Simple imputation methods versus direct likelihood analysis for missing item scores in multilevel educational data

Missing data, such as item responses in multilevel data, are ubiquitous in educational research settings. Researchers in the item response theory (IRT) context have shown that ignoring such missing data can create problems in the estimation of the IRT model parameters. Consequently, several imputation methods for dealing with missing item data have been proposed and shown to be effective when applied with traditional IRT models. Additionally, a nonimputation direct likelihood analysis has been shown to be an effective tool for handling missing observations in clustered data settings. This study investigates the performance of six simple imputation methods, which have been found to be useful in other IRT contexts, versus a direct likelihood analysis, in multilevel data from educational settings. Multilevel item response data were simulated on the basis of two empirical data sets, and some of the item scores were deleted, such that they were missing either completely at random or simply at random. An explanatory IRT model was used for modeling the complete, incomplete, and imputed data sets. We showed that direct likelihood analysis of the incomplete data sets produced unbiased parameter estimates that were comparable to those from a complete data analysis. Multiple-imputation approaches of the two-way mean and corrected item mean substitution methods displayed varying degrees of effectiveness in imputing data that in turn could produce unbiased parameter estimates. The simple random imputation, adjusted random imputation, item means substitution, and regression imputation methods seemed to be less effective in imputing missing item scores in multilevel data settings.     

Age-neutrality of the NEO-PI-R: Potential Differential Item Functioning in Older Versus Younger Adults

Geriatric researchers and clinicians often have to deal with a lack of valid personality measures for older age groups (e.g., Mroczek, Hurt, & Berman, 1999; Zweig 2008), which hampers a reliable assessment of personality in later life. An age-neutral measurement system is one of the basic conditions for an accurate personality assessment across the lifespan, both longitudinally and cross-sectionally. In the present study, we empirically investigate the age-neutrality of one of the most widely used personality measures (i.e., the NEO PI-R (Costa & McCrae, 1992)), by examining potential Differential Item Functioning (DIF). Overall, results indicate that the vast majority (92.9?% at domain-level and 95?% at facet-level) of the NEO PI-R items was similarly endorsed by younger and older age groups with the same position on the personality trait of interest, corroborating the NEO PI-R??s age neutrality. However, Differential Test Functioning (DTF) analyses revealed large DTF for Extraversion, and facet A6 (Tender-Mindedness). Results are discussed in terms of their implications for using the current format of the NEO PI-R in older aged samples.     

Mortality salience and the desire for offspring

Research on terror management theory (TMT) illustrates that following mortality salience (MS) people defend their cultural worldviews and bolster self-esteem to transcend death. Recently, research additionally showed that MS increased self-reports of the number of children desired in Dutch men but not in Dutch women. We conducted three studies to further investigate the role of desire for offspring in terror management. In Study 1, we conceptually replicated previous findings for Germany and found increased desire for offspring following MS in both men and women. Extending prior research Study 2 revealed that following MS not only was the accessibility of death-related thoughts increased, but also the accessibility of thoughts related to offspring. Finally, Study 3 suggested that the MS effect on ingroup bias was eliminated under conditions of offspring salience. Relating these findings to TMT, anticipated or actual offspring is discussed as a buffer against existential anxiety.     

The identification of metaphor

A number of philosophers, linguists and psychologists have made the dual claim that metaphor is cognitively significant and that metaphorical utterances have a meaning not reducible to literal paraphrase. Such a position requires support from an account of metaphorical meaning that can render metaphors cognitively meaningful without the reduction to literal statement. It therefore requires a theory of meaning that can integrate metaphor within its sematics, yet specify why it is not reducible to literal paraphrase. I introduce the idea of a “second-order meaning”, of which metaphor is but one instance, that is a function on literal-conventional, i.e., first-order meaning, and outline a linguistic framework designed to provide a representation of linguistic meaning for both. This framework is designed to represent linguistic units ranging from a single word to an entire text since I argue that the by-now familiar position that the sentence is the appropriate unit for metaphor has mislead us into asking the wrong questions about metaphorical meaning. With this apparatus, we can specify the conditions under which an utterance may transcend the constraints on first-order meaning (transgressions not always apparent on the sentential level), without thereby being “meaningless”. Conversely, we can specify the conditions that may render apparently odd utterances first-order meaningful rather than metaphorical. In this way we see how metaphorical language differs both from deviant language and from specialized language such as technical language, fanciful and fantastical language (in fairy tales, science fiction, etc.).     

