Intuitive covariation assessment of the illusory correlation

Most of the research concerned with the illusory correlation is modeled after the seminal work of D. L. Hamilton and R. K. Gifford (1976). However, S. A. Haslam and C. McGarty (1994) have voiced concerns over the dependent measures used within this paradigm. Therefore, in this study, the authors tested a new dependent variable that has high face validity. This measure was modeled after the work of J. R. McGahan and R. Wight (1989) and consisted of a set of propositional statements representing either the illusory correlation, the contingency opposite the illusory correlation, or the noncontingency. A second purpose of this study was to validate other studies that have used dependent measures modeled after the work of J. R. McGahan and R. Wight (1989). Demonstrating that this measure can be used to detect a well-documented phenomenon (i.e., the illusory correlation) would strengthen the results and conclusions from other studies. To this end, results from 2 experiments indicate that this measure does provide a valid alternative to those measures that are commonly used in illusory correlation studies. The results thereby give credence to other studies that have used similar dependent measures.     

Factor validation of the addiction severity index scale structure in persons with concurrent disorders

Confirmatory factor analysis was used to test the scale structure of the Addiction Severity Index (ASI) in a sample of 1,802 substance abusers (43% alcohol dependent) with a concurrent psychiatric disorder (46% with mood disorders). The fit of the original composite score model based on the work of P. L. McGahan, J. A. Griffith, R. Parente, and A. T. McLellan (1990) was compared with the evaluation indices (EIs) developed by A. I. Alterman et al. (1998). The 5-dimensional model based on the EIs was an overall better fit to the data. Internal consistency (Cronbach's alpha) for the EIs ranged from.66 (family domain) to.75 (legal domain). The 5 EIs were moderately correlated (rs =.42-.72) with the interviewer severity ratings from the ASI. Evaluation studies involving concurrent disordered substance abusers should use the EIs as summary measures of change.     

Response times to Ehrenstein illusions of varying subjective magnitude: complementarity of psychophysical measures

The following experiments investigate the effects of contrast polarity, inducer spacing, and inducer type on three dependent variables measuring the perception of an illusory surface in Ehrenstein figures: subjective magnitude, response time, and frequency of perception. It was found that response time generally decreased when the other two behavioral indicators increased. However, it was also shown that subjective magnitude provided more discriminating measures of relatively strong illusory percepts, whereas frequency of perception and response time provided more discriminating measures of relatively weak illusory percepts. The findings generally confirm earlier work on the effect of inducer spacing and contrast polarity on the perceived strength of brightness illusions, and in particular reveal the complementarity of subjective magnitude, response time, and frequency of perception as critical measures of configurational effects in the perceptual processing of these phenomena. Thanks are due to J. E. Hoffman, T. Parks, and an anonymous referee for their insightful comments and suggestions on an earlier version of this paper.     

Incremental validity and the assessment of psychopathology in adults

Results from studies on incremental validity are described for (a) interviews, (b) personality inventories, (c) projective techniques, and (d) brief self-rated and clinician-rated measures. In some of the studies (clinical judgment studies), psychologists were given increasing amounts of information. In other studies (statistical prediction studies), increasing amounts of assessment information were entered into a statistical prediction rule. Although relatively little research has been conducted on incremental validity, results that have been obtained tend to favor the use of interviews, personality inventories (e.g., the Minnesota Multiphasic Personality Inventory--2; J. N. Butcher, W. G. Dahlstrom, J. R., Graham, A. Tellegen, & B. Kaemmer, 1989), and brief self-rated measures (e.g., the Anxiety Sensitivity Index, S. Reiss, R. A. Peterson, D. M. Gursky, & R. M. McNally, 1986). Results are generally less encouraging for projective techniques.     

