TY - JOUR
T1 - The Taguchi approach to large-scale experimental designs
T2 - A powerful and efficient tool for advancing marketing theory and practice
AU - Moffett, Jordan W.
AU - Fennell, Patrick
AU - Harmeling, Colleen M.
AU - Sheehan, Daniel
AU - Bleier, Alexander
N1 - Publisher Copyright:
© Academy of Marketing Science 2024.
PY - 2024
Y1 - 2024
N2 - Current research often relies on narrowly focused experimental methods that address just a few independent variables or correlational designs, despite calls for future research to take big-picture perspectives that offer real-world applicability and causal evidence. This disparity likely reflects the constraints imposed by the need for extensive resources to conduct broad, causal examinations. To bridge this gap, the current article presents the Taguchi approach to large-scale experimental design, which remains notably underutilized in marketing research despite being well-established in other fields. Its effectiveness stems from the robust catalog of experimental design rubrics that can incorporate many different independent variables systematically and efficiently. The causal and efficient experimental option for broad scopes of investigation embraces the embeddedness of independent variables and thus can help build marketing theory and advance practice. This article details the fundamentals of the Taguchi approach, its relative advantages, and a three-step implementation process.
AB - Current research often relies on narrowly focused experimental methods that address just a few independent variables or correlational designs, despite calls for future research to take big-picture perspectives that offer real-world applicability and causal evidence. This disparity likely reflects the constraints imposed by the need for extensive resources to conduct broad, causal examinations. To bridge this gap, the current article presents the Taguchi approach to large-scale experimental design, which remains notably underutilized in marketing research despite being well-established in other fields. Its effectiveness stems from the robust catalog of experimental design rubrics that can incorporate many different independent variables systematically and efficiently. The causal and efficient experimental option for broad scopes of investigation embraces the embeddedness of independent variables and thus can help build marketing theory and advance practice. This article details the fundamentals of the Taguchi approach, its relative advantages, and a three-step implementation process.
KW - Experimental design
KW - Fractional factorial design
KW - Hypothesis testing
KW - Marketing theory
KW - Taguchi methodology
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U2 - 10.1007/s11747-024-01059-0
DO - 10.1007/s11747-024-01059-0
M3 - Article
AN - SCOPUS:85208430295
SN - 0092-0703
JO - Journal of the Academy of Marketing Science
JF - Journal of the Academy of Marketing Science
ER -