DEWEY
^
\^<,Determinants
ofInnovation Capability at theProject-Team
Level:
Team
Building,Reward,
and
Selectionby
C.
Annique
Un
December
2000WP#4147
C.
Annique
Un,2000
The paper is derived from
my
thesis at the Sloan School of Management, Massachusetts Institute of Technology. The MIT-Japan Program Starr Foundation, the CS Holding Fellowship in International Business, andthe Massachussets Institute ofTechnology Doctoral Fellowship provided funding for this study. I would like to
thank themanagers ofthecompanies studiedforsharingtheirexperiences withme.The comments ofparticipantsat
the Massachusetts Institute of Technology Proseminar helped improve the paper. I am also grateful to Eleanor
Westney, Michael Beer, John Carroll, and Alvaro Cuervo-Cazurra for their comments and suggestions. All errors
Determinants
of Innovation Capabilityat theProject-Team
Level:Team
Building,Reward,
and
SelectionAbstract
This paper examines
how
companies develop the innovation capability at the projectteam
level using both comparative case studies followed by a large sample survey of 182 innovation project teams in 38 companies.The
paper proposesthat notonh
projectteam
factors,particularly communication, cooperation, and team overlapping support this capability, but also project
team
management
practices, specificallyteam
building, reward, and selection, facilitatethe
development
ofthis capability directly and indirectly by supporting theteam
processes.The
results reveal that in developing this capabilitj', the facilitators of
knowledge
mobilization,through communication, and the facilitator of
knowledge
creation, through overlapping knowledge, should be consideredseparately.Among
theteam
factors,team
internal and externalcommunication
frequenc> and o\erlappingknowledge
support aw
ide range ofoutcomes
ofthis capabilit)': product innovation, efficiency in terms ofresources used in achie\'ing the innovation, speed-to-market ofthe innovation, and customer satisfaction with the innovation.Among
the projectteam
practices,team
building supports a wide range ofoutcomes
of the innovation capability, followedby
reward, and selection. Specifically,team
building supports product innovation, speed-to-market of the innovation, and customer satisfaction with the innovation.Moreover, it indirectly supports this capability by facilitating team internal and external
communication
frequency. Projectteam
reward supports only customer satisfaction with the innovation.Team
membership
selection basedon
tenure di\ersity better ensures overlappingknowledge
on
teams than selection basedon
overlapping knowledge. Therefore, the keydeterminant ofinno\ationcapability at the project-team level is team building rather than reward
as frequently proposed.
INTRODUCTION
The
innovation capability is critical for competitive advantage, butwe
stilldo
notknow
how
to develop it. This capability has been discussed as "integrative capability" (Lavvxence andLorsch. 1967), '"core
competence"
(Prahalad and Hamel. 1990), "combinative capability" (Kogutand Zander, 1992), and
"dynamic
capability" (Teece, Pisano, and Shuen. 1997), and theseauthors considered it as key for competition.
While
the level of analysis of the capabilityliterature is the organization, the unit ofanalysis is project
team
withmembers
coming
togetherto share
knowledge
and createknowledge
for innovation (Leonard-Barton, 1995;Nonaka
and Takeuchi, 1995).However,
despite the extensive debate about the value of firms' capability tomobilize
knowledge
and createnew
knowledge
for innovation, there is still limitedunderstanding of
"how"
companies
develop it or the key factors andmanagement
practices thatfirms can use to develop this capability
when
organizing for innovation.As
Wernerfelt (1997)states:
We
havemade
progress in discussing resources in terms oftheir effects butwe
do
notknow
what
they are . . .Many
resources are onlyknown
indirectly.A
good example
of this is'group resources'
what
exactly is it thatmakes
one group of people better at doing somethingthananother? (p. XVIII)
Therefore, the overarching research question ofthis paper is.
What
are the projectteam
processes and
management
practices that facilitateknowledge
mobilization and creation forinnovation? In answering this question, I link and integrate the theoretical approaches of the
resource-based theory ofthe firm, specifically the literature
on
organizational capabilities (Kogutand Zander, 1992; Prahalad and
Hamel,
1990; Leonard-Barton, 1995) and the team-levelThe
empirical study is basedon
surveys of 182 cross-functional innovation teams of 38large
companies
in the computer, photo imaging, and automobile industrieswhose
taskwas
touse market
knowledge
about products and services to generate innovation in response tocustomer
demands.
Inorder to avoid respondent bias, ineachcompany,
the projectmanager
andproject
team
leaders answered the surveys. Prior to the surveys, extensive qualitative datathrough fieldobservation and interviews
which
analyze"how"
companies
develop this capabilityat the project
team
level through processes and practices, not presented in this study,was
conducted to generate in-depth understanding of
how
companies
develop this innovationcapability.
The
rest of the paper is organized as follows: Section 2 discusses the theory andhypotheses. Section 3 presents theresearch design. Section4 provides the results, and section 5
presentsthe discussionandconclusions.
THEORY
AND HYPOTHESES
This paper
draws
on two
streams ofliterature in understanding factors andmanagement
practices that facilitate the development of innovation capability at the projectteam
level.The
literature
on
capabilities based in the resource-based theory ofthe firm explainwhy
capabilitiesare important for competition while the innovation literature that focuses on the project
team
level processes and
outcomes
providesome
understandingon
how
this capability might be developed,when
organizedfor innovation.Innovation Capability
Innovation capability is related to organizational capability,
which
deals with anorganization's ability to
combine
differenttypes ofresources,especially firm-specificknowledge
their competitive advantage. Organizational capability is
viewed
as a type ofstrategic resource(Foss, 1997; Foss and
Montgomery,
1995), because they are rare, valuable, inimitable,non-tradable, and non-substitutable (Barney, 1991).