Screening for malingering in a criminal-forensic sample with the personality assessment inventory

In this study, the authors examined how overreporting of psychopathology indices on the Personality Assessment Inventory (PAI; L. C. Morey, 1991) performed as screening measures for malingering in a sample of 166 defendants undergoing pretrial court-ordered evaluations in the federal criminal justice system. Using results from the Structured Interview of Reported Symptoms (SIRS; R. Rogers, R. M. Bagby, & S. E. Dickens, 1992) as the criterion measure of malingering, the authors found that the Negative Impression scale (NIM) was the most effective PAI screening measure (cut score > or = 81 T). NIM performed as well as an established comparison measure from the Minnesota Multiphasic Personality Inventory--2 (J. N. Butcher, W. G. Dahlstrom, J. R. Graham, A. Tellegen, & B. Kaemmer, 1989; Infrequency [F] cut score > or = 95 T), supporting the use of either of these indices as reasonable screening measures to identify potential malingerers for subsequent evaluation.     

Rapid activation of motor responses by illusory contours

Whereas physiological studies indicate that illusory contours (ICs) are signaled in early visual areas at short latencies, behavioral studies are divided as to whether IC processing can proceed in a fast, automatic, bottom-up manner or whether it requires extensive top-down intracortical feedback or even awareness and cognition. Here, we employ a response priming paradigm to assess two measures of IC processing using identical stimuli: response priming by ICs, which can occur independently of visual awareness, and a measure of visual awareness of the ICs. In three experiments, participants responded to the orientation of illusory and real-contour targets preceded by illusory and real-contour primes at stimulus-onset asynchronies from 35 to 106 ms. Both illusory and real-contour targets were strongly primed by ICs, and this effect was independent of prime visibility. The effect was fully present in the fastest responses and cannot be explained by responses to stimulus features other than the ICs. Results indicate that ICs, regardless of whether they are consciously perceived, activate fast motor responses, indicating that they are processed without time-consuming intracortical feedback. We conclude that conflicting studies were based on qualitatively different measures of IC processing, some depending on visual awareness and others independent of it. (PsycINFO Database Record (c) 2012 APA, all rights reserved).     

Illusory conjunctions die hard: a reply to Prinzmetal, Diedrichsen, and Ivry (2001).

M. Donk (1999) showed that various data patterns that have been considered as evidence for the existence of illusory conjunctions may be due to errors of target-nontarget confusion, an account that challenges the mere existence of illusory conjunction. In a reply, W. Prinzmetal, J. Diedrichsen, and R. B. Ivry (2001) argued against this conclusion, claiming that some earlier findings can be explained only when one assumes that illusory conjunctions exist. The current article shows that Prinzmetal et al.'s claims cannot refute any of Donk's earlier conclusions, suggesting indeed that one can only conclude that "illusory conjunctions are an illusion."     

Expectation-based and data-based illusory correlation: the effects of confirming versus disconfirming evidence

The present study (n=154) examines the effects of expectations and stimulus information on the perception of illusory correlation. There have been few studies attempting to integrate expectation-based and data- (distinctiveness-) based processes. These studies suggest that data-based illusory correlation can be overruled by prior expectations, but it is not clear whether this is a consequence of a confirmation bias. In the present study, where participants were not exposed to the specific stimulus information, expectation was manipulated by stating that group B behaved more negatively than group A. Moreover, participants were provided with information contained in a statement-rating task that allowed for the confirmation and disconfirmation of the prior expectations. Participants rated the desirability of these behaviours and also performed the standard illusory correlation tasks. Based on self-categorization theory and Alloy and Tabachnik (1984), we predicted that in the absence of prior expectations, completing the rating task before the illusory correlation tasks would produce stronger illusory correlation than the reverse order. However, in the presence of prior expectations we expected the rating task to undermine illusory correlation, because the information obtained in this task tends to disconfirm prior expectations. Results support the predicted interaction between task order and expectation. We discuss some implications for research on confirmation bias.     

