Methods for assessing replication
Methods for assessing replication
批准号:
1841075
负责人:
Larry Hedges
金额:
$110.32万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-09-01 至 2023-08-31
中文摘要
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英文摘要
Replication of prior findings and results is a fundamental feature of science and is part of the logic supporting the claim that science is self-correcting. However, there is little prior research on the methodology for studying replication. Research involving meta-analysis and systematic reviews that summarizes a collection of research studies is more common. However, the question of whether the findings from a set of experimental studies replicate one another has received less attention. There is no clearly defined and widely accepted definition of a successful replication study or statistical literature providing methodological guidelines on how to design single replication studies or a set of replication studies. The research proposed here builds this much needed methodology. This project is funded by the Discovery Research PreK-12 Program, which funds research and development on STEM innovations and approaches.The goal of this project is to formalize subjective ideas about the important concept of replication, provide statistical analyses for evaluating replication studies, provide properties for evaluating the conclusiveness of replication studies, and provide principles for designing conclusive and efficient programs of replication studies. It addresses three fundamental problems. The first is how to define replication: What, precisely, should it mean to say that the results in a collection of studies replicate one another? Second, given a definition of replication, what statistical analyses should be done to decide whether the collection of studies replicate one another and what are the properties of these analyses (e.g., sensitivity or statistical power)? Third, how should one or more replication studies be designed to provide conclusive answers to questions of replication? The project has the potential for impact on a range of empirical sciences by providing statistical tools to evaluate the replicability of experimental findings, assessing the conclusiveness of replication attempts, and developing software to help plan programs of replication studies that can provide conclusive evidence of replicability of scientific findings.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.
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DOI:
10.1111/rssa.12688
发表时间:
2021-03-31
期刊:
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY
影响因子:
2
作者:
[Hedges, Larry V., Schauer, Jacob M.]
通讯作者:
Schauer, Jacob M.
DOI:
10.1214/20-aoas1387
发表时间:
2021
期刊:
The Annals of Applied Statistics
影响因子:
--
作者:
[Schauer, Jacob M., Fitzgerald, Kaitlyn G., Peko-Spicer, Sarah, Whalen, Mena C., Zejnullahi, Rrita, Hedges, Larry V.]
通讯作者:
Hedges, Larry V.
Consistency of effects is important in replication: Rejoinder to Mathur and VanderWeele (2019).
效果的一致性在复制中很重要:Rejoinder to Mathur and VanderWeele (2019)。
DOI:
10.1037/met0000237
发表时间:
2019
期刊:
Psychological Methods
影响因子:
7
作者:
[Hedges, Larry V., Schauer, Jacob M.]
通讯作者:
Schauer, Jacob M.
DOI:
10.1027/1614-2241/a000173
发表时间:
2019
期刊:
Methodology
影响因子:
--
作者:
[Hedges, Larry V.]
通讯作者:
Hedges, Larry V.
DOI:
10.3102/1076998619852953
发表时间:
2019-06
期刊:
Journal of Educational and Behavioral Statistics
影响因子:
2.4
作者:
[L. Hedges;J. Schauer]
通讯作者:
L. Hedges;J. Schauer
Improving Evaluations of R&D in STEM Education
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批准号:1937719
-
项目类别:Standard Grant
-
资助金额:$82.27万
-
财政年份:2019
-
负责人:Larry Hedges
-
依托单位:
Methods to Protect Privacy in State Longitudinal Data Systems Research Files
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批准号:1437953
-
项目类别:Standard Grant
-
资助金额:$71.06万
-
财政年份:2014
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负责人:Larry Hedges
-
依托单位:
Improving the Generalizability of Findings from Educational Evaluations
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批准号:1118978
-
项目类别:Standard Grant
-
资助金额:$99.81万
-
财政年份:2011
-
负责人:Larry Hedges
-
依托单位:
Research Design and Multilevel Statistical Methods in STEM Evaluation Research
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批准号:1137257
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项目类别:Standard Grant
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资助金额:$4.88万
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财政年份:2011
-
负责人:Larry Hedges
-
依托单位:
海外基金