4
^0^7-Ho-
'DEWEY
Complements
orSubstitutes?:The
Effects ofOrganization
Communication
Routine
and
ProjectTeam
Management
Practiceson
Innovation Capability *by
C.Annique
Un
October2000
WP#4140
C.Annique
Un,2000
Massachusetts Institute of Technology, Sloan School of Management, 50 Memorial Drive, E52-509, Cambridge,
MA
02142. e-mail:cau@mit.eduThe paper is derived from
my
thesis at the Sloan School of Management, Massachusetts Institute of Technology. The MIT-Japan Program Starr Foundation, theCS
Holding Fellowship in International Business, andthe Massachussets Institute ofTechnology Doctoral Fellowship provided funding for this study. 1 would like to thankthemanagersofthecompaniesstudied forsharingtheirexperienceswithme. The commentsofparticipantsat
the Academy of Management Annual Meeting in Toronto, and the Massachusetts Institute of Technology Proseminar helped improve thepaper. I am also gratefulto Eleanor Wesmey, Michael Beer, John Carroll, Deborah Ancona, and Alvaro Cuervo-Cazurrafortheircommentsandsuggestions. All errorsremainmine.
COMPLEMENTS OR
SUBSTITUTES?:
THE
EFFECT
OF
ORGANIZATION
COMMUNICATION
ROUTINE
AND
PROJECT
TEAM
MANAGEMENT
PRACTICES
ON
INNOVATION
CAPABILITY
Abstract
This paper analyzes the effects of the organization
communication
routine and projectteam
management
practiceson
the capability to mobilizeknowledge
and createnew
knowledge
forinnovation. Iargue that for firms that have the organization
communication
routine that supportsirmovation, project
team
management
practices that facilitatecommunication on team
andirmovation are at
most
complements.However,
for organizations that lack the routine, thepractices are substitutes forit.
The
empirical analysis supportsthe arguments. [75]The
capability to mobilizeknowledge
and createnew
knowledge
for innovation is asource ofcompetitive advantage (Prahalad and Hamel, 1990;
Kogut
and Zander, 1992;Leonard-Barton, 1995;
Nonaka
and Takeuchi, 1995; Teece, Pisano, and Shuen, 1997). but empiricalanalysis explaining the factors and
management
practices that support this capability remainsunclear (Foss, 1997; Wemerfelt, 1997).
On
the one hand, the literatureon
innovation based inorganization theory,
which
follows the integration-differentiationframework (Lawrence
andLorsh, 1967; Nohria and Ghoshal, 1997), suggests that organization-level cross-functional
communication
patterns support this capability. Therefore, organization design that integratesdifferent functions that generates cross-functional
communication
routine facilitates thedevelopment of this capability.
On
the other hand, the innovation literature based inorganizational behavior tends to focus
on
the projectteam
level of analysis (Clark andWheelwright. 1992; Dougherty. 1987; Griffin and Hauser, 1992;
Ancona
and Caldwell, 1992)and suggest that project team-level
communication
frequency facilitate this capability. This lineofresearch suggests that project
team
management
practices facilitatecommunication on
projectteams and therefore, support the development ofthis capability. Therefore, the question analyzed
in this paper is:
Are
projectteam
management
practicescomplements
or substitutes for theorganization-level
communication
routine in developing the capability to mobilizeknowledge
and create
new
knowledge
forinnovation?I argue that for organizations that have the cross-functional
communication
routine builtinto their context, project
team
management
practices that are designed to facilitatecommunication on
project teams, are at most complements, because this routine carries over toproject teams (Staw. Sandelands. and Dutton, 1981; Morrill. 1995).
As
project teams aretheorganization-level
communication
routine.On
the otherhand, fororganizations that lackthisroutine, project
team
management
practices are substitutes for organization communication.These
ideas integratetwo
streams of literatureon
innovation based in organization theor>',particularly the integration-differentiation framework, and organizational behavior, specifically
the
team
processes-innovation model, while explaininghow
the capability to mobilizeknowledge
and createnew
knowledge
forinnovation is developed.I conduct an empirical analysis to answer the question and test the propositions.
The
empirical study isbased
on
archivaldata and surveysof 182 cross-functional innovationteams of38 large
companies
in thecomputer, photo imaging, and automobile industrieswhose
taskwas
touse market
knowledge
about products and services to generate innovation in response tocustomer
demands.
In order to separate out levels of analysis (Rousseau, 1985), in eachcompany,
the project manager,team
leaders, and personnelmanager
completed the surveys.Prior to the surveys, extensive qualitative data through field observation and interviews, not
presented in this study,
was
gathered to generate in-depth understanding ofthe determinants ofthiscapability.
The
rest of the paper is organized as follows: Section 2 discusses the theory andhypotheses. Section 3 presents the researchdesign. Section 4 provides the results, and section 5
presentsthe discussion and conclusions.
