Only perceived safety appeared to be a distinct construct (all correlations with other subscales <0.20). More generally, assessment media are changing to better match the skills and abilities assessed. Psychological Assessment, 6, 284–290. The correlation of the latent variable scores with the measurement items needs to show an appropriate pattern of loadings, one in which the measurement items load highly Cronbach's alphas for each scale are an adequate 0.862. DOI: 10.1016/S0010-8804(03)90254-0 Corpus ID: 155002471. The method of initial item selection of 97 statements from existing questionnaires for the measurement of Internet attitudes supports the content validity of the GAIS. The alpha values ranges from 0.72 to 0.85. As in the case of Study 1, convergent and, described the items used. What are the psychometric properties of the Godspeed Questionnaire? Some of these contributions are principally theoretical, for example, social judgment theory (Hammond 1980) and evolutionary epistemology (Campbell 1974, 1996). 3660 0 obj <> endobj Stated differently, SET, and the TRA and the TPB, regard health behaviors as having the same proximal determinants as other kinds of behavior. A multitrait–multimethod matrix indicated significant convergent and divergent validity, and concurrent evaluation with a 3-point rating of overall Web quality resulted in significant correlations with their overall scale (r = 0.73, p < 0.01) and the subscales (r ranging from 0.30 to 0.73, all p < 0.01). Of all the methods examined, only random sampling provides an impeccable formal rationale for generalization. Thus, convergent and discriminant validity are demonstrated. It is important to recognize that traditional psychometric concerns about reliability and validity pertain to these new assessments. If the squared correlation between any two constructs is lower than PVC for a construct, then there is evidence of discriminant validity. Ideally, amount of SNS use should not be assessed with self-report measures, particularly if asking about a respondent's average time spent on SNS because recall bias is likely to confound the findings (Junco, 2013; see Section 1.2 for details). Theory-Directed Case Study Analysis. Also, there are now decades of research and reflection about using animals to extrapolate to humans and about using the laboratory to extrapolate to other social settings. Jeff Sauro, James R. Lewis, in Quantifying the User Experience (Second Edition), 2016. The researchers found limited evidence of convergent validity and discriminant validity for the motivation construct. As a rule of thumb, correlations between factors should be < 0.80 . Subscale reliabilities were similar to those reported in Bartneck et al. Cook, in International Encyclopedia of the Social & Behavioral Sciences, 2001. To establish convergent validity, researchers would need to show a significant correlation between an SNS engagement scale and a variable that is conceptually similar. Other constructs appear to be very similar, for example, perceived behavioral control and self-efficacy. If an SNS engagement scale had an association with amount of SNS use exceeding Brown's cutoff, this would indicate a lack of discriminant validity. We use cookies to help provide and enhance our service and tailor content and ads. These and other forms of methodological triangulation enable ‘strong inference’ in the natural and social sciences (Platt 1964) and affirm that the vast bulk of what is known is based on processes of indirect, vicarious learning. Construct validity has three components: convergent, discriminant and nomological validity. The most systematic application of the principle is found in the subjective expected utility model (SEUM; Edwards 1954) which is based directly on expected utility theory. These rival hypotheses are organized in four sets labeled threats to statistical conclusion, internal, external, and construct validity (Cook and Campbell 1979, Chap. We note that correlation attenuation, caused by the presence of measurement error, would be present in any study where sum scores of scales are used in place of factor analysis (Bollen & Lennox, 1991), and would lower the estimated strength of the relationship. In other words, they want to hire and retain persons having a high degree of social/emotional “intelligence.” Many measures of social/emotional intelligence have been designed since the term was first introduced in the 1920s. An early advocated rule of thumb for convergent validity is that the correlation between two measures designed to assess the same construct should be statistically significant and “sufficiently large to encourage further examination of validity” (Campbell and Fiske 1959, p. 82). Nevertheless, there is a clear conceptual difference between the two. All items loaded stronger on their associated factors than on other factors. Thus, social cognition models imply a more limited rationality than is sometimes suggested by their critics. We adopt Brown’s (2006, p. 131) recommendation that a correlation between two factors above 0.80 indicates a lack of discriminant validity. It can be concluded how each statement item can represent a variable. Others, such as paper-and-pencil situational judgment tests (e.g., respondents are given written scenarios and asked how they would react in that situation) do not correlate with personality measures, but, instead, correlate highly with cognitive ability scores. To ensure construct validity and reliabil-ity, the data should be collected in a large and appropri-ately representative sample of the target population. 2000) according to which knowers adapt to real-world environments by using overlapping and mutually substitutable informational sources to test and improve their knowledge of indirectly observable (distal) objects and behaviors. 0000004245 00000 n Theory and practice are also well developed for generalizing from a measure to an abstract construct or from an experimental treatment to a more general causal agent. Discriminant validity assumes that items should correlate higher among them than they correlate with other items from other constructs that are theoretically supposed not to correlate. And, fourth, empirical keying is not very informative with regard to designing training programs to improve social/emotional skills. Versions of the SEUM have been applied to a number of health behaviors (e.g., Sutton et al. Consequently, unidimensional scoring procedures cannot be applied and alternative approaches must be developed. This process of eliminative induction is a qualified form of Mill's joint method of agreement and difference and Karl Popper's falsificationist program. Audio clips are used for musical aptitude assessment, video clips depicting interpersonal interactions are used to assess social skills, and computer-assisted design tools are used to assess architectural design skills. Both the TRA and the TPB employ the strong form of the expectancy–value principle. Less widely-used criterion measures are discussed specifically for each scale in the Results section. The Intranet Satisfaction Questionnaire (ISQ) (Bargas-Avila et al., 2009; Lewis, 2013a; Orsini et al., 2013) is a questionnaire developed to measure user satisfaction with company intranets. A significant positive association with any of these indicators would support the criterion validity of an SNS engagement scale. Licensing and credential exams, for example, are evolving in ways that make their assessments more similar to on-the-job practices. In applied contexts, the judgments of each participant (subject) are externalized and made available to other participants. The WEBQUAL questionnaire was developed by Loiacono et al. 2). Qualitative Comparative Case Study Analysis. 