With little knowledge comes great confidence: New Study Reveals Relationship between Knowledge, Confidence, and Attitudes Towards Science

Press Release: A new study, just published in Nature Human Behaviour, sheds light on the intricate interplay between knowledge, confidence, and attitudes towards science. The study, conducted by a strongly multidisciplinary team of scientists, led by LIP’s researcher Joana Gonçalves-Sá, presents compelling evidence that both overconfidence and negative attitudes towards science peak at intermediate knowledge levels.

Overconfidence has long been recognised as a critical problem in judgment and decision making. According to Cristina Mendonça, one of the lead authors of the new study: “Overconfidence occurs when individuals subjectively assess their aptitude to be higher than their objective accuracy. Past research has shown that miscalibrations in the internal representation of accuracy can have severe consequences but how to gauge these miscalibrations is far from trivial”. In the case of scientific knowledge, overconfidence might be particularly significant, as the lack of awareness of one's own ignorance can impact behaviours, pose risks to public policies, and even jeopardise health.

In the study published today, researchers examined four large surveys conducted over a span of 30 years in Europe and the USA, and sought to develop a novel confidence metric that would be indirect, independent across scales, and applicable to diverse contexts.

The research team used surveys with the format "True", "False", "Don't know" and devised a ratio of incorrect to "Don't Know" answers as an overconfidence metric, positing that incorrect answers could indicate situations where respondents believed they knew the answer but were mistaken, thus demonstrating overconfidence. In the words of Mendonça: “This metric has the advantages of being easy to replicate and not requiring individuals to compare themselves to others nor to explicitly state how confident they are.”

The results revealed two key findings. First, overconfidence tended to grow faster than knowledge, reaching its peak at intermediate levels of knowledge. Second, respondents with intermediate knowledge and high confidence also displayed the least positive attitudes towards science.

According to André Mata, one of the authors of the study: "This combination of overconfidence and negative attitudes towards science is dangerous, as it can lead to the dissemination of false information and conspiracy theories, in both cases with great confidence." To validate their conclusions, the researchers developed a new survey, quantitatively analysed the work of other colleagues and used two direct, non-comparative metrics of trust, which confirmed the trend that trust increases faster than knowledge.

The implications of these findings are far-reaching and challenge conventional assumptions about science communication strategies. According to the study coordinator Joana Gonçalves-Sá, “Science communication and outreach often prioritise simplifying scientific information for broader audiences. While presenting simplified information might offer a basic level of knowledge, it could also lead to increased overconfidence gaps among those with some (albeit little) knowledge. There is a common sense idea that ‘a little knowledge is a dangerous thing’ and, at least in the case of scientific knowledge that might very well be the case”.

Thus, the study suggests that efforts to promote knowledge, if not accompanied by an equivalent effort to convey a certain awareness of how much remains to be understood, can have unexpected effects. It also suggests that interventions should be targeted at individuals with intermediate knowledge, since they make up the majority of the population and tend to have the least positive attitudes towards science.

Nevertheless, the researchers caution that their confidence metric might not generalise to topics outside of scientific knowledge and surveys that penalise wrong answers heavily. The study also does not imply causality, and individual and cultural differences were observed.

Overall, this paper calls for further exploration of integrative metrics that can accurately measure both knowledge and confidence while considering potential differences in constructs.

The research paper, titled "Intermediate levels of scientific knowledge are associated with overconfidence and negative attitudes towards science" is available online in Nature Human Behaviour at https://www.nature.com/articles/s41562-023-01677-8 with DOI: 10.1038/s41562-023-01677-8 and can be made freely available by the authors via a request to spac@lip.pt. It was published on 14.09.2023. Nature also decided to highlight this study in a Research Briefing. __________________________________________________________________________________________

About the researchers:

The study was conducted by a multidisciplinary team of researchers led by Joana Gonçalves-Sá. Joana Gonçalves-Sá is the Coordinator Investigator of SPAC-LIP, and an ERCgrantee. This study, which started at Nova SBE, resulted from a collaborative effort from the three first authors, Simone Lackner, Frederico Francisco, and Cristina Mendonça, who have backgrounds in Neuroscience, Physics, and Psychology, respectively. Mata is an Auxiliary Professor at Faculdade de Psicologia, Universidade de Lisboa.
This study was partially funded by Welcome DFRH WIIA 60 2011 and ERC-Starting Grant FARE853566, both to JGS. The funders had no role in study design, data collection and analysis, decision to publish or preparation of the manuscript.
Contacts: Joana Gonçalves-Sá, LIP (Coordinator of the study), joanagsa@lip.pt Catarina Espírito Santo, LIP (head of communications), catarina@lip.pt www.lip.pt


May 14, 2023


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