THEORY
AND HYPOTHESES
The
capability tomobilizeknowledge and
createnew knowledge
for innovationAn
organization's ability to mobilizeknowledge
and createnew
knowledge
for1997). It is related to the idea of "combinative capability" (Kogut and Zander, 1992),
which
isdefined as firm's ability to
combine
different types of individualknowledge from
differentfunctions for innovation. This concept is also related to the idea of "core
competence"
that isdefined as firm's ability to coordinate and integrate production skills and streams oftechnologies
(Prahalad and
Hamel,
1990). Moreover, it is related to the idea of"dynamic
capability" (Teeceet ai., 1997),
which
is defined as the subset ofthe competence/capabilities that allow the firm tocreate
new
products andprocesses, and respondto changingmarket circumstances.Since the literature
on
the capability to mobilizeknowledge
and createnew
knowledge
for innovation discusses product and process innovation as
outcomes
ofthis capability, and thecapability itself cannot be
measured
directly (Godfrey and Hill, 1995). this study analyzesinnovationas onetype of
outcome
ofthiscapability.By
innovation1mean
improvement
made
toexisting products and processes of the firm
(Van
de Ven. 1986; Nohria and Gulati, 1995) inresponseto external market
demands
(Teece et al., 1997). Then, 1 analyze otheroutcomes
ofthiscapability, particularly the effectiveness of
knowledge
mobilization and creation in terms ofspeed-to-market ofthe innovation
(Ancona
and Caldwell, 1992) and customer satisfaction withthe innovation (Clarkand Fujimoto, 1991). Moreover, I analyzethe efficiency ofresources used
inachieving the innovation (Clarkand Wheelwright, 1992).
Although
the resource basedview
usually discusses the drivers of innovation at theorganization-level, it also recognizes the importance ofproject teams as
mechanisms by which
knowledge
mobilization and creation for innovation occurs(Nonaka
and Takeuchi, 1995). Indeveloping the "combinafive capability",
knowledge
is mobilizedamong
small groups ofindividuals (Kogut and Zander, 1992), and an organization has this capability
when
individualsnew
knowledge
for innovation. Prahalad andHamel
(1990) also suggest that organizations thathave the core
competence
providemechanisms
such as project teams for individualswho
are"carriers of core competence'' to share their individual
knowledge
for innovation. Similar toKogut
andZander
(1992), an organization is considered to have a "corecompetence"
when
individuals
who
are "carriers of core competence" effectivelycommunicate
their individualknowledge
in these small groups,combine
to createnew
knowledge
for innovation.Teece
et al.(1997) also recognize that afirm's
"dynamic
capability" is contingenton
the cooperationamong
small groups ofindividuals incommunicating
their individual knowledge,combine
for creatingnew
knowledge
forinnovation.1 argue that the capability to mobilize
knowledge
and createnew
knowledge
forinnovation arises
from
the interaction of organization andteam
level factors. Specifically, theorganization-level cross-functional
communication
routine, project team levelcommunication
frequency, and
team
management
practices directly affect the capability to mobilizeknowledge
and create
new
knowledge
for innovation. Moreover, both the organization-level cross-functionalcommunication
routine and projectteam
management
practices affect projectteam-level
communication
frequency that influences this capability. Figure 1 highlights therelationshipsanalyzed in this paper.
Project team-level
communication
The
stream ofliteratureon
innovation that focuseson
projectteam
processes and theiroutcomes
suggests the importance ofcommunication
frequencyon
project teams and theirperformance. Empirical studies (e.g. Griffin and Hauser, 1992; Dougherty, 1987) have
shown
that
communication
frequencyamong
project teammembers
influences their performance.The
higher the frequency the
more knowledge
is beingexchanged
and the better for innovation(Dougherty, 1987; Griffin and Hauser, 1992).
More
specifically, innovation ismore
successfulif individuals in
R&D
and engineering understand customer needs, individuals in marketing understand technological capabilities and constraints, and both understand the implications formanufacturing and competitive strategy
(Workman,
1995). Dougherty (1987), for instance,suggests that unsuccessful projects have lower
communication
frequencyamong
members
from
different functions while successful projects
were
those that had higher interfunctionalcommunication
frequency. Extending Dougherty's study. Griffin and Hauser (1992) also foundthat successful
new
product development teams had highercommunication
frequencyamong
coreteam
members
from
marketing, engineering, and manufacturing than project teams that hadlower
communication
frequency. Thesediscussions lead to thehypothesis that:Hypothesis I: Project
team
communication
frequency is positively related to innovation asan
outcome of
thecapabilityto mobilizeknowledgeand
createnew
knowledge
for innovation.Project
team
management
practicesThe
literatureon
innovation that focuseson
the projectteam
level of analysis suggeststhat project
team
management
practices have both direct (Ichniowski,Shaw,
and Prennushi,1994;
Menon,
Jaworski, and Kohli, 1997;Wageman
and Baker, 1997).These
projectteam
management
practices are project team development(Thamhain
andWilemon,
1997; Hershock,Cowman,
and Peters, 1994), reward for projectteam
performance (Roberts and Fusfeld. 1982;Milgrom
and Roberts. 1992) and projectteam membership
selection(Ancona
and Caldwell,1992). In this study I analyze the direct and indirect effect of project
team
development
andreward, and control for
team membership
selectionon
performance via research design.The direct effect
of
projectteam
management
practiceson
performance. Projectteam
development. Project
team
development is related toteam
building, a process of taking acollection ofindividuals withdifferent needs, backgrounds, and expertise, and transforming
them
into an integrated, effective
work
unit(Thamhain
andWilemon,
1997). Projectteam
development,
which
entails teaching teammembers
about the goals of the projects and theprocesses by
which
to achieve them, enhances their performance (Hershock et al., 1994).The
underlying idea behind project team development is that
members
represent different "thoughtworlds" (Dougherty, 1992), with different objectives and expertise,
who
individually attempt toreduce uncertainty about their roles within the group.
