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Should we consider user readiness a prerequisite for information system development?


ABSTRACT

Information system development (ISD See IDD. ) increasingly becomes a means of organizational change and virtually always triggers a wide variety of feelings from all stakeholders Stakeholders

All parties that have an interest, financial or otherwise, in a firm-stockholders, creditors, bondholders, employees, customers, management, the community, and the government.
 who are impacted in various ways. Motivated by the stubborn stubborn Vox populi → medtalk Refractory; unresponsive to therapy  progress on the success rate of ISD, this research, in contrast to the previous research, hypothesizes that user readiness underpin all other user factors involved in ISD and conducts systematic interviews of 45 diverse ISD projects to examine the responsiveness of user readiness to project-specific efforts. Our interview findings indicate that user readiness does correlate with the success of ISD although such correspondence varies according to according to
prep.
1. As stated or indicated by; on the authority of: according to historians.

2. In keeping with: according to instructions.

3.
 the complexity of ISD, that the motivational aspect of user readiness responds project-specific efforts more slowly than the cognitive aspect of user readiness, and that user readiness also interferes with other kinds of readiness, such as process readiness, data readiness, and more intimately, cultural readiness. The implications derived from our research findings call for a holistic approach holistic approach A term used in alternative health for a philosophical approach to health care, in which the entire Pt is evaluated and treated. See Alternative medicine, Holistic medicine.  to promoting user readiness across ISD projects and should help researchers and practitioners refocus Verb 1. refocus - focus once again; The physicist refocused the light beam"
focus - cause to converge on or toward a central point; "Focus the light on this image"

2.
 their efforts in search of winning strategies for ISD.

Keywords: Information System Development, Information Systems, Organizational Change, Organizational Readiness, Cognition cognition

Act or process of knowing. Cognition includes every mental process that may be described as an experience of knowing (including perceiving, recognizing, conceiving, and reasoning), as distinguished from an experience of feeling or of willing.
, Motivation, User Factor, User Readiness, User Satisfaction

1. INTRODUCTION

Nearly every information system development (ISD) triggers a wide variety of feelings from all stakeholders who have diverse interests and concerns about the proposed information system (IS), albeit their feelings usually remain unnoticed by the management. Conflicts among stakeholders intensify in·ten·si·fy  
v. in·ten·si·fied, in·ten·si·fy·ing, in·ten·si·fies

v.tr.
1. To make intense or more intense:
 as an ISD progresses seemingly as scheduled, but they suddenly escalate es·ca·late  
v. es·ca·lat·ed, es·ca·lat·ing, es·ca·lates

v.tr.
To increase, enlarge, or intensify: escalated the hostilities in the Persian Gulf.

v.intr.
 when the acceptance phase approaches (Cohen cohen
 or kohen

(Hebrew: “priest”) Jewish priest descended from Zadok (a descendant of Aaron), priest at the First Temple of Jerusalem. The biblical priesthood was hereditary and male.
, Birkin, Garfield, & Webb, 2004; Davis, 1993). By then, it is usually too costly to address any serious issues that underpin the conflicts unless major concessions are reached. Historically, the failure rate of ISD has been much higher than other kinds of system development. Numerous reports commented on high failure rates of ISD. Representatively, the Standish Group's CHAOS survey (1999) found that 84 percent of projects are considered unsuccessful because of significant schedule delays, severe budget overruns, and/or failure to meet the expectations. Such a chaotic situation does not seem much improved. A recent survey, conducted by the US Department of Defense, reported that only two percent of its software could be used as delivered (DCITA DCITA Department of Communications, Information Technology and the Arts (Australian federal government)
DCITA Directory of Community, Industry and Tourism Australia
DCITA Defense Cyber Investigations Training Academy
, 2004).

Amid the challenges, this research has investigated the interrelationships among user factors in ISD in general and the influence of user readiness on ISD in particular. In an empirical approach, our research began with a literature review through which we could clarify our research hypotheses, and interviewed a variety of stakeholders who shared their observations of 45 different ISD projects implemented by different organizations. The rest of this paper is organized as follows. In the next section, we summarize sum·ma·rize  
intr. & tr.v. sum·ma·rized, sum·ma·riz·ing, sum·ma·riz·es
To make a summary or make a summary of.



sum
 our literature review. We then present our research hypotheses in Section 3, describe our investigation schema in Section 4, analyze our interview data in Section 5, and discuss implications in Section 6. Finally, we give conclusive remarks in Section 7.

