Showing posts with label construct validity. Show all posts
Showing posts with label construct validity. Show all posts

Sunday, May 31, 2026

Research Alert: Deary on Construct validity and intelligence differences: The murder board, the magic number, and the breadcrumb trail

Quick FYI email research alert post:  This is open access article.👍
 
Construct validity and intelligence differences: The murder board, the magic number, and the breadcrumb trail - ScienceDirect 
https://www.sciencedirect.com/science/article/pii/S0160289626000279?ref=cra_js_challenge&fr=RR-1
 
Abstract

In this piece there is a resume of some of the most-cited (though maybe less-than-closely-read) articles on construct validity, and a rediscovery that they articulate it in various ways, including destroying it. That moves on to considering: whether ideas about construct validity are different from/part of the philosophy of science; whether scientists generally and those, more specifically, working in intelligence, acquaint themselves with these ideas and guide their practice from having done so (and whether it matters if they don't); and whether the relationship between writers about construct validity/philosophy of science and empirical researchers is bite or bark (aka fire or smoke). Then, with attention to the construct/idea/field of individual differences in intelligence, there is an as-honest-as-introspection-affords account of what intelligence is like in this researcher's head: thus, the murder board, the magic number, and the breadcrumb trail. Conclusion: whereas intelligence test scores continue to accrue their impressive empirical regularities and its bio-, psycho-, and social- origins prove hard to divine, and whereas there will continue to be writings about construct validity, maybe most researchers in the field will continue to have their bespoke and more-or-less well-researched and -applied guardrails against bad science.
 
Select quotes:
 
“This preamble is by way of introducing that I thought it might be useful to try to put down how I represent—after more than 40 years of working on it—the construct validity of intelligence in my head. It's an idiographic approach, but it is intended to be an everyman account of the working- day utility that construct validity provides, including any personal wonkiness, vagueness, and inaccuracies.”
 
“The best metaphor I have been able to think of for how intelligence- differences-research-is-represented-in-my-brain is the murder board that one sees in TV detective programmes—the rather corny board with photos and post-it notes and other scraps of paper and writing, linked with bits of red tape secured with pins. The metaphor is just a way of representing the kinds of evidence that, to date, have accrued about and afford interpretations of cognitive test scores. The missing centre of the murder board is the culprit, though it might have suspects. With intelligence's murder board, we might have a holding note at the centre of the board with ‘intelligence' written on it. But, don't be fooled, that does not mean it is a thing, like the DNA molecule. Rather, it is a holding term for the load of stuff that surrounds it. For now, let's assume that that note called intelligence means the total score from a diverse battery of cognitive tests that were administered in a standardised way. It's that score, without assumptions about it (some will be thinking that there are always assumptions). The stuff that surrounds the ‘intelligence test score' note at the centre of the board records the empirical regularities found in relation to those scores. We might form a circle round it with notes that summarise phenotypic information; listing just a few examples, we would note the discovery and replication that cognitive tests tend to correlate positively (Carroll, 1993), that different batteries of cognitive tests afford a general cognitive component/factor that ranks people similarly (Johnson et al., 2008), that intelligence has high test- retest reliability and high longitudinal stability (Deary, 2014), that there are well-replicated ageing patterns (which tell us that there is a useful distinction between fluid and crystallised intelligence) (T. A. Salthouse, 2009), and so forth. It's been said many times before, but it's worth stating that intelligence (cognitive test scores) arguably enjoys more and more-robust empirical regularities than maybe anything else in psychology. At the centre of the board, then, we have haloes of well-replicated empirical regularities that surround test scores on diverse types of cognitive capability. Intelligence is a holding term for this (the suspect).”
 
 

Pardon typos and spelling errors-Message may be sent from iPhone and I've always had spelling problems :)


Wednesday, December 11, 2024

Applied #psychometrics 101: Strong programs of #constructvalidity—the #theory - #measurement framework with emphasis on #substantive & #structural validity - #WJIV #WJV #shoolpsychology #psychology

The validity of psychological tests “is an overall judgment of the degree to which empirical evidence and theoretical rationales support the adequacy and appropriateness of inferences and actions based on test scores or other modes of assessment” (Messick, 1995, p. 741).