Perceived association between diagnostic and non-diagnostic cues of women’s sexual interest: General Recognition Theory predictors of risk for sexual coercion

Young men’s errors in sexual perception have been linked to sexual coercion. The current investigation sought to explicate the perceptual and decisional sources of these social perception errors, as well as their link to risk for sexual violence. General Recognition Theory (GRT; [Ashby, F. G., & Townsend, J. T. (1986). Varieties of perceptual independence. Psychological Review, 93, 154-179]) was used to estimate participants’ ability to discriminate between affective cues and clothing style cues and to measure illusory correlations between men’s perception of women’s clothing style and sexual interest. High-risk men were less sensitive to the distinction between women’s friendly and sexual interest cues relative to other men. In addition, they were more likely to perceive an illusory correlation between women’s diagnostic sexual interest cues (e.g., facial affect) and non-diagnostic cues (e.g., provocative clothing), which increases the probability that high-risk men will misperceive friendly women as intending to communicate sexual interest. The results provide information about the degree of risk conferred by individual differences in perceptual processing of women’s interest cues, and also illustrate how translational scientists might adapt GRT to examine research questions about individual differences in social perception.     

A cautionary tale of two statistics: partial correlation and standardized partial regression

Partial correlation and standardized partial regression are widely used to control for other variables in cross-sectional and longitudinal studies. Two aspects of these statistics can radically alter the interpretation of data and so deserve attention. First, their sign will be opposite to that of the original zero-order correlation when this correlation is of the same sign as and smaller than the product of the other 2 correlations. Second, their size will be considerably larger than a weak zero-order correlation when either that correlation is positive and the product of the other 2 correlations is negative or that correlation is negative and the product of the other 2 correlations is positive. The first aspect is illustrated with data from J. M. Gottman and L. J. Krokoff (1989) on initial conflict behavior and initial and later marital satisfaction, and the 2nd aspect is illustrated with data from C. L. Heavey, C. Layne, and A. Christensen (1993) on the same issue. Their interpretation of their findings is questioned.     

Political identification and the defining issues test: reevaluating an old hypothesis

Research on the association between the development of moral judgment (as measured by the Defining Issues Test [DIT]; J. R. Rest, 1979) and political attitudes has demonstrated that these factors are often reliably related. N. Emler (1987, 1990) and colleagues have asserted that DIT scores actually measure test-takers' political identity rather than their developmental level. To test this claim, these researchers have designed "faking studies" in which respondents are asked to complete the DIT as if they were of a particular political orientation, regardless of their real political views. These faking studies have yielded contradictory conclusions, whereas tests of the incremental validity of the DIT have provided some evidence for its empirical distinctiveness. In the present study, the authors reexamined this issue by pitting scores on the DIT, Version 2 (DIT-2; J. R. Rest, D. Narvaez, S. J. Thoma, & M. J. Bebeau, 1999) against several more concrete measures of political identification in several predictive models of attitudes toward human rights and civil liberties. DIT-2 scores and political identification emerged as significant predictors in nearly all regression analyses.     

Creating distinct implicit and explicit attitudes with an illusory correlation paradigm

Two studies used an illusory correlation procedure to test whether distinct implicit and explicit evaluations can result from the same learning episode. All participants learned twice as much about the qualities of one group (majority) than another (minority). In one condition, the ratio of positive to negative information was equal between groups. In other conditions, the majority group showed proportionally more positive qualities than the minority group, or vice versa. Participants in the pro-majority and pro-minority conditions formed both implicit and explicit attitudes consistent with the attitude induction. Participants in the illusory correlation condition showed the expected preference for the majority group (the illusory bias), but showed no implicit preference, suggesting distinct influences on implicit and explicit attitude formation. The effects are consistent with dual-process models in which implicit attitudes reflect accounting of covariation and explicit attitudes reflect interpretative judgments of that covariation.     