Some
related conceptsare: "productive services"(Penrose, 1959), "organizational routines" (Nelson and Winter, 1982; Winter, 2000), "core
competence"
(Prahalad andHamel,
1990), "combinative capability" (Kogut and Zander. 1992).and
"dynamic
capability" (Teece. Pisanoand Shuen, 1997).The
organizational capability literature deals with the organization-le\eI of analysis:however, its unit of analysis is clearly the project team. Project teams are
mechanisms
forknowledge
mobilization and conversion into organizational knowledge. Therefore,organizational capability theorists suggestthat the
main
driver behind this capability ishow
wellsmall groups of carriers of core
competence
or project teams can effectively mobilize andconvert their individual
knowledge
into organizationalknowledge
in the form ofproduct and/orprocess innovation (Prahalad and
Hamel,
1990).Kogut
and Zander (1992) also stress theimportance of
communication
orknowledge
sharingamong
small groups of individuals indeveloping combinative capability. Teece. Pisano, and
Shuen
(1997) suggest that one of themain
determinants ofthedynamic
capability is the willingness of groups to shareknowledge
tocreate the innovation. In the
knowledge
creationmodel (Nonaka
and Takeuchi, 1995), the levelof analysis is clearly the
company,
however, the unit of analysis is explicitly the projectteam
organized to create
new
knowledge
for innovation. Leonard-Barton (1995) also discusses thecore capability at the
company
level (business unit), but her unit of analysis is clearly ateam
consisting of
members
coming
together to developnew
products.By
focusingon
the organization level ofanalysis, the literature lacks the explanation ofwhat
organizationsdo
when
organize for innovation.The
literature on innovation that focuseson
theteam
level ofanalysisaddresses this limitation of organizational capability literature, analyzing their processes and
outcomes
providing ussome
understanding ofhow
this capabilitymay
be developed at the projectteam
level.Team-level
innovation literatureLiterature
on
innovation that focuseson
the project team-level of analysis,which
specifically deals with
when
organizations organized theiremployees
into project teams for innovation, suggests that team-level processes such ascommunication
frequency and the sharedsense of
commitment
and cooperationamong
team
members
are critical forknowledge
mobilization. These team-level processes are facilitated by a set of project team
management
practices such asteam
building (Roth and Kleiner, 1996) and reward for team performance(Wageman,
1995;Wageman
andBaker, 1997).Project team-level processes
and
innovation capability. Fourmain
project team-level factors are presented as supporting the capability to mobilize and createknowledge
forinnovation andproject
team
performance.The
factors that facilitateknowledge
mobilization are:(1) Internal
communication
frequency (Allen, 1970; 1977); (2) Externalcommunication
frequency
(Ancona
and Caldwell, 1992); and (3)Team
shared mentalmodel
of cooperation(Cannon-Bowers
and Salas, 1990).The
factor that facilitatesknowledge
creation is projectteam
overlapping
knowledge
(Madhaven
and Grover, 1998;Nonaka
andTakeuchi. 1995:77). All four factors facilitateknowledge
mobilization and creation and, therefore, innovation.The
followingdiscussion presentseach variable in
more
detail.Project
team
internalcommunication
frequency.Communication
frequency betweenproject
team
members
has a direct effecton
innovation (Griffin and Hauser, 1992; Dougherty,1987; Souder. 1987).
The team
level-innovation literature viewscommunication
asknowledge
innovation (Dougherty. 1987; Griffin and Hauser, 1992; Allen. 1977).
More
specifically, innovation ismore
successful ifR&D
and engineering understand customer needs, marketingunderstands technological capabilities and constraints, and both
R&D
and marketing understandthe implications for manufacturing and competitive strategy (Souder. 1987).
Dougherty
(1987).for instance, suggests that projects with unsuccessful
outcomes
typically had lower levels ofcommunication
frequency, while successful projectswere
those that had a higher frequency ofinterfunctional communication. Extending Dougherty's study, Griffin and Hauser (1992) also
found that project teams are
more
successful at new-product development if there ismore
communication
among
marketing, engineering, and manufacturingteam
members.
The
studyfound that project teams with
more communication
among
coreteam
members
achieved higherperformance than those teams with less
communication
frequency. These discussions lead to thehypothesisthat:
HI
a. Projectteam
internalcommunication
frequency is positively related to innovation, asan
outcome of
the innovationcapability.Project
team
externalcommunication
frequency. Previous studieson communication
andinnovation in project teams tend to blur theboundaries that divide
communication between team
members
andcommunication between
team
members
and their external links (e.g..Nonaka
andTakeuchi, 1995).
Ancona
and Caldwell (1992) suggest that teams areembedded
in the larger context of the organization andmake
the distinctionbetween
internal and externalcommunication.
The
authors found thatcommunication
frequencybetween
team
members
andtheir external links is positively related to innovation and the efficiency and effectiveness of
positive relationships
between
the frequency of externalcommunication
andteam
performanceinthe process ofinnovation.