They
seek to enact (Weick, 1980) theirenvironments
on
projectteam
bydirecting their activitiestoward the establishmentofa workablelevel of certainty and clarity in carrying out this
team
task. Trainingon
how
tomanage
theseprocesses enables individuals to develop their
own
situational perspective and thereforework
more
effectively.A
critical factorbehind projectteam development
is the interactionamong
keyindividuals that are expected to
work
together to accomplish the project. Thisdevelopment
process
may
require theteam
leader (Clark and Wheelwright, 1992) to teachmembers
how
to"thought worlds" or subcultures (Schein, 1996) ofthe organization.
The
development
processmay
also involve the use of individuals from external sources to the team such as "corporatetrainers" specializing in
team
development or "experts" external to the organization (Un, 2000;Roth and Kleiner, 1996).
These
analyses lead to the hypothesis that:Hypothesis2: Project
team
developmentispositivelyrelatedto innovation asan outcome of
thecapabilityto mobilize
knowledge
and
createnew
knowledge forinnovation.Project
team
reward. Previous studies suggest that projectteam
reward affects projectteam
performance (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-monetary rewards have impact
on
innovation (Roberts and Fusfeld. 1982).
When
individuals believe their contributionson
project teams in achieving the goals ofthe projects are rewarded, they are likely to perform to enhanceproject
team
performance(Milgrom
and Roberts, 1992; Lavvler, 1994; Kerr, 1975). Empirically,reward for
team
performance has a positive impacton
itsoutcome
(Ichniowski et al.. 1997;Wageman,
1995). Therefore, project teams that receive reward for their projectteam
performance are likely to perform better than those that do not receive any reward.
These
discussions leadto the hypothesisthat:
Hypothesis 3. Project
team
reward
is positively related to innovation asan outcome of
thecapabilityto mobilize
knowledge
and
createnew
knowledge for innovation.The indirect effect
of
projectteam
management
practiceson performance
Projectteam
development. Project
team
development also facilitates projectteam outcomes
indirectly byprocess
by
which team
members
are taughthow
to organize theirwork
processes such as settingthe
agenda
for meetings, task allocation and suggestions about the resources needed andwhere
they
may
be acquired, it influencescommunication
frequency in accomplishing the project. Inaddition, project
team
development providesteam
members
the understanding ofknowledge
structure ofother
members
(Nonaka
and Takeuchi, 1995), facilitates social integration throughtrust building (Roth and Kleiner, 1996), and replaces individual goal differences with the
collective goal (Klimoski and
Mohammed,
1994) ofthe project. This sense ofshared goal andtrust encourages
communication
for accomplishing the project(Madhaven
and Grover, 1998).Therefore, I hypothesizethat:
Hypothesis 4: Project
team
development is positively related to project team-levelcommunication
frequency.Project
team
reward.The
reward forteam
performance also has an impacton
projectteam communication
frequency. In orderto motivateknowledge exchange
on team,team
rewardis necessar\' for project
team
performance.Wageman
andBaker
(1997) studying the relationshipsbetween team
reward and teamoutcomes
found thatteam
reward has a positiveeffect
on
observed cooperation.Menon
et al. (1997) studying cross-functional productdevelopment
teams also found that the reward for projectteam
performance increasedinterdepartmental interaction. Therefore, project teams that receive reward fortheirperformance
are likely to
communicate
more
frequently to exchangeknowledge
in order to enhance projectperformance.
These
discussions leadto the hypothesisthat:Hypothesis 5. Project
team
reward
is positively related to project team-levelcommunication
frequency.
Organization-level
communication
routinesEvery organization has
some
type ofcommunication
patterns (Morrill. 1995), routines(Nelson and Winter, 1982), or codes (Kogut and Zander, 1992). These patterns
may
be verticalbetween superior and subordinates within the
same
function or lateralbetween
employees
indifferent functions (Morrill, 1995;
Kogut
and Zander, 1992).These communication
routines arefacilitated by the degree to
which
different functions are integrated or differentiated(Lawrence
and Lorsch, 1967; Nohria and Ghoshal, 1997). Organizations that integrate different functions
using various integrative
mechanisms
such as incentives(Milgrom
and Roberts, 1992),team-based job design (Galbraith, 1977; Ghoshal et al., 1994) and/or the initial socialization that
exposes
employees
to different functions (Nohria and Ghoshal, 1997) have cross-functionalcommunication
patterns or routines. Organizations that are differentiated havecommunication
patterns that are withinthe
same
function ratherthan across different functions (Galbraith, 1977;Morrill, 1995).
