Research and Innovation Division, Busara Center for Behavioral Economics, Nairobi, Kenya.
Laboratoire Interuniversitaire de Psychologie, Université Grenoble Alpes.
Perspect Psychol Sci. 2023 May;18(3):607-623. doi: 10.1177/17456916221082970. Epub 2022 Oct 3.
Progress in psychology has been frustrated by challenges concerning replicability, generalizability, strategy selection, inferential reproducibility, and computational reproducibility. Although often discussed separately, these five challenges may share a common cause: insufficient investment of intellectual and nonintellectual resources into the typical psychology study. We suggest that the emerging emphasis on can help address these challenges by allowing researchers to pool their resources together to increase the amount available for a single study. However, the current incentives, infrastructure, and institutions in academic science have all developed under the assumption that science is conducted by solo principal investigators and their dependent trainees, an assumption that creates barriers to sustainable big-team science. We also anticipate that big-team science carries unique risks, such as the potential for big-team-science organizations to be co-opted by unaccountable leaders, become overly conservative, and make mistakes at a grand scale. Big-team-science organizations must also acquire personnel who are properly compensated and have clear roles. Not doing so raises risks related to mismanagement and a lack of financial sustainability. If researchers can manage its unique barriers and risks, big-team science has the potential to spur great progress in psychology and beyond.
心理学的进展受到了一些挑战的阻碍,这些挑战涉及可复制性、可推广性、策略选择、推理可重复性和计算可重复性。尽管这些挑战通常是分开讨论的,但它们可能有一个共同的原因:在典型的心理学研究中,智力和非智力资源的投入不足。我们认为,新兴的 (合作科学)强调可以通过让研究人员共同投入资源来增加单个研究的可用资源,从而有助于解决这些挑战。然而,学术科学中的当前激励机制、基础设施和机构都是在科学由独立的主要研究者及其依赖的受训人员进行的假设下发展起来的,这种假设为可持续的大团队科学设置了障碍。我们还预计,大团队科学会带来独特的风险,例如大团队科学组织可能被不负责任的领导人所利用、变得过于保守,并在大规模上犯错误。大团队科学组织还必须获得得到适当补偿且角色明确的人员。如果不这样做,就会带来与管理不善和缺乏财务可持续性相关的风险。如果研究人员能够管理其独特的障碍和风险,大团队科学有可能在心理学及其他领域取得巨大进展。