These
analyseslead to thehypothesisthat:Hlb. Project
team
externalcommunication
frequency ispositively related to innovation, asan
outcome of
the innovationcapability.Project
team
shared mentalmodel of
cooperation. Projectteam
shared mentalmodel
ofcooperation is also proposed to enhance
teamwork
performance(Cannon-Bowers and
Salas,1990;
Nonaka
and Takeuchi, 1995). There arenumerous
definitions of this concept rangingfrom "group mind,"
teamwork schemas
tocommon
causemaps
(Klimoski andMohammed,
1994: 403). In this study, project team shared mental
model
ofcooperation is defined asteam
shared goal and
commitment
to accomplishing theteam
task (Gladstein. 1984; Katz, 1997:138),and the understanding of
knowledge
structure heldby team
members
that enables the formationof accurate expectations of the task and
team
(Cannon-Bowers, Salas, and Converse. 1993;Nonaka
and Takeuchi, 1995), orwho
will contributewhat
from the different functions representedon
theteam
to accomplish the project(Cannon-Bowers
and Salas, 1990). Projectteam
shared mentalmodel
ofcooperation,on
the one hand, motivatesknowledge exchange
thatis critical to innovation, as team
members
share similar \ision and aspirations(Nonaka
and Takeuchi, 1995).On
the other hand, it enablesteam
members
to better understandwho, on
the team, will contributewhat
to accomplish the task, thereby enhancingteam
ability to identifywhich knowledge from
various parts of the organization will contribute to accomplishing thetask.
However,
project teams that have excessively strong shared mentalmodel
ofcooperation,where
allteam
members
share thesame
goal andcommitment,
and understandwho
will contributewhat
may
minimize the necessity of"creative abrasion" (Leonard-Barton, 1995) ormay
become
wrapped up
in "groupthink"' (Janis, 1972) that hinders innovation(Madhaven
andGrover, 1998). This leadsto thehypothesisthat:
Hlc. Project
team
shared mentalmodel of
cooperationand
innovation, asan outcome
of the innovation capability, hasan
invertedU-shaped
relationship.Overlapping knowledge. Project
team
overlappingknowledge
supports the innovationcapability by supporting the creation or conversion process of individual
knowledge
intoorganizational
knowledge (Nonaka
and Takeuchi. 1995;Madhaven
and Grover. 1998). Projectteam
overlappingknowledge
is the overlappingknowledge
among
team members.
Overlappingknowledge
among
team
members
enables individuals to take the perspective of otherteam
members
in the process of exchangingknowledge
in order to produce innovation(Leonard-Barton. 1995). Additionally, the overlapping can be understood in terms of the absorptive
capacity that individuals have for other types of
knowledge
presenton
the team. Overlappingknowledge
facilitates the conversion and integration ofdifferent types ofknowledge
to createand achieve innovation
(Nonaka
and Takeuchi, 1995;Madhaven
and Grover, 1998).The
underlying logic is that overlappingknowledge
providesteam
members
with the cognitive resources tocombine
insights synergistically from multipleknowledge
sets. In the context ofcross-functional project teams, the overlapping
knowledge
ofteam
leaders play an especiallyimportant role in maintaining a disciplinar\' vision that integrates multiple perspectives and
manages
conflicting technical trade-off(Nonaka
and Takeuchi, 1995).The
cognitive skills tohandle such integration and trade-off, gained through the process of integrating
two
disparateareas, will help the
team
leader craft a unifying vision that does justice to all the disciplinesrepresented
(Madhaven
and Grover, 1998).However,
while theoverlappingenhancesthe sharingcreative abrasionthat is also critical for innovation
(Nonaka
and Takeuchi. 1995;Madhaven
andGrover. 1998). These arguments lead tothe hypothesisthat:
Hid. Project
team
overlapping knowledgeand
innovation, asan outcome of
the innovation capability, havean
invertedU-shaped
relationship.The
direct effectof
projectteam
management
practiceson
innovation capability. Thereare direct relationships between project
team
management
practices and the innovation capability.Among
the projectteam
management
practices that support this capability found inthe literature are: (1) project
team
building, (2) reward for projectteam
performance, and (3)project
team
membership
selection.The
firsttwo
practices facilitateknowledge
mobilization,while the third facilitates the creation process by supporting indi\idual
knowledge
conversioninto organizational knowledge.
Project
team
building. Projectteam
building is related toteam
development, a process oftaking a collection of indi\iduals with different needs, backgrounds, and expertise, and
transforming
them
into an integrated, effectivework
unit(Thamhain
andWilemon,
1987).Project
team
building supports project team performance (Hershock et a!.. 1994). Projectteam
building entails teaching
team
members
about the goals of the projects and the processes bywhich
they can be achieved.The
underlying idea behind projectteam
building is thatmembers
represent different "thought worlds," with different objectives and expertise, and individually
attempt to reduce uncertainty about their roles within the group.
They
seek to enact theirenvironments
on
the projectteam
by directing their activities toward the establishment of aworkable level ofcertainty and clarity in carrying out this
team
task. Trainingon
how
tomanage
these processes enables individuals to develop their
own
situational perspective and thereforework more
effectively.A
critical factor behind project team building is the interactionamong
key individuals
who
are expected towork
together to accomplish the project. Thisdevelopment
process
may
require theteam
leader to teachmembers
how
to organizework
processes andhow
to better
communicate
withmembers
from outside their thought worlds or organization subcultures (Schein, 1996).These
analyses lead tothe hypothesis that:H2a. Project
team
building ispositively relatedto innovation, asan outcome of
the innovation capability.Project
team
reward. Previous studies suggest that project team reward affectsknowledge
mobilization for innovation (e.g., Katz and Allen. 1985; Gladstein. 1984).While
some
researchers (e.g., Katz and Allen. 1985) suggest that job assignments and promotion impact the process of innovation, other researchers suggest both monetary and non-monetaryrewards have an impact
on
innovation (Roberts and Fusfeld, 1982).When
individuals believetheir contributions
on
project teams to achieving project goals are rewarded, they are likely toperform in a
way
that enhances projectteam
performance(Milgrom
and Roberts. 1992).Empirically, reward for
team
performance has a positive impacton
itsoutcome
(Ichniowski etal., 1997;
Wageman
and Baker, 1997;Wageman,
1995). Therefore, project teams that receivereward for their project
team
performance are likely to perform better than those thatdo
notreceive anyreward. These discussions lead tothe hypothesisthat:
H2b. Project
team reward
ispositively related to innovation, asan
outcome
of the innovationcapability.