2. PREVIOUS RESEARCH ON USER FACTORS IN ISD

In the literature, incorporating the concerns from all stakeholders of a proposed IS have been a major research sphere in recent years largely because ISD increasingly becomes a vital force for a business to gain competitiveness. Strategic uses of IT invoke more functional and managerial concerns than technical ones. The intense research on the impact from functional users who are involved in ISD is witnessed in various constructs of user factor. User participation, user involvement, user attitudes, and user satisfaction are among the representative examples of these constructs. Of the constructs proposed previously, user satisfaction was considered as the primary outcome of an ISD (Gutek, Bikson, & Mankin, 1984; Doll, Deng, Raghunathan, Torkzadeh, & Xia, 2004), whereas the rest were considered as influencing factors of the ISD.

Initially, the construct of user participation was introduced both to depict de·pict  
tr.v. de·pict·ed, de·pict·ing, de·picts
1. To represent in a picture or sculpture.

2. To represent in words; describe. See Synonyms at represent.
 users' behavioral engagement and to measure users' personal partaking in ISD (Kappelman, 1995; Barki & Hartwick, 1989). It was reported that user participation in ISD led to a higher level of acceptance and a lower level of stress among users (Korunka, Weiss, & Karetta, 1993). Another report by McKeen, Guimaraes, and Wetherbe (1994) also showed a positive correspondence between user participation and user satisfaction.

Due to increased user participation, conflicts arising in ISD, especially between IT and functional staff, were widely observed (Cohen, Birkin, Garfield, & Webb, 2004). As suggested in the literature, the tension between the user and IT groups can be attributed mainly to their different interests while others, such as poor communications and a lack of competence on either side, could further worsen wors·en  
tr. & intr.v. wors·ened, wors·en·ing, wors·ens
To make or become worse.


worsen
Verb

to make or become worse

worsening adjn
 the situation. The negative effect of these conflicts remained significant even after conflict management had been emphasized (Barki & Hartwick, 2001). Wagner, Leana, Locke, and Schweiger (1997) proposed a cooperation model that measures user participation with two emphases, namely, the technical cooperation and the managerial cooperation. The former focuses on the quality of decision support and functional input from the user group whereas the latter aims at the importance of the agent role of users in ISD.

As an alternative focus, the user involvement construct was introduced to draw attention from researchers to the psychological engagement of users. It is measured as users' perceived importance and personal relevance of ISD (Barki & Hartwick, 1994), based on an assumption that, with or without actual participation, users could be influenced to sense the importance and relevance of an ISD. A remedial approach to addressing users' psychological engagement was to position the user attitude construct in the midst Adv. 1. in the midst - the middle or central part or point; "in the midst of the forest"; "could he walk out in the midst of his piece?"
midmost
 of ISD (Igbaria, 1989; Coombs Coombs can refer to:
  • Coombs test, a test for the presence of antibodies or antigens
  • Coombs reagent, the reagent used in the Coombs test
  • Coombs' method, a type of voting designed by the psychologist Clyde Coombs
, Doherty, & Loan-Clarke, 2002; Yang yang (yang) [Chinese] in Chinese philosophy, the active, positive, masculine principle that is complementary to yin; see yin, under principle.  & Yoo, 2004). User attitude is users' unarticulated un·ar·tic·u·lat·ed  
adj.
1.
a. Not articulated: our unarticulated fears.

b. Not carefully or thoroughly thought out.

2. Biology Not having joints or segments.
 impression or their calculated judgment of the proposed IS. Interpreted in either way, however, the user attitude construct merely covers users' psychological judgment in a broader sense than user involvement.

The infusion of the organizational change perspective into ISD has redirected our understanding of user factors in ISD. Since Ives and Olson considered the organizational change theory one of the most relevant theories for "user involvement" (1984), many studies have examined such an organizational change perspective of ISD (Kuruppuarachchi, Mandal, & Smith 2002; Meyers, Sivakumar, & Nakata, 1999; Lu 1995; Newell, Swan, & Clark 1993). Notably, the inclusion of user expectation, as another factor of ISD, subsequently emerged from the organizational change approach (Hackett, Mirvis, & Sales, 1991). Early studies showed that a significant gap exists between users' evaluation of newly implemented technology and their prior-to-implementation expectations (Argote, Goodman, & Schkade, 1983), and that the efforts on equipping users with realistic expectations of a proposed IS should lead to better satisfaction with the developed IS (Ginzberg, 1981). These studies regarded user expectation as users' understanding of business issues to be addressed in ISD, operational and organizational changes, and consequent impact on jobs (Ginzberg, 1981; Hackett, Mirvis, & Sales, 1991).

