Zoé Ziani, Ph.D.’s Post

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People Analytics Researcher | Behavioral Scientist

The (beautiful) graph below is not a modernist painting from a cerebral European artist: It shows how fragmented the field of psychological science has become! 🤔 Based on two large datasets from the American Psychology Association that track constructs, measures, and research in psychological science, a team of researchers investigated the degree of fragmentation in psychological science (and 5 sub-fields: Cognitive Psychology, Educational and Developmental Psychology, Health and Clinical Psychology, Industrial/Organizational Psychology, and Personality and Social Psychology). By fragmentation, they mean “how many constructs and measures are there, and how often are they re-used across papers”? Their findings are sobering: ➡ There have been approximately 39000 novel constructs and 43000 novel measures published since 1993 in psychological science. ➡ 53% of these measures have never been used outside of the paper that introduced them. In I/O Psychology, and Personality & Social Psychology, this number goes up to 70% and 54% respectively. ➡ They observe a slow trend towards greater fragmentation, with I/O Psychology having the highest level of fragmentation since 2003. In the treemap plot below, each tile represents a measure, and the size of each tile is proportional to how often the measure is used. The greater the number of small tiles, the more fragmented the field is. The fact that it looks like a pointillist painting is very bad news… What does this mean about the state of psychological science then? 1️⃣ We have way too many constructs and measures that are poorly defined. Researchers are very keen to come up with new constructs and measures when doing psychological research, but rarely go through the boring (but essential) work of defining the boundaries of their proposed constructs; or of studying the psychometric properties of their proposed measures. 2️⃣ It makes it very difficult to build cumulative knowledge. In a world in which they are dozens and dozens of different constructs describing phenomena that are, at face value, indistinguishable from each other; or dozens and dozens of different scales purporting to measure the same construct, it becomes very difficult to agree on what we know and do not know. Until journals stop rewarding novelty (at the expense of methodological rigor in construct definition and scale development), and researchers stop coming up with new (and often low-quality) constructs and measures, the fragmentation of the field will continue. As the authors point out, psychological measures aren’t supposed to be like toothbrushes: We must encourage researchers to reuse psychological constructs / measures that have been developed and used by others... as long as these constructs and measures were properly developed, of course. #Science #PsychologicalScience #Research

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Kevin S.

People are complex; my teams and I make them easier to understand.

2mo

I wonder if this behavior is driven by the high citation rates that successful measures and buzzword constructs generate. In any case, if you feel overwhelmed by the plethora of personality and cognitive ability constructs and measures, Deniz S. Ones and I created standardized taxonomies for both domains and mapped thousands of measures to consistently defined constructs. Free, searchable versions: Personality construct definitions: https://stanek.workpsy.ch/personality-map/personality-taxonomy/ Personality measures of each construct: https://stanek.workpsy.ch/personality-map/personality-measure-compendium/ Cognitive ability construct definitions: https://stanek.workpsy.ch/cognitive-ability-map/cognitive-ability-taxonomy/ Cognitive ability measures of each construct: https://stanek.workpsy.ch/cognitive-ability-map/cognitive-ability-test-compendium/ Book chapter describing methodology: https://www.academia.edu/download/67438490/Ones_et_al._2018_Taxonomies_and_compendia_of_cognitive_ability_and_.pdf

Jennifer Pierce, PhD

Founder @ Singular XQ | Performance Anthropology

2mo

This is fascinating. This is the kind of work that I got excited about. In about 2009 or so, there was a company that's still out there, Wolfram Alpha, that was discovering patterns in research based on click streams, and it revealed some troubling and rich insights on how researchers think through problems. My first gut response to your reflection on this was that the field has become more fragmented and divergent, and psychology's practice and popular perception have become less divergent and more homogenous. There are popular memes in clinical psychology and popular psychology, underscoring the gap in publishing and actual use. The more novel and diverse, the less impact it would seem! I'm an interdisciplinary scholar, but from where I sit, this is driven by some degree of territoriality within the field, do you think? Once one person in your department or in your field is writing about something, you must find something else to write and research for survival. What else are you seeing driving this?

How does the degree of fragmentation relate to the number of publishing psychologists? Is there greater fragmentation per se, or is there a relatively stable rate of measures per working psychologist and more psychologists year over year?

Roi Shir Dishon

Research assistant and PHD Candidate - WHU

2mo

I love it! It is so similiar to what we see in society; people are looking to more specific segmentation, more independent definition of themselves, their job and their talents. The new wave of research (and community ) is going to be the “back to basic” movement - going back yo higher more overarching constructs and simplified explanations. The future big names will be those who will harmonize and stitch together the fragments.

Thank you for sharing this Zoé Ziani, Ph.D.! This is super fascinating and also yet, unsurprising. Seeing a visual depiction of it really does bring the point home. I think you also hit the nail on the end with what you said at the end. Until researchers are incentivized to work with these preexisting measures (i.e., more publishing of replication studies, validation studies, etc.), the fragmentation is likely to continue and get even worse. I will say that, in some cases, I do find it important that certain new measures are being conceptualized and created. Unfortunately, so many psychometric measures have only been tested on specific populations, with minoritized communities often being left out of the equation.

Sarah Ellen O'Farrell

Behavioural & Psychological Scientist // Healthcare Innovation & Behaviour Change Advisor

2mo

Fascisating Zoe! What do you think is behind the drive to create novel constructs and measures when existing ones may do?

Sarah Osman

Founder @ Osman Advisory Services and Ela | Social and Behavioural Science Expert | Strategic use of AI

2mo

Very interesting! The work being done by Human Behaviour-Change Project and their Behaviour Change Ontology is supposed to help with creating some of the needed alignment, I think.

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