![stats modeling the world 3rd edition ch 6 answers stats modeling the world 3rd edition ch 6 answers](https://www.canada.ca/content/dam/phac-aspc/images/services/publications/healthy-living/maternity-newborn-care-guidelines-chapter-6/ch6_eng_thumb.jpg)
For example, in hypothesis-testing inquiries, good research practices include conducting studies that are designed with adequate statistical power to increase the likelihood of finding an effect when the effect exists. In theory, improving research practices is noncontroversial in practice, any new requirements or standards may be a burden on tight budgets. Third, researchers have an obligation to act in ways that serve the public for many reasons: research is often supported by taxpayer dollars, research results are used to inform medical and health decisions that affect people, and results underlie public policies that shape our world. Second, researchers have an obligation to themselves to act in a responsible and honest way. First, because the scientific advances of tomorrow are built on the research of today, researchers have an obligation to conduct responsible research that is valid and worth the trust of their colleagues.
![stats modeling the world 3rd edition ch 6 answers stats modeling the world 3rd edition ch 6 answers](https://flameinstitute.com/wp-content/uploads/2015/11/Picture-157-e1448451849315-204x306.jpg)
The most recent guide ( National Academy of Sciences, National Academy of Engineering, and Institute of Medicine, 2009) describes three overarching obligations for scientists. The guide, along with updates in 19, laid out standards for responsible research conduct that apply across scientific fields and types of research. This booklet, directed at students in the early phases of their research careers, noted that scientific research involves making difficult decisions based on “value-laden judgments, personal desires, and even a researcher’s personality and style” (p. In 1989, the National Academy of Sciences published its first guide to responsible research, On Being a Scientist. As the committee is generally averse to displacing funds that could be applied to discovery research, we have chosen to frame our funding recommendations in terms that urge their consideration and respect the agency’s or organization’s responsibility to weigh the merits against other priorities. The committee’s philosophy behind this approach is that we do not apprehend all the priorities that apply to an agency such as NSF. The recommendations below to improve reproducibility and replicability are generally phrased to allow flexibility in their adoption by funding agencies and the National Science Foundation (NSF). Ubiquity of advanced computation and the globalization of research capabilities and collaborations. Broad efforts to improve research practices through education and stronger standards are a response to changes in the environment and practice of science, such as the near Rigorous research practices were important long before reproducibility and replicability emerged as notable issues in science, but the recent emphasis on transparency in research has brought new attention to these issues. Improving substandard research practices-including poor study design, failure to report details, and inadequate data analysis-has the potential to improve reproducibility and replicability by ensuring that research is more rigorous, thoughtful, and dependable. STRENGTHENING RESEARCH PRACTICES: BROAD EFFORTS AND RESPONSIBILITIES The chapter presents a number of the committee’s key recommendations. After considering broad issues related to strengthening research practices, this chapter will review efforts focused on computational reproducibility, a number of which will also have a positive effect on replicability, and then move to a discussion of efforts that seek mainly to improve replicability. This chapter describes current and proposed efforts to improve reproducibility and replicability-or to reduce unhelpful sources of non-replicability. Improving Reproducibility and Replicability