Over
time these patternsbecome
institutionalized and taken for granted byorganizational
members
(Morrill, 1995). Therefore, one of the differentiating factorsamong
organizationsand theirperformance is their
communication
routine (Nelson and Winter, 1982).Direct effect
of
organization-levelcommunication
routineson
innovation.Among
the different types of organization-levelcommunication
routines, cross-functionalcommunication
routine by and large is
viewed
as supporting the organization's capability to mobilizeknowledge
and create
new
knowledge
for innovation, because innovation requires the mobilization andintegration of different types of functional
knowledge
(Dougherty, 1992). Therefore, indeveloping the capability to mobilize
knowledge
and createnew
knowledge
for innovation, sales/marketing, design and manufacturing are integrated in order to create cross-functionalcommunication
routineamong
these fiinctions (Lawrence and Lorsch, 1967; Nohria andGhoshal, 1997). Similarly,
Kogut
and Zander (1992) propose that in developing the"combinative capability"
communication
codes that facilitateknowledge
mobilizationbetween
design and manufacturing are necessar)'. Prahalad and
Hamel
(1990) suggestthat firms that havethe "core
competence"
providemechanisms whereby
individualswho
are "carriers of corecompetence"
are encouraged tocommunicate
across functional and business boundaries to shareknowledge
to createnew
knowledge
for innovation. Similarly. Dougherty (1992) suggests thatan organization's ability to develop
new
products is contingenton
thecommunication
frequency between andamong
individuals in the sales/marketing,R&D,
and manufacturing functions.Empirical studies have also
shown
that organizations that have higher cross-functionalcommunication
frequency have superior capability at mobilizing and creatingnew
knowledge
for innovation than organizationsthat lack this
communication
routine (e.g.Ghoshal
et al., 1994;Nohria and Ghoshal. 1997). Hence, thesediscussions lead to the hypothesis that:
Hypothesis 6: Cross-functional
communication
routine ispositively related to innovation asan
outcome of
the capabilitytomobilize knowledgeand
createnew
knowledge
forinnovation.Indirect effect
of
organization-levelcommunication
routineson
innovation. Clark andWheelwright
(1992) suggest that regardless ofteam
structures used in the process ofinnovation,team
members
remainembedded
(Granovetter, 1985) in their daily context ofthe organization.According to these authors, there are four types of
team
structures used in the process ofirmovation: functional, lightweight, heavyweight, and autonomous.
The
structures that aremost
frequently used, however, are the first three. For functional project
team
structure, allteam
members
remain completelyembedded
in their daily routines, performing their routine tasks, butgiven anadditional task related to the project to perform. In this project
team
structure, there isno clear
team
leader coordinating the different parts of the project. In the lightweight projectteam
structure,all projectteam
members
still remain completelyembedded
in theirdaily contextperforming their daily tasks.
However,
each project teammember
is given anothertask from the project to perform and. unlike the functional projectteam
structure, there is a clearly definedteam
leaderwho
coordinates and acts as a liaison to various projectteam members.
In the heavyweight projectteam
structure, projectteam
members
also remainembedded
in their dailycontexts.
The most
important differentiating factor between the lightweight and heavyweightstructures is the role of the
team
leader. In the heavyweight projectteam
structure, theteam
leader is actively coordinating and planning the various tasks and seeing that the project follows
the schedule and actively searching for and acquiringresources from external sources to perform
the task. Recent studies of product development teams (e.g.
Nobeoka.
1993;Aoshima,
1996)also found that project
team
members
rarely devote all their time to workingon
one particularproject team. Simply put,
most team
members
at any given point in time ha\'e one "foot"" in aproject
team
while another in their daily context of the organization.As
project teams remainembedded
in their daily context of the organization, they are subject to the on-goingorganization-level routines, one of
which
is communication. Since project teams consist ofmembers
from
different functions. I hypothesize that:Hypothesis 7: Theorganization-level cross-functional
communication
routine ispositivelyrelatedtoproject team-level
communication
frequency.In
summary,
I propose that for organizations that have the organization-levelcross-functional routine built into their context, project
team
management
practices arecomplements
while for organizations that lack this routine, these practices are substitutes in developing the
capability to mobilize
knowledge
and createnew
knowledge
for innovation. Specifically, 1hypothesize that cross-functional
communication
routine, project team-levelcommunication
frequency and project
team
management
practices ha\e a direct effect on the capability tomobilize
knowledge
and createnew
knowledge
for innovation. Moreo\'er, 1 hypothesize thatboth the organization-level cross-functional
communication
routine and projectteam
management
practices affectprojectteam-levelcommunication
frequency.RESEARCH
DESIGN
Data
were
gathered through surveys of 182 cross-ftinctional innovation teams of 38 largeUS
and Japanese multinational firms in the computer, photo imaging, and automobile industriesthat have operations in the United States.
The
analysis ofcompanies
present in differentindustries facilitatesthe generalization ofresultsacross industries.
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-that affect the time pressure
on
gathering and processing different types ofknowledge
forinnovation
(Lawrence
and Lorsch, 1967).The companies were
selected based ontwo
factors. First, theywere
the largest in theirrespective industries based
on
revenue asreported in the Hoover'sHandBook
ofWorld
Business(1999). Second, they had customer service centers in the United States and Japan dealing with
compares
sources of this capability ofUS
and Japanese multinational enterprises in both theUnited Statesand Japan.