The ability to draw valid inferences regarding theoretical constructs from observable or manifest measures (e.g., test or composite scores) is a function of the extent to which the underlying program of validity research attends to both the theoretical and measurement domains of the focal constructs (Bensen, 1998; Bensen & Hagtvet, 1996; Cronbach, 1971; Cronbach & Meehl, 1955; Loevinger, 1957; Messick, 1995; Nunnally, 1978). 


The theoretical—measurement domain framework that has driven the revisions of the WJ test batteries, particularly from the WJ-R to the forthcoming WJ V cognitive and achievement test batteries (Q1, 2025; COI disclosure: I am a coauthor of the current WJ IV and forthcoming WJ V), is represented in the figures below.  


The goal of this post is to provide visual-graphic (Gv) images that hopefully, if properly studied by the reader (and if I did a decent job), provide the basic concepts of what constitutes the substantive component (and to a more limited extent the structural component) of a strong program of construct validity—in particular, the theoretical-measurement domain mapping framework used in the WJ-R to the forthcoming WJ V. The external stage of construct validity is not highlighted in this current post.  The goal is for conceptual understanding…thus the absence of empirical data, etc.


For those who want written background information, the most succinct conceptual overview of a “strong program of construct validation” is Bensen (1998; click to download and read).  


Otherwise…sit back and enjoy the Gv presenation…where five images equal at least one or more chapter in a technical manual :). 


Be sure to click on each image to enlarge (and make readable)


This figure below was first published in a book on CHC theoretical (then known as Gf-Gc) interpretation of the Wechsler intelligence test batteries (Flanagan, McGrew, & Ortiz, 2000).









Yea…I know.  The following figure uses Gv as the sample cognitive ability construct domain and not Gf as in the prior figure.  I first crafted the figure below in 2005 and don’t have the time (nor attentional control focus bandwidth) to make a new version.  Consider the switch from the Gf domain (above) to Gv (below) as a test of your understanding of the material…and ability to generalize what you have learned.  And yes, I do see there is a spelling error (“on” for “one”)…but it is an old image file and I don’t have time to “clean it up” as noted above.  The primary new feature is the addition of the concept  of developing developmentally (difficulty) ordered sets of test items for the underling ability trait scales for manifest indicator tests C and D under the CHC theoretical narrow ability domain of spatial scanning, under the broad ability domain of Gv. This is where IRT (Rasch model) item scaling is involved.




The following figure is drawn from the WJ IV technical manual (McGrew, LaForte, Schrank, 2014) and illustrates the three-stage structural validity process used in the WJ IV.  The same process, with slightly different age groups and the addition of exploratory hierarchical psychometric network analysis (see exciting and ground-breaking work of Dr. Hudson Golino and colleagues) during stage 2A, will be presented in the WJ V technical manual (LaForte, Dailey & McGrew, Q1-2025).




Saturday, February 21, 2015

Research Byte: Strong working memory (WM)--fluid intelligence (Gf) relationship not due to time allowed on both sets of tasks

Very good article that does not support Chuderski's research that had suggested a relationship between time on task (not the same as cognitive processing speed-Gs) and fluid reasoning or working memory. The current study reinforces the very high (but not 1.0) effect size from working memory to Gf. However, how much time an individual (at least for young adults) spends on working memory or fluid tasks does not explain the strong WM--Gf relation. Generalization to children and the elderly cannot be made without further research.

What I find particularly interesting is the authors hypothesis that one possible general mechanism explanation for the WM-->Gf link is temporal based processing of information. This is consistent with the temporal power resolution hypotheses (or temporal g) of Rammsayer and colleagues and a large body of research I have reported at the Brain Clock blog. If you visit that link, pay particular attention to the MindHub Pub2 that presents a three-level hypothesized model for understanding the IM effect. Note that at the lowest neurocognitive and biological level of intelligence research, I have hypothesized that temporal g (and not Jensen's reaction time g) may be one of the key domain-general mechanisms driving critical cognitive abilities, especially working memory and fluid intelligence.

As per the recent four-level reductionistic framework (see brief 10 minute video explanation) I have offered to organize intelligence related research (adapted from Earl Hunt's work), the current study links research at the psychometric, information processing, and neurocognitive and biological (neural efficiency) levels.

Click on images to enlarge.













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Thursday, November 13, 2014

Gf (Ravens) training: Improved Gf, Gv, or cognitive strategies?

Very thought provoking article with solid methodological recommendations for conducting research on brain training programs that are inteneded to increase fluid intelligence (Gf) or working memory (Gwm).




Click on image to enlarge


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