Performance effects of early and late Six Sigma adoptions

Date01 May 2015
AuthorKevin Linderman,Morgan Swink,Brian W. Jacobs
Published date01 May 2015
DOIhttp://doi.org/10.1016/j.jom.2015.01.002
Journal of Operations Management 36 (2015) 244–257
Contents lists available at ScienceDirect
Journal of Operations Management
journal homepage: www.elsevier.com/locate/jom
Performance effects of early and late Six Sigma adoptions
Brian W. Jacobsa,, Morgan Swink b,1, Kevin Lindermanc,2
aMichigan State University, Eli Broad College of Business, 632 Bogue Street N370, East Lansing, MI 48824, United States
bTexas Christian University, Neeley Business School, PO Box 298530, Fort Worth, TX 76129, United States
cUniversity of Minnesota, Carlson School of Management, 321 19th Ave. S., Minneapolis, MN 55455, United States
article info
Article history:
Received 21 July 2014
Received in revised form 2 December 2014
Accepted 15 January 2015
Available online 29 January 2015
Accepted by Thomas Younghoon Choi
Keywords:
Six Sigma
Quality management
Administrative innovation
Adoption timing
Organizational learning
Empirical research
abstract
Operations managers confront the challenge of deciding when to implement various administrative inno-
vations such as Six Sigma, ISO 9000, and Lean. This research examines the operating performance effects
of early versus late adoption of Six Sigma process improvement. Using theories of organizational learn-
ing and knowledge transfer, we develop hypotheses describing the advantages of late adoption, and
factors that affect a firm’s ability to benefit from Six Sigma either as an early or late adopter. We test
our hypotheses using an event study methodology. The empirical results show that, on average, late
adopters in our sample enjoy significantly greater performance gains than early adopters. However, the
analysis also shows that the advantages of late adopters tend to be moderated by certain environmental
and structural characteristics of a firm. Specifically, late adoption has been favorable when firms operate
in low-velocity industries, when they primarily sell in business-to-business markets, when they have
good financial performance prior to adoption, and when they are large. Conversely, when adopters oper-
ate in conditions that have the opposite characteristics, then early adoption appears to have produced
better results. Understanding the effects of these factors can enhance managers’ abilities to determine
appropriate adoption timing to increase performance.
© 2015 Elsevier B.V. All rights reserved.
1. Introduction
Managers continuously search for administrative innovations
that can potentially improve their business processes and enhance
operating performance. Defined by Teece (1980, p. 464) as
“improvements in administrative techniques and in the organi-
zation of economic activity”, administrative innovations include
practices such as quality management, matrix management, and
zero-based budgeting (Westphal et al., 1997), and certifications
such as ISO 9000, ISO 14000, and C-TPAT (Ritchie and Melnyk,
2012). In this study, we focus on Six Sigma as an administrative
innovation. While managers search for new administrative innova-
tions like Six Sigma to improve performance, they face advertise-
ments and proposals from vendors, business consultants, and other
purveyors of such improvement methodologies. In a fast moving
world, managers have to decide whether, when, and how they
should adopt new innovations. Such decisions can significantly
Corresponding author. Tel.: +1 517 884 6370; fax: +1 517 432 1112.
E-mail addresses: jacobsb@broad.msu.edu (B.W. Jacobs),
m.swink@tcu.edu (M. Swink), linde037@umn.edu (K. Linderman).
1Tel: +1 817 257 7463; fax: +1 817 257 7227.
2Tel: +1 612 626 8632; fax: +1 612 624 8804.
impact an organization’s competitive standing, because they
affect the organization’s ability to maintain parity or even create
advantages over competitors. This study examines the important
question of when to adopt administrative innovations by study-
ing the impacts of early and late adoption of a widely diffused
innovative program, Six Sigma.
Administrative innovations like Six Sigma typically require
major reassignments of tasks and responsibilities across an organi-
zation; they can therefore be expensive and disruptive to adopt
(Teece, 1980). Accordingly, researchers have examined whether
such innovation adoptions lead to operating performance improve-
ments that exceed these investments. Examples include studies
of the performance effects of TQM (Yeung et al., 2006), ISO 9000
(Corbett et al., 2005), JIT (Kinney and Wempe, 2002), and Six
Sigma (Swink and Jacobs, 2012; Shafer and Moeller, 2012). On the
whole, these studies found that the decision to adopt administra-
tive innovations yields significant performance benefits. However,
the benefits may vary depending on when organizations decide
to adopt the administrative innovation. Importantly, the ease and
effectiveness of implementation may be influenced by the adop-
tion timing. Administrative innovations may be more difficult to
implement during early stages of diffusion, since little experi-
ence or knowledge has accumulated to guide adoptions. Without
such knowledge, organizations rely on learning-by-doing, which
http://dx.doi.org/10.1016/j.jom.2015.01.002
0272-6963/© 2015 Elsevier B.V. All rights reserved.

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