For each
company,
the largest customer service center in terms ofemployees
located inthe United States
was
selected. These centerswere
identified using the Director>' 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 ser\ice. and engineering linking to the
R&D
and manufacturing organizations.In each customer service center, a set of cross-functional project teams
was randomly
selected. Project teams
were
selected based on three criteria. First, at least three functionswere
represented: customer service, engineering (i.e.
R&D
or manufacturing) and sales/marketing ormanufacturing. Second, the
main
objective of the teamwas
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 and separate out levels of analysis, I collected
data from three different sources using three separate surveys (Rousseau. 1985; Klein, Tosi.
Cannella, and Albert. 1999). Data
on
the organization-le\el cross-functionalcommunication
routine
was
collected from a personnel manager, because a personnel function is aboundary
function and therefore this
manager
has the bestknowledge
about the interactionbetween
andamong
different functions and can speak about itmore
objectively.The
dataforthe team-level variables were collected from the projectteam
leaders and theproject managers. For each
company
the projectmanager
was
asked to provide a list ofprojectsand the
team
leaders that supervised them.Based on
this list,randomly
selectedteam
leaderswere
asked to take a survey. Priorto this, surveyswere
conductedon
threecompanies
and theirteams to
examine
the consistencybetween
answers providedby
theteam
leaders and coreteam
members.
Resultsfrom
the correlation analysis suggestsome
consistency (r>
0.40, p>
.05), andtherefore, I focus
on
theteam
leaders in collecting dataon
team-levelcommunication
frequency,team
management
practices, and performance.However,
in order to minimizeteam
responsebias, project
managers were
also asked to evaluate theoutcomes
ofthese projects using thesame
metrics used in the questionnaire for the team leaders
(Ancona
and Caldwell. 1992).The
correlation coefficients between the
two
ratings range from r=
0.41 to r=
0.60 with amean
ofr=
0.50 andwere
statistically significant. This analysis suggested agreementbetween
the projectmanagers
andteam
leaders on project team outcomes.The
empirical analysis presented in thisstudy is based
on
the project managers" rating since projectmanagers
are probably less biasedabout
team
performance than theteam
leaders, as theywere
not directly involved in the project.However, team
leaders" ratings were also analyzed for comparison.The
results ofthese analysis,not presented in this paper,
were
consistent with the results basedon
the project managers"rating.
Variables
and
measures
There are three sets of variables operating at the organization-level and team-level: (1)
the dependentvariable, (2) the independentvariables, 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
product development and/or modification (a=
0.87). In terms ofeffectiveness, speed-to-market (Clarkand Wheelwright, 1992)and customer satisfaction withthe
innovation are analyzed
(Ancona
and Caldwell, 1992). Speed-to-market(SPEED)
ismeasured
bythe extent to
which
the innovationwas
delivered quicklyenough
to customersto satisfy them.For effectiveness, customer satisfaction with the innovation
(CUSTSAT)
ismeasured
by ratingsgiven
by
JD
Power
&
Associates for the automobile companies,PC
World
for thecomputer
companies, and an external marketing researchcompany
forcompanies
in the photo imagingindustry (a
=
0.87). Efficiency(EFFIC) was measured
by the deviation from theamount
ofstaffhours and financial resources used (excluding staff hours) as expected by
management
at thebeginning ofthe project in completing the project (a
=
0.70). All the measures are averaged bythe firm withthe exception ofcustomersatisfaction
where
an externalmeasure
is used.Independent variables.
The
organization-level cross-functionalcommunication
routine(0-XCOM)
ismeasured
by cross-functionalcommunication
frequency using face-to-facemeetings,
phone
conversations, and electronic mail formally and informallyamong
differentfunctions in theirdaily context (a
=
0.73). Projectteam
communication
frequency(P-NCOM)
ismeasured
bycommunication
frequencyamong
team
members
using face-to-face meetings.phone
conversations, and electronic mail, formally and informally (a=
0.83) (Griffin andHauser. 1992). Project team-level
management
practices are projectteam development
(P-DEVLOP)
and reward(P-RWRD).
Project team development(P-DEVLOP)
ismeasured by
whether project
team
received training specificalh' for workingon
this project. Projectteam
reward
(P-RWRD)
ismeasured by
the impact ofprojectteam
performanceon
team members'
salary increase,
bonus
payment, promotion, and job assignment (a=
0.78).Control variables.
At
the project team-level, the control variables are tenure diversity(C-P-TENURE)
and functional diversity (C-P-#DISCIP). Tenure diversit\- ismeasured
by theteam's tenure standard deviation divided by its
mean
(Ancona
and Caldwell, 1992). Functionaldiversityis
measured
bythenumber
offunctionsrepresentedon
team. This study also controlledforthe industr>- effect
(C-INDUSl
andC-1NDUS2).
Analysis
This study used path analyses to analyze the hypotheses. Path anal\sis is used to explore
the relationships betweenthe organization-level
communication
cross-functionalcommunication
routine,
team
levelcommunication
frequency,management
practiceson
differentoutcomes
ofthis capability. For each outcome, separate analysis
was
performed.To
ensure that theassumptions ofpath analysis were
met
and that themodels
usedwere
not misspecified. scatterplotsofthe residuals
were
conducted to maintain the assumptions behindOLS.
