Suppr超能文献

成本效益考量对在现实世界计算机编程任务中投入认知努力的决策影响有限。

Cost-benefit considerations have limited effect on the decision to exert cognitive effort in real-world computer-programming tasks.

作者信息

Lachman Itamar, Hadar Irit, Hertz Uri

机构信息

Department of Information Systems, University of Haifa, Haifa, Israel.

Department of Cognitive Sciences, University of Haifa, Haifa 3498838, Israel.

出版信息

R Soc Open Sci. 2022 Jun 22;9(6):211885. doi: 10.1098/rsos.211885. eCollection 2022 Jun.

Abstract

Recent research shows that people usually try to avoid exerting cognitive effort yet they are willing to exert effort to gain rewards. This cost-benefit framework provides predictions for behaviour outside the laboratory. Nevertheless, the extent to which such considerations affect real-life decisions is not clear. Here we experimentally examined computer-programmers' decisions to write code in a reusable manner, using functions, which demands an initial investment of cognitive effort or to clone and tweak code, a strategy whose cost increases with repetitions. Only a small portion of our participants demonstrated sensitivity to the benefits and costs of programming strategies. When asked to solve the tasks, participants tended to avoid using functions, demonstrating biased effort estimation. By contrast, when asked how they to solve the tasks, participants tended to demonstrate an opposite trend, overestimating effort, in line with an injunctive norm involving the overuse of functions. In the context of real-world problems, the effect of cost-benefit considerations may therefore be limited by task-irrelevant factors. Our interdisciplinary approach may be useful in providing novel theoretical insights and in promoting cognitive-effort investments outside the laboratory.

摘要

近期研究表明,人们通常会尽量避免付出认知努力,但他们愿意为获得奖励而付出努力。这种成本效益框架为实验室之外的行为提供了预测。然而,这些考量在多大程度上影响现实生活中的决策尚不清楚。在此,我们通过实验研究了计算机程序员以可复用方式编写代码(即使用函数,这需要初始的认知努力投入)或克隆并调整代码(一种成本随重复次数增加的策略)的决策。我们的参与者中只有一小部分表现出对编程策略的收益和成本敏感。当被要求解决任务时,参与者倾向于避免使用函数,表现出有偏差的努力估计。相比之下,当被问及他们会如何解决任务时,参与者倾向于表现出相反的趋势,高估努力程度,这与涉及过度使用函数的指令性规范一致。在现实世界问题的背景下,成本效益考量的影响可能因此受到与任务无关因素的限制。我们的跨学科方法可能有助于提供新颖的理论见解,并促进实验室之外的认知努力投入。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6521/9214280/a021e0ff2d43/rsos211885f01.jpg

相似文献

1
Cost-benefit considerations have limited effect on the decision to exert cognitive effort in real-world computer-programming tasks.
R Soc Open Sci. 2022 Jun 22;9(6):211885. doi: 10.1098/rsos.211885. eCollection 2022 Jun.
2
Does effort-cost decision-making relate to real-world motivation in people living with HIV?
J Clin Exp Neuropsychol. 2021 Dec;43(10):1032-1043. doi: 10.1080/13803395.2022.2058464. Epub 2022 Mar 31.
3
Decomposing the motivation to exert mental effort.
Curr Dir Psychol Sci. 2021 Aug 1;30(4):307-314. doi: 10.1177/09637214211009510. Epub 2021 Aug 3.
4
Caffeine increases psychomotor performance on the effort expenditure for rewards task.
Pharmacol Biochem Behav. 2012 Oct;102(4):526-31. doi: 10.1016/j.pbb.2012.06.016. Epub 2012 Jun 29.
5
On the accuracy of code complexity metrics: A neuroscience-based guideline for improvement.
Front Neurosci. 2023 Feb 7;16:1065366. doi: 10.3389/fnins.2022.1065366. eCollection 2022.
6
Cost-benefit trade-offs in decision-making and learning.
PLoS Comput Biol. 2019 Sep 6;15(9):e1007326. doi: 10.1371/journal.pcbi.1007326. eCollection 2019 Sep.
8
Too hard, too easy, or just right? The effects of context on effort and boredom aversion.
Psychon Bull Rev. 2024 Dec;31(6):2801-2810. doi: 10.3758/s13423-024-02528-x. Epub 2024 Jun 5.
9
Is all mental effort equal? The role of cognitive demand-type on effort avoidance.
Cognition. 2023 Jul;236:105440. doi: 10.1016/j.cognition.2023.105440. Epub 2023 Mar 15.
10
Neurocomputational mechanisms underlying subjective valuation of effort costs.
PLoS Biol. 2017 Feb 24;15(2):e1002598. doi: 10.1371/journal.pbio.1002598. eCollection 2017 Feb.

本文引用的文献

1
Is the juice worth the squeeze? Learning the marginal value of mental effort over time.
J Exp Psychol Gen. 2022 Oct;151(10):2324-2341. doi: 10.1037/xge0001208. Epub 2022 Apr 7.
2
Decomposing the motivation to exert mental effort.
Curr Dir Psychol Sci. 2021 Aug 1;30(4):307-314. doi: 10.1177/09637214211009510. Epub 2021 Aug 3.
3
Learning how to behave: cognitive learning processes account for asymmetries in adaptation to social norms.
Proc Biol Sci. 2021 Jun 9;288(1952):20210293. doi: 10.1098/rspb.2021.0293. Epub 2021 Jun 2.
4
Expectations of reward and efficacy guide cognitive control allocation.
Nat Commun. 2021 Feb 15;12(1):1030. doi: 10.1038/s41467-021-21315-z.
5
Forced choices reveal a trade-off between cognitive effort and physical pain.
Elife. 2020 Nov 17;9:e59410. doi: 10.7554/eLife.59410.
6
Effort shapes social cognition and behaviour: A neuro-cognitive framework.
Neurosci Biobehav Rev. 2020 Nov;118:426-439. doi: 10.1016/j.neubiorev.2020.08.003. Epub 2020 Aug 17.
7
What comes to mind?
Cognition. 2020 Jan;194:104057. doi: 10.1016/j.cognition.2019.104057. Epub 2019 Sep 26.
8
Normative foundations of human cooperation.
Nat Hum Behav. 2018 Jul;2(7):458-468. doi: 10.1038/s41562-018-0385-5.
9
Mental labour.
Nat Hum Behav. 2018 Dec;2(12):899-908. doi: 10.1038/s41562-018-0401-9. Epub 2018 Sep 3.
10
Motivational fatigue: A neurocognitive framework for the impact of effortful exertion on subsequent motivation.
Neuropsychologia. 2019 Feb 4;123:141-151. doi: 10.1016/j.neuropsychologia.2018.04.030. Epub 2018 May 5.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验