Project
team
membership
selection. Projectteam
membership
selection also has a directeffect
on
projectteam
performance(Thamhain
andWilemon,
1987). Careful screening andselection of
team
members,
who
match
thedemands
of the tasks, enhance performance (Katz,1997:137).
On
the one hand, since project teams consists of individuals from different thoughtworlds with different
knowledge
sets, projectteam
membership
selection based, in part,on
overlapping
knowledge
facilitatesknowledge
mobilization andnew
knowledge
creation forinnovation.
On
the other hand, projectteam membership
selection based, in part,on
deepknowledge
and expertise that fit the task also facilitates projectteam
performance, sinceinnovation requires the combination of these
knowledge
sets(Thamhain
andWilemon.
1997:133).
These
arguments leadto the hypothesisthat:H2c. Project
team
membership
selectionbased
on cross-functional overlappingknowledge
ispositivelyrelatedto innovation, as
an outcome of
theinnovation capability.The
indirect effectof
projectteam
management
practiceson
innovation capability. Projectteam
management
practices also indirectly affect the innovation capability at the project levelby
affecting the factors that facilitateknowledge
mobilization and creation.The
factorsthat facilitate
knowledge
mobilization are; (1) projectteam
internalcommunication
frequency,(2) project
team
externalcommunication
frequency, and (3) projectteam
shared mentalmodel
ofcooperation. (4)Project
team
overlappingknowledge
facilitatesknowledge
creation.Project
team
rewardsand
projectteam
communication
frequency.The
reward forteam
performance also has an impacton
knowledge
mobilization by affecting projectteam
communication
frequency. Inorderto motivateknowledge
exchangeon team
andbetween team
members
and their external links, team rewards are necessary for projectteam
performance.Employees working on
teams in Japanese firms aremore
willing to shareknowledge
thanemployees
inUS
organizations, in part, because they are rewarded for these behaviors (Aoki, 1988).Wageman
andBaker
(1997) studying the relationships betweenteam
reward andteam
outcomes, found thatteam
reward has a positive effecton
observed cooperation.Menon
et al.(1997), studying cross-functional product development teams, found that a reward for project
team
performance increases interdepartmental interaction. Therefore, project teams that receivea reward for their performance are liicei) to
communicate
more
frequently to exchangeknowledge
in orderto enhance task performance. Moreover, project teamsthat receive arewardfor their performance are
more
likely tocommunicate
outside theteam
to search for resourcesthat enhance taskperformance. These discussions leadtothe hypotheses that:
H3a. Project
team
reward
fora
particular projectteam
taskispositivelyrelatedtoprojectteam
internal
communication
frequency.H3h. Project
team
reward
for aparticular projectteam
task ispositively relatedtoprojectteam
external
communication
frequency.Project
team
buildingand
project team shared mentalmodel of
cooperation. Projectteam
building builds projectteam
shared mentalmodel
of cooperation (Klimoski andMohammed,
1994;Roth
and Kleiner. 1996) that facilitateknowledge
mobilizationon
a team.Project
team
shared mentalmodel
ofcooperation is built using formal and informal trainingon
how
towork on
teams (Klimoski andMohammed,
1994). Project team building is a processwhereby team
members
are taughthow
tomanage
theirwork
processes by theteam
leader and/or corporatetrainer,whose
daily responsibility is to trainand facilitate various project teamsin accomplishing the projects. Project
team
buildingmay
also occur by hiring externalconsultants to teach project teams
how
tomanage
theirwork
processes, dividing andcoordinating tasks, and
how
team
members
from
different thought worlds or subcultures ofthe organizationwork
together to exchangeknowledge
to accomplish the project.The
purpose ofproject
team
building is to achieve "alignment" that builds a shared experience that, in turn,facilitates project
team
performance. These development processes not only provideunderstanding ofthe
knowledge
structure ofteam
members
(Nonaka
and Takeuchi. 1995). butalso facilitate social integration, build trust, and replace individual goal differences with a
collecti\e goal (Roth andKleiner, 1996). These discussions leadto the hypothesesthat:
H3c. Project
team
building is positively related to projectteam
shared mentalmodel of
cooperation.
H3d. Project
team
building ispositivelyrelatedtoprojectinternalcommunication
frequency.H3e. Project
team
buildingispositivelyrelatedtoproject externalcommunication
frequency.Project
team membership
selectionand
projectteam
overlapping knowledge. Projectteam membership
selection influences the projectteam knowledge
creation process(Madhaven
and Grover. 1998).