Are Traditional Gender Role Attitudes Associated With Risky Sexual Behavior and Condom-related Beliefs?

Traditional gender role attitudes, which emphasize an unequal distribution of power in the family and stereotypical norms about masculinity, may be associated with unsafe sexual behavior and beliefs in young men and women. This study was designed to examine associations between gender role attitudes including gender-based family role attitudes and masculinity ideology, sexual behaviors, and condom-related beliefs in a sample of sexually active college students (N = 154). Family role attitudes were related to risky condom-related beliefs but not to risky sexual behavior. Masculinity ideology was related to both sexual behaviors and condom-related beliefs but, in some cases, in a direction opposite to that predicted. These unexpected findings and the utility of examining masculinity ideology among women are discussed.An earlier version of this paper was presented at the 2002 Biennial Meeting of the Society for Research on Adolescence, New Orleans, Louisiana.     

Callous–Unemotional Traits in Predicting the Severity and Stability of Conduct Problems and Delinquency

The current study tests whether the presence of callous–unemotional (CU) traits designates a group of children with conduct problems who show an especially severe and chronic pattern of conduct problems and delinquency. Ninety-eight children who were selected from a large community screening of school children in grades 3, 4, 6 and 7 were followed across four yearly assessments. Children with conduct problems who also showed CU traits exhibited the highest rates of conduct problems, self-reported delinquency, and police contacts across the four years of the study. In fact, this group accounted for at least half of all of the police contacts reported in the sample across the last three waves of data collection. In contrast, children with conduct problems who did not show CU traits continued to show higher rates of conduct problems across the follow-up assessments compared to non-conduct problem children. However, they did not show higher rates of self-reported delinquency than non-conduct problem children. In fact, the second highest rate of self-reported delinquency in the sample was found for the group of children who were high on CU traits but without conduct problems at the start of the study.     

The effects of social anxiety and depression on the evaluation of facial crowds

Facial crowds of emotion connoting approval or criticism are linked to the fears of socially anxious individuals. We examined evaluation ratings and decision latencies of mixed facial displays by individuals with generalized social phobia (GSPs, n = 18), individuals with comorbid depression and GSP (COMs, n = 18), and normal controls (CONs, n = 18). First, we postulated that GSPs will assign more negative ratings to predominantly disapproving audiences as compared to CONs, and that GSPs will be faster in their evaluation of these audiences (negative bias hypothesis). Second, we expected depression, but not social anxiety, to be associated with diminished positive evaluation of audiences containing predominantly happy expressions and with a slower processing of such positive cues (the impaired positivity hypothesis). Results supported the negative bias hypothesis, and provided partial support for the impaired positivity hypothesis. The importance of examining the processing of complex non-verbal cues in social anxiety and in depression is discussed.     

The role of control motivation in mortality salience effects on ingroup support and defense

Terror management research has shown that mortality salience (MS) leads to increased support and defense of cultural ingroups and their norms (i.e., worldview defense, WD). The authors investigated whether these effects can be understood as efforts to restore a generalized sense of control by strengthening one's social ingroup. In Studies 1-3, the authors found that WD was only increased following pure death salience, compared with both dental pain salience and salience of self-determined death. As both the pure death and the self-determined death conditions increased accessibility of death-related thoughts (Study 4), these results do not emerge because only the pure death induction makes death salient. At the same time, Study 5 showed that implicitly measured control motivation was increased in the pure death salience condition but not under salience of both self-determined death and dental pain. Finally, in Study 6, the authors manipulated MS and control salience (CS) independently and found a main effect for CS but not for MS on WD. The results are discussed with regard to a group-based control restoration account of terror management findings.