The
analysis involved three steps.The
first step involved the correlation analysisbetween
the organization-level cross-functionalcommunication
routine, projectteam
levelcommunication
frequency, and performance variables to ascertain the total associationbetween
each combination. In the second step,
two
sets of ordinarj- least square regressionswere
performed. Inthe first set, equation (1)
was
used to testthe direct effectofthe organization-levelcross-functional
communication
routine (HI),projectteam
levelcommunication
frequency (H2).team
development
(H3). and reward (H4)on
fouroutcomes
of this capability: productinnovation, speed-to-market, customer satisfaction with the innovation, and efficiency.
The
resulting standardized beta \alues represent the path coefficients of the paths from the
organization-level cross-functional
communication
routine, projectteam
communication
frequency,
team
development, and reward to differentoutcomes
ofthe capability. In the secondset. the project
team communication
frequencywas
regressed against the organization-levelcross-functional
communication
routine (H5), projectteam
development (H6) and reward (H7)using equation (2).
The
standardized betavalues represent path coefficientsshowing
the indirectpathsto
outcomes
ofcapability via projectteam communication
frequency.(1)
Outcome
of
the capabilit}' to mobilize knowledgeand
createnew
knowledge
=
a
+
J3i0-XCOM
+
P:P-NCOM
+
piP-DEVLOP
+
p^P-RWRD
+
/?,-C-P-TENURE
+
PoC-P-WISCIP
+
p-C-IXDUSl
+
PsC-iyDUS2
+
e(2)
P-NCOM
=
a^
Pi0-XCOM
+
p:P-DEVLOP
+
PiP-RWRD
+
p,C-P-TENURE
+
p_,C-P-WISCIP
+
P6C-INDUSI
+
p-C-INDUS2
+
sRESULTS
Table 1 present the descriptive statistics and correlation matrix. Before analyzing the
relationships
among
constructs, the relationshipsamong
variables within constructswere
analyzed. Several relationships are worth noting.
The
correlationbetween
PRODNOV
andCUSTSAT
is (r=
0.46, p<
0.001), albeit not strongenough
to be redundant measures. Moreover, these variables are conceptualh' distinct, and therefore will be kept separateh' in theanalysis.
The
correlation coefficient between projectteam
development(P-DEVLOP)
andreward
(P-RWRD)
is (r=
0.42, p<
0.01) suggesting that organizations that provide projectteam
development also provide reward for project
team
performance. These are not redundantmeasures because they are separate practices, and therefore will also be kept separately in the
analysis.
Insert Table 1 about here
Figure 2
shows
the path analyses forproduct innovation as anoutcome
ofthe capabilityto mobilize
knowledge
and createnew
knowledge
for innovation.These
results supporthypotheses (HI. H2, H4, H6, and H7).
As
predicted,team
communication
frequency,team
development, and organization cross-functional
communication
routine have a positive effecton
this capability.
These
findings are consistent with both streams ofliteratureon
innovation basedin organizational behavior that emphasizes team process and
outcomes
(Griffin and Hauser.1992; Dougherty, 1987: Roth and Kleiner, 1996) and organization theor_\ that follows the
integration-differentiation
framework
(IMohria and Ghoshal, 1997;Lawrence
and Lorsch. 1967;Dougherty, 1992).
However,
hypothesis 3 that predicts a positive effect ofteam
rewardon
thiscapability is not supported.
On
the one hand, this finding is surprising since previous literature(Ichniowski et al., 1997;
Wageman
and Baker, 1997;Wageman,
1995) suggest thatteam
rewardenhances
team
performance.On
the other hand, this finding is not surprising because the teamsin both studies are different from the teams in this study. In the study by Ichniowski et al. (1997)
and
Wageman
(1995) teams belonging to thesame
function, and in the study byWageman
andBaker
(1997) teams are studied in laboratory setting. In this study, they are cross-functionalteams. This leads to an interesting idea that for teams consisting of
members
from differentfunctionswith diverse
knowledge
setsand thought worlds, reward forteam
performancemay
not be adequate for enhancingperformance.Indirectly, both the organization-level cross-functional
communication
routine andteam
development
support this capability by facilitating teamcommunication
frequency.These
results support hypotheses
(H4
and H7).However,
ofthesetwo
factors, the organization-le\elcross-functional
communication
routine appears to have a slightly larger effecton
projectteam
communication
frequency than project team development (=
0.69. p<
0.01 vs.=
0.61. p<
0.01). Again, project team reward did not appear to have any impact on
team communication
frequency. This is contrarj' to
Wageman
and Baker (1997)who
found that there ismore
cooperationamong
team
members
on
teams thatwere
gi\en reward.The
differencemay
beexplained by the factthat the teams that
Wageman
andBaker
{1997) studiedwere
in a laboratorvsetting
where
as the teams in this study were in their natural setting, and therefore exposed totheircontextual factors one of
which
iscommunication
routine.Insert Fieure 2 about here
Figure 3 presents the results from testing the effect of the organization-level
cross-functional
communication
routine,team communication
frequency, andmanagement
practiceson
speed-to-market.The
results support hypotheses (HI. H2. and H6).The
resultsshow
thatteam
communication
frequency, team development, and organization cross-functionalcommunication
routine support speed-to-market ofthe innovation.However,
among
these threefactors, team-level
communication
frequency and development appear to ha\e a slightly largereffect than the organization-level
communication
routine (p=
0.61, p<
0.05. p=
0.57. p<
0.05,and p
=
0.53, p <0.05).One
ofthe reasons for this finding is that although theorganization-levelcommunication
routine facilitatesteam
communication
frequency, in order to deliver theinnovation quickly to the market, the
team
probably had tocommunicate more
frequently than intheirdaily routine, andthisprocess is facilitated
by
team
development.InsertFigure 3 about here
Figure 4
shows
the results from testing themodel on
customer satisfaction with theinnovation.