In summary, it seems that all research findings about user factors in ISD have pivoted on user attitude for which user participation is considered a driving force and user satisfaction is considered a principal outcome. In addition, user attitude, user involvement, and user expectation all rely on user participation, which may likely mislead mis·lead  
tr.v. mis·led , mis·lead·ing, mis·leads
1. To lead in the wrong direction.

2. To lead into error of thought or action, especially by intentionally deceiving. See Synonyms at deceive.
 the ISD management to believe that the more user participation the better.

3. RESEARCH HYPOTHESES

Departing from the previous research, this research examines if user readiness to the resultant organizational change plays a vital role in ISD and if the user readiness construct is so profound that user participation could only make a limited contribution to it. Our assumption is that when users are ready for an ISD in both cognitive and motivational dimensions, they will positively affect its success. Therefore, the first hypothesis of this research is identified as follows:

H1: Among all user factors, user readiness is most fundamentally correlated with the success of ISD.

Inspired by the reports that show the correction to negative effect perceived by users is exponentially ex·po·nen·tial  
adj.
1. Of or relating to an exponent.

2. Mathematics
a. Containing, involving, or expressed as an exponent.

b.
 costlier as an ISD carries on (Boehm, 1981; Andersson & Bergstrand, 1997), we are also interested in discovering the effectiveness of managing user readiness if it has to be dealt within ISD. As discovered by some researchers (Mirvis, Sales, & Hackett, 1991; Newell, Swan, & Clark 1993), users' attitudes toward a proposed IS are formed soon after such an ISD is announced, and changing their attitudes takes a long time if it is going to happen. As ISD increasingly demands drastic changes to business operations Business operations are those activities involved in the running of a business for the purpose of producing value for the stakeholders. Compare business processes. The outcome of business operations is the harvesting of value from assets , the caveat from Alter and Ginzberg (1978, p. 24) still sounds instrumental to us: Acceptance of the organizational change model implies comprehensive people-intensive planning at the beginning of the project. Nevertheless, when ISD is viewed as a means of organizational change, we think user readiness should be examined across organizations rather than across individual users within an organization. Therefore, the second hypothesis of our research has emerged as follows:

H2: User readiness is an organizational issue and lacks responsiveness to project-specific efforts, and thus it should be considered a prerequisite for ISD.

Our intent is to situate sit·u·ate  
tr.v. sit·u·at·ed, sit·u·at·ing, sit·u·ates
1. To place in a certain spot or position; locate.

2. To place under particular circumstances or in a given condition.

adj.
 the user readiness construct in the midst of all user factors by investigating the implications of user readiness in a broad scope and duration. In what follows, we describe our investigation scheme, with which we have examined 45 ISD projects to attest To solemnly declare verbally or in writing that a particular document or testimony about an event is a true and accurate representation of the facts; to bear witness to. To formally certify by a signature that the signer has been present at the execution of a particular writing so as  our hypotheses.

4. INVESTIGATION SCHEMA

Before we determine what aspects of ISD to be included in our investigation, we have laid out a framework of all major factors that possess significant impact on ISD. Figure 1 shows our view of the position of user readiness and its relationships with other kinds of readiness. As indicated in the figure, we perceive that user readiness is merely a part of organizational readiness and heavily interacts with, if at all isolatable, two adjacent components of organizational readiness, namely process readiness and cultural readiness. The process readiness encompasses all explicit and implicit business operations that are enforced methodically me·thod·i·cal   also me·thod·ic
adj.
1. Arranged or proceeding in regular, systematic order.

2. Characterized by ordered and systematic habits or behavior. See Synonyms at orderly.
 and are executed voluntarily such that they are upheld by the organization rather than by the management. While we think process readiness crucially underlines user readiness, we consider cultural readiness, an ultimate format of user readiness, representing the mentality of user readiness, even though user readiness could be achieved without a high degree of cultural readiness. Our research, however, has focused only on user readiness without further examining the two adjacent components. By and large, infrastructure readiness and data readiness are also part of organizational readiness for ISD and often strongly impact the success of ISD, too. The tangibility of the two kinds of readiness usually draws more attention from corporate management than other intangible kinds. However, they usually are not the sources of problems, but rather are the consequences of inadequate readiness at higher layers; for example, a lack of cross-functional integration (Weiss & Anderson, 2004) often results into data disintegration disintegration /dis·in·te·gra·tion/ (-in?ti-gra´shun)
1. the process of breaking up or decomposing.