The
underlying logic is that this overlappingknowledge
does not occurautomatically
on
project teams, as the pool ofhuman
resources in the organization contains differentknowledge
sets (Leonard-Barton. 1995).Even
in Japanese firms, overlappingknowledge on team
is not automatic, since not allhuman
resources have thesame knowledge
sets, as such sets arenot developed the
same
way
atany given point in time. Therefore, in orderto ensure
some
overlappingknowledge on
project teams,members
are selected based, in part,on
thisfactor(Nonaka
and Takeuchi, 1995: 77). These discussions lead to the hypothesis that:H3f. Project
team membership
selection basedon
cross-functional overlappingknowledge
ispositivelyrelatedtoproject team-level overlapping knowledge.
In
summary,
the study proposes that the innovation capability is facilitated by projectteam
processes -projectteam
internalcommunication
frequency, projectteam
externalcommunication
frequency, project team shared-mentalmodel
of cooperation, and projectteam
overlapping
knowledge-
that influence the capability to mobilize and createknowledge
forinnovation. Moreover, project
team
management
practices-team
building, reward,and
membership
selection-not only affect this capabilitydirectly, but also indirectlyby
affecting theprojectteam-level processes.
RESEARCH
DESIGN
Data
were
gathered through surveys of 182 cross-functional innovation teams of 38 largeUS
and Japanese multinational firms in the computer, photo imaging, and automobile industriesthathave operations in the United States.
Selection Criteria
The
industrieswere
selected because they face different innovation cycles -short in thecomputer
industry,medium-sized
in the photo imaging industry, and long in the automobileindustry-thataffect the time pressure
on
gathering and processing different types ofknowledge
forinnovation
(Lawrence
and Lorsch. 1967).The companies were
selected basedon two
factors. First, theywere
the largest in theirrespective industries based
on
revenueas reported inthe Hoover'sHandBook
ofWorld
Business(1999). Second, they had customer service centers in the United States and Japan dealing with
similar products. This requirement
was
necessary because this study is part ofa larger study thatcompares
sources of this capability ofUS
and Japanese multinational enterprises in both theUnited States andJapan.
For each
company,
the largest customer service center in terms ofemployees
located inthe United States
was
selected. These centers were identified using the Directory of CorporateAffiliations (1998).
The
customer service organizationwas
selected because it is the gatekeeperlinking firm's external
demands
and internal design and manufacturing capabilities (Quinn.1992).
The
customer service centers selected had at least three functions represented:sales/marketing, customer service, and engineering linking to the
R&D
and manufacturingorganizations.
In each customer service center, a set of cross-fiinctional project teams
was
randomly
selected. Project teams
were
selected basedon
three criteria. First, at least three functionswere
represented: customer service, engineering (i.e.
R&D
or manufacturing) and sales/marketing or manufacturing. Second, themain
objective of theteam was
to transform specific externalcustomer feedback obtained from the firm's
worldwide
operations about their products into aninnovation.
Data
CollectionThere
were
three steps to the data collection process. First, in depth field interviews,observations and
phone
interviewswere
conducted to ensure a deep understanding of thephenomenon.
Second, a pilot studywas
conducted to test the \ariables and measures and surveyinstruments. Finally, the surveys
were
conducted.In order to avoid single respondent bias, I collected data
from
the projectteam
leadersand the project managers. For each
company
the projectmanager was
asked to provide a list ofprojects
and
theteam
leaders that supervised them.Based on
this list,randomly
selectedteam
leaders
were
asked to take a survey. Prior to this, surveyswere
conductedon
threecompanies
and their teams to
examine
the consistencybetween
answers provided b> theteam
leaders andcore
team members.
Resultsfrom
the correlation analysis suggestsome
consistency (r>
0.40, p>
.05), and therefore, I focuson
theteam
leaders incollecting dataon
team-levelcommunication
frequency,
team
management
practices, and performance.However,
in order tominimize
team
response bias, project
managers were
also asked to evaluate theoutcomes
ofthese projects usingThe
correlation coefficientsbetween
thetwo
ratings range from r=
0.41 to r=
0.60 with amean
of
r=
0.50 andwere
statistically significant. This analysis suggested agreementbetween
theproject
managers
andteam
leaderson
projectteam
outcomes.The
empirical analysis presentedin this study is based
on
the project managers" rating since projectmanagers
are probably lessbiased about
team
performance than theteam
leaders, as theywere
not directly involved in theproject.
However, team
leaders' ratingswere
also analyzed for comparison.The
results oftheseanalysis, not presented in this paper,
were
consistent with the results basedon
the projectmanagers' rating.
Variables
and
measures
There are three sets ofvariables: (1) the dependent variable, (2) the independent variables,
and (3) the control variables.
Dependent
variables.The
capability construct is represented by its outcome, innovation(Prahalad and
Hamel,
1990;Kogut
and Zander, 1992; Teece et al., 1997), since capability is anintangible that is not measurable directly but only through its effects (Godfrey and Hill, 1995).
Product innovation
(PRODNOV)
ismeasured
by the extent towhich
projects using customer feedback led tonew
productdevelopment
and/or modification (a=
0.87). Insome
cases, projectteams dissolve before
coming up
with anytype ofinnovations. In terms ofeffectiveness,speed-to-market (Clark and UTieelwright. 1992) and customer satisfaction with the innovation are
analyzed
(Ancona
and Caldwell, 1992). Efficiency(EFFIC) was measured
by the deviationfrom
the
amount
of staff hours and financial resources used (excluding staff hours) as expected bymanagement
at the beginning of the project in completing the project (a=
0.70).Speed-to-market
(SPEED)
ismeasured by
the extent towhich
the innovationwas
delivered quicklyenough
to customers to satisfy them.Customer
satisfaction with the innovation(CUSTSAT)
ismeasured by
the extenttowhich
the innovation generatedby
theteam
satisfied customers.Independent variables. Project
team
processes are internalcommunication
frequency,external
communication
frequency, shared mentalmodel
of cooperation, and overlappingknowledge
among
members.