The
results only support hypothesis (H6). This measure tells ushow
effective theorganization is in incorporating customer preferences,
combine them
with their design andmanufacturing capabilities in generating the innovation that meet these preferences.
The
resultsshow
us that the organization-level cross-functionalcommunication
routine or the interactionbetween
these functionson
a routine basis supports customer satisfaction with the innovation.Surprisingly,
team
level factors do not support this measure of capability. Perhaps one of thereasons for this finding is that in achieving high customer satisfaction with the innovation,
individuals in different functions have to be kept
up
to date about any changes in customerpreferences even before they organize into project teams for innovation. This requires
communication
on
a routine basis between sales/marketing, design, and manufacturing,regardless of
when
they are organized into project teams for innovation. This is importantbecause design and manufacturing
would
bemore
prepared to listen to sales/marketing aboutcustomer preferences and perhaps
more
willing tomake
changes in their organizations toaccommodate
these changes in the external environment.Insert Figure 4about here
Figure 5 presents the results from testing
team communication
frequency,management
practices, and organization-level
communication
routineon
efficiency as anoutcome
of thecapability to mobilize
knowledge
and createnew
knowledge
for innovation.The
results supporthypotheses (HI,
H3,
and H6).Team
levelcommunication
frequency, reward, andorganization-level cross-functional
communication
routine have a positive effecton
efficiency. Contrary toprevious literature (Roth and Kleiner, 1996), project
team
dexelopment did not have a significanteffect
on
efficiency. According to field interviews, one ofthe reasons for this finding is that byhaving to develop the
team
prior to workingon
the project, projectmanagers
percei\'ed to ha\eused
more
resourcesthanexpected in accomplishing the project, particularlytime.InsertFigure 5 abouthere
In
summary,
the results shov\ that both the organization-level and projectteam
levelfactors have impact on the capability to mobilize
knowledge
and createnew
knowledge
forinnovation.
However,
the organization-level cross-functionalcommunication
routineseems
tohave impact
on
a wider range ofoutcomes
of this capability than project team level factors.Although
both support product innovation and speed-to-market of the innovation, theorganization-level cross-functional
communication
routine also support the efficiency andteam development
supports product innovation and speed-to-market of the innovation whileproject
team
rewardsupports efficiency.These
resultsseem
to suggest that organizations that have the organization-levelcross-functional
communication
routine,may
findprojectteam
management
practices less necessary indeveloping this capability.
However,
organizations that lack this routinemay
find the use of projectteam
management
practices as substitutes for this limitation.However,
thesetwo
sets offactors are not perfect substitutes for each other for
two
reasons. First, the organization-levelcross-functional
communication
routine appears to support a wider range ofoutcomes
of thiscapability. Second,
team
communication
frequency and development have a larger positiveeffect
on
speed-to-market of the innovation than organization-level cross-functionalcommunication
routine.DISCUSSIONS
AND
CONCLUSIONS
The
capability tomobilizeknowledge
and createnew
knowledge
for innovation is criticalforsustaining thecompetitive advantage, but
we
do notknow
how
it is developed.The
literatureon
innovation based in organization theory (Lawrence and Lorsch, 1967; Nohria and Ghoshal.1997) suggests that this capability is supported by the organization-level cross-functional
communication
pattern or routine, and this routine is developed by integrating different parts ofthe organization regardless of
when
employees are organized for innovation.The
literature oninnovation based in organizational behavior focusing
on team
internal processes and capabilityoutcomes
suggests that team-levelmanagement
practices facilitate these processes(Ancona
andCaldwell, 1992; Clark and Wheelwright, 1992). Therefore,
we
still do notknow
whether thesepractices are
complements
or substitutes foreach other.This study suggests that for organizations that have the routine that is conducive to
knowledge
mobilization and creation for innovation, it occurs automatically on project teams, asproject teams are
embedded
in organization. For these organizations projectteam
management
practices that facilitate
communication
onteam
are atmost
complements.However,
fororganizations thatlackthis supporting routine these practices are substitutes forthis limitation.
Therefore, the results suggest that there are potentially
two models
for developing thiscapability.
On
the one hand, itsuggests the "organization"model,which
followstheintegration-differentiation
framework
and suggests that this capability is developed by creating theorganization-level cross-functional
communication
routine regardless ofwhen
it is needed forinnovation.
On
the other hand, it suggests the "projectteam"
model,which
proposes that thiscapability is developed by
managing
cross-functionalcommunication
only as neededwhen
organized into projectteams forinnovation.
However,
this study alsoshows
that thesetwo
models are not perfect substitutes foreachother.
Although
projectteam
management
practices, particularly projectteam
development
looks promising, the
team
level factors only support product innovation and speed-to-market ofthe innovation.