2.
.

[FIGURE 1 OMITTED]

In addition to exhibiting the focus and context of this research, Figure 1 also depicts multiple paths to the success of ISD, through which we intend to show that only organizational readiness renders a much higher success rate of ISD without extensive project-specific efforts. The framework also alerts that among other individual components of organizational readiness, user readiness is an utmost challenging task to be accomplished and therefore is extremely difficult to reach through project-specific efforts. The reason being for such an alarming notion is that without organizational readiness, individuals' readiness has to rely on perceived resultant benefits that appear increasingly less direct and less monetarily explicit. Because of the context in which we examine user readiness, the construct of user readiness in our research encompasses substantially more aspects than previously assumed.

5. ANALYSIS

Using the same set of questions and applying same interview patterns described above, our research team interviewed various stakeholders involved in 45 ISD projects. The sample space was determined neither too small to lose the diversity of sample nor too big to lose intensity of each interview. The 45 ISD projects ranged from simple transactional systems to complex informational systems, from small and medium-sized firms to some fortune 500 firms, and from non-profit to for-profit organizations. Since the questions were thorough and demanded deep thoughts, each interview resulted in a concrete report.

As summarized in Table 1, 45 ISD projects in our sample came from 22 large organizations (including 9 fortune 500 firms), 15 medium-sized organizations, and 8 small organizations. Divided in another way, 22 of them were enterprise projects and 23 were departmental projects. Note that although the number of enterprise project happened to be equal to the number of large organizations in our sample, they do not mean the same thing. To be considered as an enterprise-scope project, an ISD must have involved extensive data integration issues and provide multiple user groups with multiple business functions. Even though the rest are considered departmental, many of them were still required heavy data exchanges with the adjacent systems.

To determine which ISD projects successful or not, our research team first analyzes interview reports and synthesizes the interview data to come up with mainly two summary matrices. The first matrix highlights the characteristics of each sample ISD, including its background, size, type, scope, complexity, and purpose. The second matrix summarizes main attributes that together could portray user readiness for an ISD. When we codified cod·i·fy  
tr.v. cod·i·fied, cod·i·fy·ing, cod·i·fies
1. To reduce to a code: codify laws.

2. To arrange or systematize.
 the answers to our interview questions to furnish fur·nish  
tr.v. fur·nished, fur·nish·ing, fur·nish·es
1. To equip with what is needed, especially to provide furniture for.

2.
 the summary matrices, we also considered a large number of examples collected in our interview reports to ensure the fairness. Afterwards af·ter·ward   also af·ter·wards
adv.
At a later time; subsequently.


afterwards or afterward
Adverb

later [Old English æfterweard]

Adv. 1.
, we draw a line based on the composite score of all three user satisfaction attributes. Using the same calculation, we draw a line to divide the ISD projects into two groups, namely users are ready and not ready (indicated as UR and NR in the table, respectively). As we vary the dividing score, we find the correspondence between user readiness and the success of ISD remains clear unless we set the determinant determinant, a polynomial expression that is inherent in the entries of a square matrix. The size n of the square matrix, as determined from the number of entries in any row or column, is called the order of the determinant.  score unreasonably high or low. It should be noted that the success rate of our sample ISD projects appear quite high in part because the success criteria that are preferred to all our interviewees seemingly overlook financial overruns for reasons we will explain later.

In our sample ISD projects, nearly half of enterprise ISD projects, that is, 10 out of 22, were implemented for decision support, but only one-third of departmental ISD projects were for decision support. Nevertheless, many transactional systems were also reported to build additional capacity in order to provide a central informational system with processed data. Also notably, large organizations spent proportionately pro·por·tion·ate  
adj.
Being in due proportion; proportional.

tr.v. pro·por·tion·at·ed, pro·por·tion·at·ing, pro·por·tion·ates
To make proportionate.
 more on data integration and information collection than small and medium-sized ones. Despite of some vagueness of the criticality of user readiness to the success of ISD, our interview data reveals a pattern that user readiness does significantly correlate with the success chance of an ISD. Specifically, among 28 ISDs for which user readiness is considered adequate (UR), 21 ISD projects were considered satisfactory by users versus 7 unsatisfactory. In contrast, among those ISD projects for which user readiness were considered inadequate (NR), 7 projects were perceived satisfactory by users versus 10 were considered unsatisfactory. Undeniably, the correlation between user readiness and the success of ISD appears less apparent in enterprise projects than in departmental projects (6:5 versus 18:2), for which we have observed that enterprise projects did run into additional challenges that might diffuse diffuse /dif·fuse/
1. (di-fus´) not definitely limited or localized.

