G2TT
来源类型Research Reports
规范类型报告
DOIhttps://doi.org/10.7249/RR2208
ISBN9780833099952
来源IDRR-2208-DARPA
Priority Challenges for Social and Behavioral Research and Its Modeling
Paul K. Davis; Angela O'Mahony; Timothy R. Gulden; Osonde A. Osoba; Katharine Sieck
发表日期2018
出版年2018
页码186
语种英语
结论

Social-Behavioral (SB) Modeling Is Famously Hard but Has Great Potential

  • For SB modeling to achieve its potential, great advances are needed in understanding the states of complex adaptive systems and recognizing when interventions are and are not controllable.
  • Many SB issues are so-called wicked problems with no a priori solutions. If they are found at all, solutions must emerge from human interactions.
  • The very nature of social systems is structurally dynamic, so structure changes may emerge after interactions and events, which complicates modeling.
  • Obstacles to progress include disciplinary norms, mindsets, and some discrete scientific challenges, including out-of-kilter relationships among theory development, empiricism, and computational exploration.
  • Another obstacle is the need to rethink how social-behavioral models can be best used to aid decisionmaking. Given inherent uncertainties, emphasis should change from efforts to predict outcomes toward efforts to anticipate and understand possible outcomes and ways to improve the likelihood of desirable outcomes (perhaps with adaptations). This will include understanding when interventions are likely to be uncontrollable and perhaps counterproductive.
摘要

Investment priorities should be in six groups:

  • Improving the research cycle by tightening links among theory, modeling, and experimentation
  • Seeking more unifying and coherent theories while retaining alternative perspectives and confronting multidimensional uncertainty
  • Invigorating experimentation with modern data sources and emphasis on theory-observation iteration
  • Modernizing ways to use social-behavioral models for analysis to aid decisionmaking, in particular by drawing on lessons learned from other domains about using models to assist planning under deep uncertainty
  • Challenging theorists and technologists to provide related methods and tools, since existing ones are inadequate and often counterproductive
  • Nurturing the rest of the ecology needed (notably infrastructure, governance, and culture), and doing so in a way that adheres to the highest standards with regard to ethics, privacy, and responsible use of model-based analysis to inform policy decisions that may have profound effects

A mechanism for addressing the priorities should be able to identify a small number of grand challenges and, for each, to organize multiyear research using virtual social-behavioral modeling laboratories to stimulate cross-cutting, interdisciplinary, iconoclastic research addressing challenges in all of the six groups.

主题Analytic Gaming ; Complex Systems Analysis ; Exploratory Modeling ; Robust Decision Making
URLhttps://www.rand.org/pubs/research_reports/RR2208.html
来源智库RAND Corporation (United States)
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条目标识符http://119.78.100.153/handle/2XGU8XDN/108766
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Paul K. Davis,Angela O'Mahony,Timothy R. Gulden,et al. Priority Challenges for Social and Behavioral Research and Its Modeling. 2018.
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