0000005925 00000 n Since Campbell and Fiske (1959) defined convergent validity and discriminant validity, the tests for convergent validity and discriminant validity have evolved from checking the “high” and “low” correlation coefficients in the multitrait-multimethod context to specific rules of thumbs suggested by Fornell and Larcker (1981) in a multitrait-monomethod context. 0000002061 00000 n Quasi-experimentation, although it may use some of the features of classical experiments (e.g., repeated measures and control groups) should be contrasted with experiments in the analysis of variance tradition of Ronald Fisher, who envisioned experimenters who ‘having complete mastery can schedule treatments and measurements for optimal statistical efficiency, with the complexity of design emerging only from that goal of efficiency. The preferred level of correlation is the Rule of Thumb. Some major trends in computerized assessment are obvious. Social cognition models are often criticized for offering an unrealistically rational account of how people form intentions and make decisions. For example, a study using video as a medium of administration for situational judgment tests (SJTs) showed that video-based SJT scores did not correlate with either cognitive ability or personality measures, but the same scenarios were highly correlated with cognitive ability when presented using a paper-and-pencil format. To test the criterion validity of an SNS engagement scale, researchers should show that it is related to variables that are outcomes of SNS engagement. Aladwani and Palvia (2002) developed a questionnaire to capture key characteristics of Web quality from the user’s perspective. Extraordinary efforts are no longer necessary to develop innovative computerized assessments; instead, off-the-shelf hardware and software provide the capabilities to devise a wide variety of assessments. As we reported earlier, the various subscales produce moderate to high consistency in responding, indicating an acceptable level of reliability. To establish discriminant validity, an SNS engagement scale should not have an excessively strong association with scales that measure similar yet conceptually distinct constructs. In the behavioral and social sciences at the beginning of the twenty-first century, theory and practice are most developed when individuals or households are sampled to describe a human population. Theory and practice are also well developed for generalizing from a measure to an abstract construct or from an experimental treatment to a more general causal agent. However, for most of this time the researchers' ideas exceeded the capabilities of existing computers. It is a common rule of thumb that there should be at least 10 participants for each item of the scale, making an ideal of 15:1 or 20:1 (Clark and Watson 1995; DeVellis 2003; Hair (DeVellis 2003). <<721D3B801B363E4787D573D7F4507265>]>> (2002) to capture key characteristics of Web quality from a user perspective. In the behavioral and social sciences at the beginning of the twenty-first century, theory and practice are most developed when individuals or households are sampled to describe a human population. Therefore, the medium of administration seems to play an integral role in SJT validity. 0000001783 00000 n Subscale reliabilities were 0.82 for Content Quality and 0.84 for Intranet Usability. Various statistical tests were performed to assess the psychometric properties of the Godspeed. Though engagement and addiction share some common characteristics such as euphoria and cognitive salience (Charlton & Danforth, 2007), a robust body of theoretical and empirical work has shown that they are distinct constructs, particularly their relationships with different indicators of psychological well-being (e.g., Lin, Hung, Fang, & Tu, 2015; Wan & Chiou, 2006). Article Google Scholar Cronbach, L. (1951). Quasi-experimentation is part of a wider evolutionary critical-realist epistemology (see Campbell 1974, Cook and Campbell 1979, Shadish et al. In a study on the uncanny valley, Ho and MacDorman (2010) had participants rate computer animated characters and robots displayed via video clips using the Godspeed Questionnaire. In case you try to measure self-esteem by measuring the length of your finger using a ruler. “In November 2006, the ISQ was offered via www.Intranetsatisfaction.com in various languages for free on the Internet. Of course, as most readers are undoubtedly aware, these characteristics correspond to construct validity, discriminant validity, and reliability in measurement, respectively. Third, using a valid measure provides a solid foundation for examining other judgments or behaviors concerning a robot. Their quasi-experimental designs were contrasted with the classical laboratory experiments in which: an outcome variable is explained by a single independent (treatment) variable (the so-called ‘rule of one’); other possible explanations are ruled out through random selection of subjects; and the experimenter has virtually complete control over all contingencies. Discriminant validity is often neglected in describing the validity of measures (Fiske & Campbell, 1992). Unfortunately, empirical keying has a number of limitations. Unlike questionnaires designed to elicit information about a user’s state (e.g., satisfaction or other sentiment) as a consequence of interacting with a website, the goal of the GAIS was “to explore the underlying components of the attitudes of individuals to the Internet, and to measure individuals on those attitude components” (Joyce and Kirakowski, 2015, p. 506). Because this method examines possible configurations, and two or more different configurations may explain the same outcome in different cases, the qualitative comparative method should be contrasted with traditional (tabular) multivariate analysis. From an initial pool of 12 items drawn from previous questionnaires, their final questionnaire contained eight items (three for navigation, three for speed, and two for interactivity—with coefficient alphas of 0.85, 0.91, and 0.77, respectively). Construct reliability or internal consistency was assessed using Cronbach's alpha. 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