Internalcommunication
frequency(NCOM)
(Griffin and Hauser. 1992) ismeasured by
the frequency ofcommunication
among
team
members
using face-to-face meetings,phone
conversations, and electronic mail, formally and informally (a=
0.83). E.xternalcommunication
frequency(XCOM)
(Ancona
and Caldwell, 1992a) ismeasured
byhow
frequently
team
members
communicated
with people outside theteam
using face-to-face meetings,phone
conversations, and electronic mail (a=
0.77). (3) Shared mentalmodel
ofcooperation
(MODEL)
(Cannon-Bowers, Salas and Converse. 1993) ismeasured by
perceived sharedcommitment
in accomplishing the project and shared understanding ofwho
willcontribute
which knowledge
from their functions to accomplish the task (a=
0.87). (4)0\erlapping
knowledge
(OVERLAP),
which
facilitatesknowledge
creation, ismeasured by
thetotal
amount
ofoverlappingknowledge
among
core engineeringteam members,
basedon
their pastand currentwork
experience.Project team-level
management
practices are projectteam
building, reward, andmembership
selection. Project
team
building(BUILD)
ismeasured
by whetherprojectteam
received training specifically forworking
on
thisproject. Projectteam
reward(RWRD)
ismeasured by
the impact ofprojectteam
performanceon
team members'
salar\' increase,bonus
payment, promotion, andjob assignment (a
=
0.78). (3) Projectteam
membership
selection(SELECT)
facilitatesrelated to the project, cross-functional knowledge, and cross-functional job experiences (a
=
0.76).
Control variables. There are controls at
two
levels,company
and project team.At
thecompany
level,C-COMP
is acompany
dummy
variable for eachcompany
(fixed effect).At
the project team-level, the control variables areteam
size (C-SIZE) (Smith et al.. 1994;Ancona
andCaldwell. 1992a; Bantel and Jackson. 1989), tenure diversity
(C-TENURE).
functional diversity(C-NUMDIS).
shared priorexperienceworking
on team
(C-SRDEXP).
andmanagement
support(C-SUPORT).
Tenure diversity ismeasured
byteam
tenure standard deviation divided itsaverage (Bantel and Jackson. 1989). Functional diversity
(Ancona
and Caldwell, 1992) ismeasured by
thenumber
of functions representedon team
(Bantel and Jackson, 1989). Priorshared experience
working
on team
ismeasured by
whether this projectteam
is designated towork
on
this type of issue.Management
support ismeasured
by the extent towhich
theteam
receives
enough
resources frommanagement
to accomplishthe project.Methods
of analysisThe
Tobitmethod
is used to analyze the data, since the dependent variables wereconstrained to an interval.
The
models
use alternative measures of theoutcomes
of theinnovation capability (innovation, efficiency, speed-to-market, and customer satisfaction).
Hypotheses
HI
atoHid
are tested usingthe following model:Outcomes of
the innovation capability=
a
+
Pt >NCOM
+
P: '
XCOM
+
P^ .
MODEL
+
/?v •MODEL-
+
Ps •OVERLAP
+
Po -OVERLAP'
+
/?;•C-SIZE +
Ps*C-TENURE
+
Po -C-SRDEXP
+
P,n'C-NUMDIS
+
p,, 'C-SUPORT
+ pK
•C-COMP
+
eFor testing the direct effect of project
team
management
practiceson
the innovation capability (H2a-H2c), the followingspecifications are used:Outcomes of
the innovation capability=
a
+
p, 'BUILD
+
p: •RWRD
+
P3 •SELECT
+
p4 •C-SIZE
+
Ps.C
-TENURE
+
P(,.
C-SRDEXP
+
/?;.C-NUMDIS
+
^5•C-SUPORT
+
pK
•C-COMP
+
£For testing the effect of project
team
management
practiceson
project team-level processes(H3a-H3d), thefollowingmodels
are used:For H3a:
NCOM
=
a
+
p, -BUILD
+
p: .RWRD
+
Pj -SELECT
+
p, .C-SIZE +
p,-C-TENURE
+
A
.C-SRDEXP
+
/?-•C-NUMDIS
+
y9s.C-SUPORT
+
y^^-•C-COMP
+
^For
//i6;XCOM
=
a
+
Pr BUILD
+
p: .RWRD
+
y9i •SELECT
+
P4 -C-SIZE +
Ps -C-TENURE
+
Po .C-SRDEXP
+
p--C-NUMDIS
+
Ps•C-SUPORT
+ Pk
•C-COMP
+£
For H3c:
MODEL
=a
+
Pi -BUILD
+P2
•RWRD
+
Ps -SELECT
+
P4 •C-SIZE
+
ps .C-TENURE
+
Pe•C-SRDEXP
+
/?-.C-NUMDIS
+
ySs.C-SUPORT
+
/?^-.C-COMP
+
f
For
//ic^.-OVERLAP
=
a
+
p, -SELECT
+
y5. •C-5/ZF +
/?j .C-TENURE
+
y^, .C-SRDEXP
+
/?,- .
C-NUMDIS
+
p6 'C-SUPORT
+
yff/^-.C-COMP
+
^ANALYSIS
AND
RESULTS
Table 1 presents the descriptive statistics and correlation analysis.
The
relatively smallcorrelation coefficients
between
the independent variables suggest they are distinct from eachother; and thus they willbe treated independently in this analysis.
