CHS: SMALL: Collaborative Research: Adaptive Development Environments: Modeling and Supporting Cognitive Styles of Software Developers
CHS: SMALL: Collaborative Research: Adaptive Development Environments: Modeling and Supporting Cognitive Styles of Software Developers
批准号:
2008089
负责人:
Anita Sarma
金额:
$25.0万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-10-01 至 2023-09-30
中文摘要
这项研究将探讨无缝支持软件开发人员不同认知风格和信息需求的机制,以便开发环境可以建模开发人员的行为并适应他们的个性化需求。软件开发是一项众所周知的复杂工作,需要开发人员使用一个信息分散在不同工具和存储库中的环境。尽管集成开发环境可能会有所帮助,但它们通常不足以支持开发人员的信息需求。主要障碍是开发环境不适应开发人员的认知方式和信息需求。该项目将提高对软件开发人员行为的了解,并将软件开发工具转变为更高效、更包容更广泛的软件开发人员群体。它还解决了一个与更广泛的参与有关的根本问题,即在解决问题时的个体差异。适应这些个体差异的模型和工具可能有助于公平竞争。该方法包括四个阶段:(1)进行实证研究以了解开发者的信息需求和认知风格;(2)基于开发者的认知风格构建开发者行为的预测模型;(3)创建支持开发者认知风格的开发环境;(4)评估预测模型和适应环境的有效性。这项工作将产生对认知风格的影响的深刻理解,开发人员如何学习和理解开发历史,以便将他们的工作放在过去和正在进行的变化的背景下。它的新颖之处在于,为程序员在编程时参与的更广泛的历史探索提供了一个综合的视角,并导致了经验证的预测模型,这些模型不仅模拟了开发活动如何受到认知风格差异的影响,而且还受到了手头的开发任务的影响。主要目标包括设计和评估一个新颖的环境,该环境不仅允许开发人员无缝地探索开发历史的不同方面,而且还可以适应支持开发人员的个人需求。收集的数据的广泛精选版本将被开发并与科学界共享,以促进对该主题的更多研究。该奖项反映了NSF的法定使命,并通过使用基金会的智力优势和更广泛的影响审查标准进行评估,被认为值得支持。
英文摘要
This research will investigate mechanisms to seamlessly support the different cognitive styles and information needs of software developers, such that development environments can model the developers' behavior and adapt to their individual needs. Software development is a notoriously complex endeavor that requires developers to use an environment where information is fragmented across different tools and repositories. Although integrated development environments may help, they are often inadequate in supporting developers' information needs. Major barriers are caused by development environments not adapting to the developers' cognitive styles and information needs. This project will advance the knowledge of software developers' behavior and transform software development tools to be more efficient and more inclusive to a wider population of software developers. It also addresses a fundamental issue concerning broader participation, that of individual differences in problem solving. Models and tools that accommodate these individual differences may help level the playing field. The methodology involves four stages: (1) conduct empirical studies to understand developers' information needs and cognitive styles, (2) build predictive models of developer behavior based on their cognitive styles, (3) create development environments that adapt to support developers' cognitive styles, and (4) evaluate the effectiveness of the predictive models and the adaptive environments. This work will generate a deep understanding of the impact of cognitive styles on how developers learn and make sense of the development history to place their work in the context of past and ongoing changes. It is novel in providing an integrated perspective on the broader set of history explorations in which programmers engage when they are programming as well as in leading to empirically validated predictive models that not only model how development activities are influenced by differences in cognitive styles, but also by the development task at hand. Key goals include the design and evaluation of a novel environment that not only allows developers to seamlessly explore different aspects of the development histories, but also adapts to support the individual needs of a developer. Extensive curated versions of the collected data will be developed and shared with the scientific community to promote additional research into the topic.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(9)
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Visual Resume: Exploring developers’ online contributions for hiring
视觉简历:探索开发人员的在线招聘贡献
DOI:
10.1016/j.infsof.2021.106633
发表时间:
2021
期刊:
Information and Software Technology
影响因子:
3.9
作者:
[Kuttal, Sandeep Kaur, Chen, Xiaofan, Wang, Zhendong, Balali, Sogol, Sarma, Anita]
通讯作者:
Sarma, Anita
DOI:
10.1109/icse-seis58686.2023.00007
发表时间:
2023-01
期刊:
2023 IEEE/ACM 45th International Conference on Software Engineering: Software Engineering in Society (ICSE-SEIS)
影响因子:
--
作者:
[Í. Santos;J. F. Pimentel;I. Wiese;Igor Steinmacher;A. Sarma;M. Gerosa]
通讯作者:
Í. Santos;J. F. Pimentel;I. Wiese;Igor Steinmacher;A. Sarma;M. Gerosa
DOI:
10.1109/icse-seis55304.2022.9794009
发表时间:
2022
期刊:
2022 IEEE/ACM 44th International Conference on Software Engineering: Software Engineering in Society (ICSE-SEIS
影响因子:
--
作者:
[Guizani, Mariam, Steinmacher, Igor, Emard, Jillian, Fallatah, Abrar, Burnett, Margaret, Sarma, Anita]
通讯作者:
Sarma, Anita
Supporting Code Comprehension via Annotations: Right Information at the Right Time and Place
通过注释支持代码理解:在正确的时间和地点提供正确的信息
DOI:
10.1109/vl/hcc50065.2020.9127264
发表时间:
2020
期刊:
2020 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC
影响因子:
--
作者:
[Adeli, Marjan, Nelson, Nicholas, Chattopadhyay, Souti, Coffey, Hayden, Henley, Austin, Sarma, Anita]
通讯作者:
Sarma, Anita
A new approach towards ensuring gender inclusive SE job advertisements
确保社会企业招聘广告性别包容的新方法
DOI:
10.1145/3510458.3513016
发表时间:
2022
期刊:
Proceedings of the2022 ACM/IEEE 44th International Conference on Software Engineering: Software Engineering in Society
影响因子:
--
作者:
[Kanij, Tanjila, Grundy, John, McIntosh, Jennifer, Sarma, Anita, Aniruddha, Gayatri]
通讯作者:
Aniruddha, Gayatri
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