2. (di-fuz´) to pass through or to spread widely through a tissue or substance.


dif·fuse
adj.
 the influence of user readiness. One such tough challenge could be data integration, as exemplified at one sample organization. The organization implemented a data warehouse, and 3 years after it went in production the user group still could not see much of its value while the annual cost on operating it exceeded $10 million. The system caused neither any workforce deduction nor any observable ob·serv·a·ble  
adj.
1. Possible to observe: observable phenomena; an observable change in demeanor. See Synonyms at noticeable.

2.
 power shifting, but integration issues prevented it from operating efficiently. Such unforeseeable Un`fore`see´a`ble

a. 1. Incapable of being foreseen.

Adj. 1. unforeseeable - incapable of being anticipated; "unforeseeable consequences"
unpredictable - not capable of being foretold

 difficulties were actually caused by user dominance without a full consultation from both internal and external experts. In our view, this is in fact an issue of process integration.

In addition, we have noticed that our interviewees do have bias. For example, the interviewees who are in a managerial position more often speak highly of their projects even if the evidence appears vague and somewhat subjective. Besides, the interviewees who have a technical background more likely praise their ISD projects. Moreover, opinions on user participation and user involvement also differ according to the role of an interviewee. If the interviewee is a project manager, the participation or involvement from users is usually supported with the evidence that users are trained and their concerns about job security are addressed. If the interviewee is a functional user, it is referred to as close communications and corporate policies on personnel empowerment. Obviously, ordinary users lag behind on the motivational side of user readiness while managers keep pushing on the cognitive side of it.

6. IMPLICATION

With so much information collected from our extensive interviews, what lessons can we learn? Can these interviews offer any credible validation to our hypotheses? As discussed above, our interview data do not seem as pessimistic pes·si·mism  
n.
1. A tendency to stress the negative or unfavorable or to take the gloomiest possible view: "We have seen too much defeatism, too much pessimism, too much of a negative approach" 
 as what the past statistical reports indicated. Our explanation to such a contradiction is that our data differ from others because the criteria used by our interviewees differ from others, too. Evidently, first, the success rate of ISD can no longer be assessed in a standalone stand·a·lone  
adj.
Self-contained and usually independently operating: a standalone computer terminal. 
 manner, especially as IS's increasingly intermingle in·ter·min·gle  
tr. & intr.v. in·ter·min·gled, in·ter·min·gling, in·ter·min·gles
To mix or become mixed together.


intermingle
Verb

[-gling,
 with each other and, second, the success of ISD becomes much more difficult to quantify or even qualify as strategic uses of IT have engendered a variety of benefits to corporations.

Because individual information systems are increasingly tied to enterprise infrastructure and their direct benefits to specific groups increasingly blur blur (blur) indistinctness, clouding, or fogging.

spectacle blur  the indistinct vision with spectacles occurring after removal of contact lenses, especially non–gas-permeable lenses; it is
, ISD progressively more demands organizational support and strategic planning Strategic planning is an organization's process of defining its strategy, or direction, and making decisions on allocating its resources to pursue this strategy, including its capital and people. . In an organization where organizational readiness is insufficient, ISD projects will inevitably consume more resources to accomplish and, as a result, such organizations will complete disadvantageously dis·ad·van·ta·geous  
adj.
Detrimental; unfavorable.



dis·advan·ta
. The agility of the two aspects of user readiness perceived in our interviews is the reason in support of this assertion. The motivational readiness does not seem improvable in certain organizations where overall organizational policies, such as tenure structure and continuing education continuing education: see adult education.
continuing education
 or adult education

Any form of learning provided for adults. In the U.S. the University of Wisconsin was the first academic institution to offer such programs (1904).
, were inconsistent with project-specific efforts. Therefore, we think that project management should carefully isolate the resources dedicated to improving organizational readiness in general and user readiness in particular from the regular project budget since the result of such effort should not be considered project-specific. We believe the more such efforts targeted to specific ISD's, the lower organizational readiness, and the less likelihood of a successful ISD. Furthermore, we think that corporate management should coordinate such efforts on improving organizational readiness; otherwise, project management will likely inefficiently spend its limited resource bringing organizational readiness up to the level suitable for taking on a challenging ISD.