Insert Table 1 about here
Table 2 presents the results from testing the project team-level processes, hypotheses
(Hla-Hld).
The
resultsshow
that onlyHI
a,Hlb,
andHid
are supported. Project team-level internal and externalcommunication
frequency, shared-mentalmodel
of cooperation, andoverlapping
knowledge
support differentoutcomes
ofthe innovation capability.Model
1shows
that
team
internalcommunication
frequency(NCOM).
team
externalcommunication
frequency(XCOM),
andteam
overlappingknowledge
(OVERLAP)
have a positive effecton
productinnovation
(PRODNOV). Team
shared mentalmodel
ofcooperation(MODEL)
has a negative effecton
product innovation(PRODNOV).
Model
2 indicates thatteam
internalcommunication
frequency
(NCOM),
team
shared mentalmodel
ofcooperation(MODEL),
andteam
overlappingknowledge
(OVERLAP)
have a positive effecton
efficiency (EFFIC).Model
3shows
that teamshared mental
model
of cooperation(MODEL)
and team overlappingknowledge
(OVERLAP)
support speed-to-market of the innovation
(SPEED). However,
there is a decreasing return ofteam
overlappingknowledge
(OVERLAP)
on speed-to-market of the innovation(SPEED).
Model
4shows
that team externalcommunication
frequency(XCOM)
andteam
overlappingknowledge
(OVERLAP)
have a positive effect on customer satisfaction with the innovation(CUSTSAT).
Team
shared mentalmodel
ofcooperation(MODEL)
has a decreasing returnon
customersatisfaction with the innovation(CUSTSAT).
InsertTable 2 about here
Table 3 presents the results from testing the project
team
management
practices,hypotheses (H2a-H2c).
The
resultsshow
that onlyH2a
is supported. Projectteam
building and reward support differentoutcomes
ofthe innovation capability.However,
projectteam
buildinghas a positive effect
on
a wider range ofoutcomes
ofthis capability.Model
1shows
thatteam
building
(BUILD)
has a positive effecton
product innovation(PRODNOV).
Model
2shows no
significant relationships
between
the predictors and efficiency (EFFIC).Model
3shows
thatteam
building(BUILD)
has a positive effecton
speed-to-market ofinnovation(SPEED),
whileteam
membership
selection(SELECT)
has a negative effect.Model
4shows
thatteam
building(BUILD)
andteam
reward(RWRD)
have a positive effecton
customer satisfaction with the innovation(CUSTSAT),
andteam
membership
selection(SELECT)
has a negativeeffect.Insert Table 3 about here
Table 4 presents the results from testing hypotheses (H3a-H3f).
The
resultsshow
thatonly H3c. H3d, and
H3e
are supported. These resultsshow
thatteam
building(BUILD)
not only affects the innovation capability directly asshown
in the previous tests, but also indirectly bysupporting the project team-level shared mental
model
of cooperation (H3c), and internal andexternal
communication
frequency.These
results suggest that project teams that receive projectteam
building aremore
likely to have sharedcommitment
and understanding ofwhom
will contributewhich knowledge
in accomplishing the project. Moreover, project teams that receiveproject
team
building are alsomore
likely to engage incommunication
that is internal andexternal to the team, than project teams that do not receive the development. Interestingly,
project
team
reward(RWRD)
does not lead to higher internal or externalcommunication
frequency.
What
is evenmore
interesting is that teammembership
selection basedon
cross-functionalknowledge
and job experiences does not ensure overlappingknowledge on
theteam
(see Table 4).
One
oftheexplanations could bethat projectteam leaders ormanagers
who
selectteam
members
do
not have accurate information about theknowledge
sets of individuals theyselect.
Model
1shows
that team building(BUILD)
has a positive effecton
team internalcommunication
frequency(NCOM)
(H3c).Model
2 alsoshows
thatteam
building(BUILD)
supportteam
externalcommunication
frequency(XCOM)
(H3d).Model
3shows
thatteam
building
(BUILD)
has a positive relationship with team shared mentalmodel
of cooperation(MODEL)
(H3e).Model
4shows
thatteam membership
selection(SELECT)
hasno
effecton
team
overlappingknowledge
(OVERLAP).
However,
the controls,team
size(C-SIZE)
andteam
tenure diversity
(C-TENURE),
have a positive effecton
team
overlappingknowledge
(OVERLAP).
InsertTable 4 about here
**********************
The
resultsshow
that the different factors support differentoutcomes
of the innovation capability.Among
the projectteam
factors, project team internalcommunication
frequencyfacilitates product innovation and efficiency in terms of resources used in achieving the
innovation. External
communication
frequency supports product irmovation and customersatisfactionwith the innovation. Project
team
shared mentalmodel
ofcooperation has a negativeeffect
on
product innovation but supports efficiency, speed-to-market, and has a decreasingreturn
on
process irmovation. and customer satisfaction with the innovation. This findingsuggests that creative abrasion (Leonard-Barton, 1995) is important for product innovation.
Overlapping
knowledge between
manufacturing andR&D
engineeringteam
members
has a decreasing returnon
product innovation and speed-to-market, but has a positive effecton
efficiency. This finding also suggests that although overlapping
knowledge
facilitatesknowledge
conversion, up to a point, it minimizes the creative abrasion that is also necessar)' forproduct innovation.