A Big Five facet analysis of a psychopath: The validity of the HDS mischievous scale of sub‐clinical psychopathy

Around 5,700 British adults completed the NEO‐PI‐R, which measures the Big Five Personality factors at the Domain and the Facet level, as well as the Hogan Development Survey (HDS); measure of Anti‐Social Personality Disorder called Mischievous. Previous work in this field has used clinical measures of psychopathy and either student or patient samples. This sought to validate this measure by comparing NEO facet correlational results with other studies. The Mischievous score from the HDS was the criterion variable in the correlations and multiple regressions. Mischievous people were Disagreeable, Stable, Extraverts, lacking in Conscientiousness. Facet analysis showed them high on Excitement‐seeking but low of Straightforwardness, Anxiety and Deliberation. Limitations are of the study are discussed.     

Children correlate infrequent behaviors with minority groups: a case of illusory correlation

Adults perceive an illusory correlation between negative social behaviors and membership in the smaller of two groups — the minority group (Hamilton & Gifford, 1976). Two experiments investigated the development of this illusory correlation. We created pictorial stimuli showing children performing good or bad behaviors. In Experiment 1 we told participants (children in grades 1, 3, 5, and 7 and adults) that each picture depicted a child from one of two groups. Group membership and behavior were uncorrelated, but, like adults, children perceived a correlation between the smaller group and negative behaviors. Children’s attributions of good and bad behaviors to the two groups showed a weak but significant bias. Their estimations of the number of children in each group who behaved badly showed a stronger bias. Children also rated the smaller group more negatively on many dimensions. Experiment 2 showed that the illusory correlation is not dependent on social stimuli. Children performed essentially the same tasks, but good and bad behaviors were replaced by the colors red and green, and the group members were represented as squares and triangles. The results were strikingly similar to those obtained with social stimuli. In both experiments, the strength of the illusory correlation did not vary significantly with age. The results are discussed from the perspective of theories that have been proposed to account for adult behavior and the implications of no developmental trend.     

Price sensitivity and innovativeness for fashion among Korean consumers

Price sensitivity is how consumers react to price levels and to price changes. Consumer innovativeness is a tendency to welcome and to adopt new products. Researchers (e.g., R. E. Goldsmith & S. J. Newell, 1997) consider innovative consumers relatively more price insensitive than other consumers, so there should be a negative correlation between measures of these constructs. The results of the present study supported the psychometric soundness of a self-report measure of price sensitivity among 860 Korean consumers and replicated earlier findings of the negative correlation between the 2 constructs.     

Properties of long-range illusory contours produced by offset-arcs

Researchers have used several different types of illusory contours to investigate properties of human perception. One rarely used illusory contour is a combination of the abutting grating and Kanizsa illusions. We call this the offset-arcs illusion and provide an empirical investigation of the illusion. Through a series of four experiments, using different methods of measurement, we show that changes to the phase of the abutting-grating part of the inducing stimulus can dramatically change the perceived strength and clarity of the long-range illusory contour. The easy manipulation of illusion strength should make the offset-arcs illusion applicable to a wide range of studies that utilize long-range illusory contours. The lack of a brightness component to the illusion should allow the offset-arcs illusion to help separate perceptual grouping from surface brightness effects that are often confounded in other illusory contours.     

Attention to novelty, fear-anxiety, and age: their effects on conduct problems

The authors investigated the effects of attention to novelty, fear-anxiety, and age on 3 measures of conduct problems. They found several main and interaction effects. The results indicated the presence of the hypothesized 3-way interaction for 2 dependent measures (i.e., conduct problem, socialized aggression); the 3rd dependent measure (i.e., conduct disorder) approached significance (p = .07). Participants who were older, had low attention to novelty, and high fear-anxiety generally had the highest conduct-problem scores among 8 comparison groups. Older students with high attention to novelty and low fear-anxiety had significantly lower conduct-problem scores that were unremarkable. The findings are congruent with J. Gray's (1987) theory of behavioral activation and inhibition, and the results support R. C. Eaves' (1993) integrated theory of human behavior, which postulates that the level of attention to novelty, fear-anxiety, and age interact to produce individuals with conduct problems.     

