Field experiments in operations management
While the field experiment is a powerful and well-established method to investigate causal relationships, operations management (OM) has embraced this methodology only in recent years. This paper provides a comprehensive review of the existing OM literature leveraging field experiments and serves as...
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Institutional Knowledge at Singapore Management University
2022
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sg-smu-ink.sis_research-84912022-11-03T06:29:42Z Field experiments in operations management GAO, Yang LI, Meng SUN, Shujing While the field experiment is a powerful and well-established method to investigate causal relationships, operations management (OM) has embraced this methodology only in recent years. This paper provides a comprehensive review of the existing OM literature leveraging field experiments and serves as a one-stop guide for future application of field experiments in the OM area. We start by recapping the characteristics that distinguish field experiments from other common types of experiments and organizing the relevant OM studies by topic. Corresponding to the commonly overlooked issues in field experiment-based OM studies, we then provide a detailed roadmap, ranging from experimental design and implementation to post-experiment analysis. We outline the methodological issues and corresponding solutions when applying field experiments, and conclude by identifying future research directions from an OM perspective 2022-10-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/7488 https://ink.library.smu.edu.sg/context/sis_research/article/8491/viewcontent/SSRN_id4049267.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University review field experiments methodology A/B test IT Databases and Information Systems Operations and Supply Chain Management |
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review field experiments methodology A/B test IT Databases and Information Systems Operations and Supply Chain Management GAO, Yang LI, Meng SUN, Shujing Field experiments in operations management |
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While the field experiment is a powerful and well-established method to investigate causal relationships, operations management (OM) has embraced this methodology only in recent years. This paper provides a comprehensive review of the existing OM literature leveraging field experiments and serves as a one-stop guide for future application of field experiments in the OM area. We start by recapping the characteristics that distinguish field experiments from other common types of experiments and organizing the relevant OM studies by topic. Corresponding to the commonly overlooked issues in field experiment-based OM studies, we then provide a detailed roadmap, ranging from experimental design and implementation to post-experiment analysis. We outline the methodological issues and corresponding solutions when applying field experiments, and conclude by identifying future research directions from an OM perspective |
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GAO, Yang LI, Meng SUN, Shujing |
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GAO, Yang LI, Meng SUN, Shujing |
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GAO, Yang |
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Field experiments in operations management |
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Field experiments in operations management |
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Field experiments in operations management |
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Field experiments in operations management |
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Field experiments in operations management |
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field experiments in operations management |
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Institutional Knowledge at Singapore Management University |
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2022 |
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https://ink.library.smu.edu.sg/sis_research/7488 https://ink.library.smu.edu.sg/context/sis_research/article/8491/viewcontent/SSRN_id4049267.pdf |
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