Among
the projectteam
management
practices,team
building directly and indirectly supports product innovation, speed-to-market, and customer satisfaction with the innovation.However,
this practice also facilitates the development ofprojectteam
shared mentalmodel
ofcooperation,
which
reduces creative abrasion and thusseem
to hurt product innovation. Projectleam reward has no effect
on
product innovation or efficiency, but has a positive effecton
customer satisfaction with the innovation. This finding is contrary to the discussion in the
literature
(Wageman.
1995;Wageman
and Baker, 1997). This differencemay
be explained bythe fact that previous studies tend to analyze the effect of incentive in isolation
from
othermanagement
practices at the project level. Projectteam
membership
selection basedon
cross-functionalknowledge
andthe fitbetween
expertiseand the nature ofthe project, hasno effecton
innovationand a negative effect
on
all otheroutcomes
ofthis capability.One
ofthe explanations forthis finding could be that themanagers
orteam
leaders that formed the teams did not haveaccurate information about
team members'
prior job experiences, asteam
tenure diversity andsizeexplain
more
ofthe variance inoverlappingknowledge
thanselectionbasedon
thisfactor.DISCUSSION
AND
CONCLUSIONS
This paper tested the arguments that the project team-level processes -project
team
internal
communication
frequency, projectteam
externalcommunication
frequency, projectteam
shared mental
model
of cooperation, and projectteam
overlappingknowledge-
support theinnovation capability. Moreover, these project
team
processes are supportedby
projectteam
management
practices, specifically,team
building, reward, andmembership
selection.In recent years, the resource-based
view
of the firm has recognized that the sources ofrents
may
reside deeper in the organization, at the substructure level, such as project teams usedfor mobilizing and creating
new
resources (Wemerfelt, 1997; Prahalad andHamel,
1990;Kogut
and Zander, 1992).
However,
despite the discussions, empiricalwork
is limited (Foss. 1997). Therefore, thispaper develops theresource-based theory ofthe firmby
showing
specificallyhow
companies
developthe innovationcapabilityat theprojectteam-level. Moreover, italso expandsthe
team
level-innovation literature,which
views the processes ofinnovation as an input-outputprocess. It
shows
that in addition to careful selection ofteammembers
(Ancona
and Caldwell. 1992a). there are othermechanisms
that organizations use to develop the supporting team-levelprocesses that it argues as important in achieving this capability. Specifically, organizations
generate the supporting processes as necessar>' in the process of achieving the innovation
by
developing theirteams.
Depending on
theoutcomes
ofthe capability desiredby
the firms as dictated by theirstrategies (Miles and
Snow.
1978) or the environment inwhich
theycompete (Lawrence
andLorsch, 1967). different factors
seem
to lead to different outcomes. First, firms thatcompete on
product innovation ma\' need to focus
on
the factors that facilitate bothknowledge
mobilizationand creation.
The
resultsfrom
this study suggest that these factors are internalcommunication
frequency (Griffin and Hauser, 1992; Dougherty, 1987), externalcommunication
frequency(Ancona
and Caldwell, 1992), and overlappingknowledge
(Nonaka
and Takeuchi. 1995;Leonard-Barton, 1995).
At
thesame
time, theymay
need to guard againsttwo
drawbacks.On
the one hand,team
shared mentalmodel
of cooperationseems
to hurt innovation, becauseproduct innovation also requires
some
creative conflict or abrasion (Leonard-Barton, 1995).On
the other hand, toomuch
of oxerlappingknowledge
reducesknowledge
di\ersity,which
may
also hurtproduct innovation.
Second, for firms that consider efficiency in terms of cost ofthe
amount
of resourcesused in mobilizing and creating
new
knowledge
for innovation critical, the important factorsseem
to beteam
internalcommunication
frequency, team shared sense of cooperation, andoverlapping knowledge.
Third, firms that find speed-to-market of their innovation to be important (Clark and
Fujimoto, 1991; Clark and Wheelwright, 1992), they
may
need to focuson
team-shared sense ofcooperation, overlapping knowledge, and development.
The
way
inwhich
teams are formedmay
also affect thisoutcome (Hackman,
1987).Fourth, for firms that consider customer satisfaction with their innovation to be crucial.
team
externalcommunication
frequency(Ancona
and Caldwell, 1992), shared mentalmodel
ofcooperation, overlapping
knowledge (Nonaka
and Takeuchi, 1995), team building(Thamhain
and
Wilemon,
1997) and reward(Wageman,
1995;Wageman
and Baker, 1997) appear to be important.Finally, for firms that find
most
or all of theseoutcomes
to be critical for competition,and ifthey could choose a specific practice to develop this capability, this paper
shows
thatteam
building appears to be
most
promising. It not only affects a wider range ofoutcomes
of thiscapability directly, but also indirectly, by facilitating the project team-level processes that also
supports this capability. This practice entails developing
employees
as needed in the process ofmobilizing and creating
knowledge
for innovation, by teachingemployees
how
tocommunicate
with people from outside their functions
how
to organize theirteam
work
processes.From
the case studies that is not presented in this study,we
see that this building processmay
beaccomplished by the
team
leader, by individualswho
are notmembers
of theteam
such as corporatetrainers,orby
external experts (Un, 2000).Moreover, this study
shows
that overlappingknowledge between
manufacturing andR&D
engineering, supportsmany
outcomes
ofthis capability, implying that personnelmust
bedeveloped at the organization-level priorto
team
participation inorder to havesome
overlappingknowledge between
thesetwo
parts ofthe organization. Organizationsmay
also need to trackemployees" job experiences, and in the process of
team
formation, theteam
leader ormanagers
incharge ofselection should usethis information.
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