Dissociations between Covariation Bias and Expectancy Bias for Fear-relevant Stimuli

The illusory correlation paradigm of Tomarken, Mineka, and Cook (1989) was used to examine bias in threat appraisal for biological (snake, spider) and technological (gun, knife) fear-relevant stimuli. Subjects showed bias in terms of higher on-line shock expectancy ratings and skin conductance responses, and higher post-experimental judgements of shock covariation, for fear-relevant stimuli. However, there were multiple dissociations between the measures: (1) expectancy bias was observed for both biological and technological stimuli, whereas covariation bias was restricted to biological stimuli; (2) prior fear of the target stimulus had no effect on expectancy bias, but covariation bias was restricted to high fear subjects; and (3) covariation bias was observed at the end of the experiment, by which time expectancy bias had disappeared. These results suggest that covariation bias is not simply a continuation of a pre-experimental expectancy bias.     

Measuring gratitude in youth: assessing the psychometric properties of adult gratitude scales in children and adolescents

Before the developmental trajectory, outcomes, and related interventions of gratitude can be accurately and confidently studied among the youth, researchers must ensure that they have psychometrically sound measures of gratitude that are suitable for this population. Thus, considering that no known scales were specifically designed to measure gratitude in youth, this study aimed to answer an important question: Are the existing gratitude scales used with adults valid for use with youth? The present study is an empirical investigation, based on a large youth sample (N = 1,405) with ages ranging from 10 to 19 years old, of the psychometric properties of scores of the Gratitude Questionnaire-6 (GQ-6; M. E. McCullough, R. A. Emmons, & J.-A. Tsang, 2002), the Gratitude Adjective Checklist (GAC; M. E. McCullough, R. A. Emmons, & J.-A. Tsang, 2002), and the Gratitude Resentment and Appreciation Test (GRAT)-short form (M. Thomas & P. Watkins, 2003). Single-group and multiple-group confirmatory factor analyses indicated that the factor structures of these gratitude scales resemble those found with adults and were invariant across age groups. Scores of all three gratitude scales revealed acceptable internal consistency estimates (i.e., >.70) across age groups. Results showed that whereas scores of all three gratitude scales were positively correlated with each other for 14- to 19-year-olds, GRAT-short form scores tended to display relatively low correlations with scores of the other two measures for younger children (10-13 years old). Furthermore, the nomological network analysis showed that scores of all three gratitude scales were positively correlated with positive affect and life satisfaction scores across the age groups. The relationships with negative affect and depression scores, however, seemed dependent on the child's age. Pending results from subsequent research recommendations for researchers interested in studying gratitude in youth are offered.     

Canonical/redundancy factoring analysis

The interrelationships between two sets of measurements made on the same subjects can be studied by canonical correlation. Originally developed by Hotelling [1936], the canonical correlation is the maximum correlation betweenlinear functions (canonical factors) of the two sets of variables. An alternative statistic to investigate the interrelationships between two sets of variables is the redundancy measure, developed by Stewart and Love [1968]. Van Den Wollenberg [1977] has developed a method of extracting factors which maximize redundancy, as opposed to canonical correlation.A component method is presented which maximizes user specified convex combinations of canonical correlation and the two nonsymmetric redundancy measures presented by Stewart and Love. Monte Carlo work comparing canonical correlation analysis, redundancy analysis, and various canonical/redundancy factoring analyses on the Van Den Wollenberg data is presented. An empirical example is also provided.Wayne S. DeSarbo is a Member of Technical Staff at Bell Laboratories in the Mathematics and Statistics Research Group at Murray Hill, N.J. I wish to express my appreciation to J. Kettenring, J. Kruskal, C. Mallows, and R. Gnanadesikan for their valuable technical assistance and/or for comments on an earlier draft of this paper. I also wish to thank the editor and reviewers of this paper for their insightful remarks.