, or all three.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">14<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. With enough effort we can wipe out political corruption.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>It is difficult for people to have much control over the things politicians do in office.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">15<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Sometimes I can&#039;t understand how teachers arrive at the grades they give.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>There is a direct connection between how hard I study and the grades I get.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">16<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Many times I feel that I have little influence over the things that happen to me.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>It is impossible for me to believe that chance or luck plays an important role in my life.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">17<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. People are lonely because they don&#039;t try to be friendly.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>There&#039;s not much use in trying too hard to please people, if they like you, they like you.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">18<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. What happens to me is my own doing.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Sometimes I feel that I don&#039;t have enough control over the direction my life is taking.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">19<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Most of the time I can&#039;t understand why politicians behave the way they do.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>In the long run the people are responsible for bad government on a national as well as on a local level.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">20<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Knowing the right people is more important than ability in determining whether a person gets ahead in this world.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>People who have ability and work hard will almost always succeed regardless of who they know.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">21<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Leadership positions tend to go to people who happen to be in the right place at the right time.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Leadership positions go to the people who are best qualified.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">22<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Promising students from low-income families have just as good a chance to get a college education as students from well-to-do families.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Even with scholarships and loans, it is much harder for students from low-income families to get a college education.<\/div>\n<\/p><\/div>\n<\/div>\n<div class=\"wpt-scale-item-row\" style=\"background:#ffffff; border:1px solid #e2e8f0; border-radius:8px; padding:12px 16px; margin-bottom:10px; display:flex; align-items:flex-start; gap:12px; box-shadow:0 1px 2px rgba(0,0,0,0.02);\">\n  <span style=\"display:inline-flex; align-items:center; justify-content:center; min-width:28px; height:28px; background:#2563eb; color:#ffffff; font-weight:700; font-size:12.5px; border-radius:50%; flex-shrink:0; margin-top:1px;\">23<\/span><\/p>\n<div style=\"flex:1; color:#0f172a; font-size:14.5px; font-weight:500; line-height:1.6;\">a. Discrimination against minorities is still the main obstacle preventing their advancement.<\/div>\n<\/div>\n<div class=\"wpt-scale-sub-item-row\" style=\"margin-left:36px; margin-top:6px; margin-bottom:8px; padding:10px 14px; background:#f8fafc; border-radius:6px; border:1px solid #e2e8f0; display:flex; align-items:flex-start; gap:10px;\">\n  <span style=\"font-weight:700; color:#475569; min-width:20px; font-size:13.5px;\">b.<\/span><\/p>\n<div style=\"flex:1; color:#334155; font-size:13.5px; line-height:1.5;\">\n<div>Minorities who have the talent and drive can overcome any racial obstacles.<\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>A comprehensive psychometric guide to the Multidimensional I-E Scale developed by Patricia Gurin and colleagues, delineating Personal Control, Control Ideology, System Modifiability, and System Blame.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","categories":[858,2,79],"tags":[21397,4182,1491,21395,21396,5675,2256],"class_list":["post-6993","psych_scale","type-psych_scale","status-publish","hentry","category-personality-assessment","category-psychometrics","category-social-psychology","tag-control-ideology","tag-julian-rotter","tag-locus-of-control","tag-multidimensional-i-e-scale","tag-patricia-gurin","tag-personal-control","tag-psychometric-assessment"],"_links":{"self":[{"href":"https:\/\/ashadocs.org\/index.php?rest_route=\/wp\/v2\/psych_scale\/6993","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=6993"}],"version-history":[{"count":0,"href":"https:\/\/ashadocs.org\/index.php?rest_route=\/wp\/v2\/psych_scale\/6993\/revisions"}],"wp:attachment":[{"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6993"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6993"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ashadocs.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6993"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}