Finally, our message is this: Since the success criteria of an ISD obscure, knowing the prerequisites for taking on the ISD should be vital in preventing the management from committing costly mistakes in the first place. The question now is whether we can conclude from our interview data that user readiness is a prerequisite for ISD. We think there isn't a simple yes or no answer to this question because each ISD is exceptional, but we are confident that assurance on user readiness would help appreciably ap·pre·cia·ble  
adj.
Possible to estimate, measure, or perceive: appreciable changes in temperature. See Synonyms at perceptible.
 increase the success rate of ISD.

7. CONCLUSIVE REMARKS

Amid the challenges to conducting increasingly complex ISD, this research has examined if user readiness can be an essential prerequisite for ISD. Departing from the previous research that has emphasized the importance of user participation and involvement in ISD, this research has positioned user readiness in the midst of all user factors involved in ISD. To establish the user readiness construct, our approach is to identify the profoundness of user readiness by incorporating other user factors into user readiness and then analyze the responsiveness of user readiness to project-specific efforts through systematic interviews of 45 diverse ISD projects. Our interview data indicate that the correspondence of user readiness to the success of ISD does exist, but varies according to the complexity of ISD, that the motivational aspect of user readiness responds project-specific efforts more slowly than the cognitive aspect of user readiness, and that user readiness also interferes with other kinds of readiness, such as process readiness, data readiness, and more intimately, cultural readiness. Based on these findings, we suggest that the ISD project management assess the status quo [Latin, The existing state of things at any given date.] Status quo ante bellum means the state of things before the war. The status quo to be preserved by a preliminary injunction is the last actual, peaceable, uncontested status which preceded the pending controversy.  of user readiness as part of a project initiative and should never underestimate the amount of resource and time required to raise user readiness to the desired level.

This research points out a fresh direction for corporate management to strategically focus their efforts on improving the success rate of ISD. As ISD becomes increasingly difficult to be individually measured, the predictability of the success chance of an ISD before it embarks would help corporations avoid costly mistakes that often lead to chaotic situations. Therefore, the findings resulting from the research should serve a landmark for researchers and practitioners to redirect re·di·rect  
tr.v. re·di·rect·ed, re·di·rect·ing, re·di·rects
To change the direction or course of.

n.
A redirect examination.



re
 their efforts in search of winning strategies for ISD.

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adj.
1. Not varying; constant.

2. Mathematics Unaffected by a designated operation, as a transformation of coordinates.

n.
An invariant quantity, function, configuration, or system.
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Myron Sheu, California State University Enrollment
 at Dominguez Hills, California, USA

Haejin Kim, California State University at Dominguez Hills, California, USA

Dr. Myron Sheu earned his Ph.D. at Old Dominion University “ODU” redirects here. For other uses, see ODU (disambiguation).

The university was recently named one of the best colleges in the Southeast by The Princeton Review.
, Norfolk, VA in 1992. Currently he is an assistant professor of information systems at California State University, Dominguez Hills California State University, Dominguez Hills (CSUDH) is a campus of the California State University system. It is located in the Los Angeles suburb of Carson, California.

. Previously he was a systems and applications architect at the Boeing Company.

Dr. Haejin Kim earned her Ph.D. at the Rutgers University Rutgers University, main campus at New Brunswick, N.J.; land-grant and state supported; coeducational except for Douglass College; chartered 1766 as Queen's College, opened 1771. Campuses and Facilities


Rutgers maintains three campuses.
, New Brunswick New Brunswick, province, Canada
New Brunswick, province (2001 pop. 729,498), 28,345 sq mi (73,433 sq km), including 519 sq mi (1,345 sq km) of water surface, E Canada.
, NJ in 2002. Currently she is an assistant professor of management at California State University, Dominguez Hills.
TABLE 1. SUCCESS VERSUS FAILURE ANALYSIS BASED ON THE INTERVIEW DATA.

                   Departmental Project: 23   Enterprise Project: 22
Success ~
Failure             Large   Medium   Small    Large   Medium   Small
Analysis

Information   UR     0~1     3~0      1~0      2~2     0~1
:18           NR     1~1     0~1               1~2     1~0      0~1
Transactio    UR     4~0     4~0      3~1      2~1     1~1      1~0
n:27          NR     0~0     1~1      0~1      2~3     1~0

UR: user ready; NR: user not ready
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Author:Kim, Haejin
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Date:Mar 1, 2005
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