On
the other hand, organization-level cross-functionalcommunication
routine,supports a wider range of
outcomes
of this capability, including the quality of innovation asindicated by customer satisfaction with the innovation and the efficiency in terms of resources
used inachieving the innovation.
This study contributes to the literature in several ways. First, it
shows
empiricallyhow
the capability to mobilize
knowledge
and createnew
knowledge
may
be developed.Specifically, it
shows
that this capabilitycan be developed either by developing theorganization-level cross-functional routine regardless of
when
it is needed for innovation or develop it asneeded at the project
team
levelwhen
organized for innovation, though they are not perfectsubstitutes.
Second, it integrates
two
streams of literature on innovation, one that is based inorganization theor>', particularly the integration-differentiation framework, and the innovation
literature based inorganizational behaviorthat emphasizes
team
processes and their outcomes.Third, it extends each of these streams of literature.
To
the innovation literature thatfollows the integration-differentiation framework, this stud\'
shows
that instead of integratingdifferent functions to generate
communication
routine regardless ofwhen
it is needed forinnovation,
communication
frequency across these functionscan also be created as neededwhen
organized for innovation by using team development.
To
the innovation literature thatemphasizes project
team
processes and outcomes, this studyshows
that project teams areembedded
in organization and therefore subject to the routines oftheir context, one ofwhich
iscommunication.
The
implication is that for organizations that alread\' ha\e the supportingcommunication
routine,when
organized into project teams for innovation, the use ofteam
management
practices to generatecommunication
is less necessary than organizations that lackthis routine.
From
a managerial perspective, this study suggeststhat organizations" ability to mobilizeknowledge
and createnew
knowledge
for innovation can be developed using one oftwo
models, dependingon
theoutcomes companies
prefer from this capability. For product innovation andspeed-to-market of the innovation, organizations can either develop the cross-functional
communication
routine regardless ofwhen
it is needed for innovation or only as neededwhen
organized into projectteams for innovation.
However,
iforganizations alsowant
otheroutcomes
ofthis capability, particularly an innovation that meets customer satisfaction and efficiency in
terms of resources used in the process of achieving the innovation, then developing the
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AND
FIGURES
FIGURE
1Framework
fordeveloping the capability tomobilizeknowledge
and createknowledge
forinnovation. Organization-level
Communication
Routine Project Team-levelCommunication
Frequencyi
Project
Team
Management
PracticesCapabilityto Mobilize
Knowledge
and CreateNew
Knowledge
for Innovation
TABLE
1FIGURE
2Pathdiagram oforganization-level
communication
routine,team
communication
frequency,management
practices,and product innovation asanoutcome
ofthe capability to mobilizeknowledge
andcreatenew
knowledge
forinnovation.ORGANIZATION-LEN'EL CROSS-FUNCTIONAL
COMMl'MCATION
ROUTINES (O-XCOM)I
H6=0.78** H7=0.69 111=0.81*' PROJECT TEAM-LEVELCOMMUNICATION
FREQUENCY (P-NCOM) PRODUCT INNOVATION (PRODNOV) H5=0.23 PROJECTTEAM
REWARD
(P-R\\RD) PROJECTTEAM
DEXELOPMENT
(P-DEVLOP)OVERALL
MODEL
Adjusted R" =0.22 ***Controls:Team TenureDiversity(C-P-TENURE), Team Functional Diversity (C-P-#*DISC1P), Industry(C-INDUSl andC-INDUS2)
Significance:
*p
<0.05, ** p<O.OL***p
<0.001FIGURE
3Path diagram oforganization-level
communication
routine,team
communication
frequency,management
practices,and speed-to-marketas anoutcome
ofthe capability to mobilizeknowledge
and createnew
knowledge
forinnovation.ORGANIZATION-LEVEL CROSS-FUNCTIONAL COMMl'NICATION
ROUTINES (O-XCOM)
FIGURE
4Path diagram oforganization-level
communication
routine,team
communication
frequency,management
practices, and customersatisfaction asanoutcome
ofthe capability to mobilizeknowledge
and createnew
knowledge
forinnovation.ORGANIZATION-LEVEL CROSS-FUNCTIONAL
COMMUNICATION
ROl'TINES (O-XCOM) H6=0.43* H7=0.69' HI=0.85 PROJECTTE.-VM-LEXELCOMMUNICATION
FREQUENCY (P-NCOM) Cl'STOMER SATISFACTION (Cl'STSAT) H5=0.23 PRO.JECTTEAMREWARD
(P-RWRD) PROJECTTEAM
DEVELOPMENT
(P-DE\LOP)OVERALL
MODEL
AdjustedR"=0.19 ***Controls: TeamTenureDiversity(C-P-TENURE),Team Functional Diversity(C-P-#DISC1P).
Industry(C-INDUSl and C-1NDUS2)
Significance:
*p
<0.05, ** p <0.01.***p <0.001FIGURE
5Path diagram oforganization-level
communication
routine,team communication
frequency,management
practices,and efficiency asanoutcome
ofthe capabilityto mobilizeknowledge
and createnew
knowledge
for innovation.ORGANIZATION-LEVEL CROSS-FUNCTIONAL