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Developing measures to assess the extent of sustainable competitive advantage provided by business process reengineering.


ABSTRACT

The study proposes a set of measures that assess the extent of competitive advantage provided by BPR (Business Process Reengineering) See reengineering.

BPR - Business Process Re-engineering
. Naturally measures have to be both reliable (must not vary unreasonably because of irrelevant factors) and valid (should measure what they are intended to measure). The development of measures that have been tested for reliability and validity is a critical requirement for the advancement of knowledge in management disciplines.

This study is a planned methodological research program based on (Churchill's 1979) guidelines guidelines,
n.pl a set of standards, criteria, or specifications to be used or followed in the performance of certain tasks.
 for developing measures that have the desirable reliability & validity properties. The eight-step process recommended by Churchill is adopted in this research. In the main study primary data was collected using structured questionnaire by eliciting response from 181 respondents In the context of marketing research, a representative sample drawn from a larger population of people from whom information is collected and used to develop or confirm marketing strategy. . The construct was checked for measurement properties through statistical analysis.

1. INTRODUCTION

Research in Business Processing Reengineering (BPR) is at critical crossroads today, with increased emphasis on developing theoretical concepts and testing empirical relationships In science, an empirical relationship is one based solely on observation rather than theory. An empirical relationship requires only confirmatory data irrespective of theoretical basis.  rooted in such concepts. Such a transformation critically depends on conceptualizing, measuring & analyzing the role of BPR and its derivative constructs in a business enterprise. This is motivated mo·ti·vate  
tr.v. mo·ti·vat·ed, mo·ti·vat·ing, mo·ti·vates
To provide with an incentive; move to action; impel.



mo
 by the management's desire to gain competitive advantage through process innovation techniques. It is well recognized that improvement in competitiveness means improvement in both efficiency & effectiveness of 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 . This paper is based on a research study, which aims to contribute to the measurement stream of BPR research with an explicit recognition that measure development cannot be divorced from broader theoretical network. The specific aim is to develop and validate a set of operational measures for a particular conceptualization con·cep·tu·al·ize  
v. con·cep·tu·al·ized, con·cep·tu·al·iz·ing, con·cep·tu·al·iz·es

v.tr.
To form a concept or concepts of, and especially to interpret in a conceptual way:
 of BPR. The expectation is to provide an initial set of operational measures with strong support in terms of their measurement properties that can be utilized by other researchers for theory-testing as well as further extensions/refinements.

This paper is divided into four sections. The first section provides background for this research through a brief historical trace of various approaches to measurement of management constructs. The second section provides a theoretical circumscription cir·cum·scrip·tion  
n.
1. The act of circumscribing or the state of being circumscribed.

2. Something, such as a limit or restriction, that circumscribes.

3. A circumscribed space or area.

4.
 of the proposed BPR construct. The research method including data analytical approach and results are presented in the third section. The fourth section discusses the implications of the results.

2. BACKGROUND

2.1 Alternative approaches for developing constructs in Management

Narrative Approach: This reflects the case-based tradition of business policy predicted on a view that the complex characterization A rather long and fancy word for analyzing a system or process and measuring its "characteristics." For example, a Web characterization would yield the number of current sites on the Web, types of sites, annual growth, etc.  of competitive advantage should only be described in its holistic Holistic
A practice of medicine that focuses on the whole patient, and addresses the social, emotional, and spiritual needs of a patient as well as their physical treatment.

Mentioned in: Aromatherapy, Stress Reduction, Traditional Chinese Medicine
 and contextual form. Since the distinctiveness lies in its uniqueness to a particular setting, the implication is that competitiveness can (and should) be best described verbally, and any attempt to develop a measurement system will be incomplete. While such an approach has its role for conceptual developments, it has limited use for testing theories pertaining per·tain  
intr.v. per·tained, per·tain·ing, per·tains
1. To have reference; relate: evidence that pertains to the accident.

2.
 to the effectiveness of situations under differing environmental, organizational and temporal Having to do with time. Contrast with "spatial," which deals with space.  conditions.

Classificatory Approach: The first movement away from narrative descriptions of competitiveness is reflected in the development of strategy classifications--either conceptual or empirical. The conceptual classifications are term as 'typologies'. The distinguishing feature is that such typologies are rooted in a set of parsimonious par·si·mo·ni·ous  
adj.
Excessively sparing or frugal.



parsi·mo
 classificatory variables or conceptual criteria. While topologists are best know for their conceptual elegance, they do suffer from an inherent weakness in that it is fairly easy to find a single variable on which a typology typology /ty·pol·o·gy/ (ti-pol´ah-je) the study of types; the science of classifying, as bacteria according to type.

typology

the study of types; the science of classifying, as bacteria according to type.
 can be used.

The empirical classifications are termed as 'Taxonomies". These reflect empirical existence of internally consistent configurations, but it is important to recognize that their development is sensitive to the choice of underlying variables as well as the analytical method used to extract the taxonomies. Thus, while it serves to capture the comprehensiveness and integrative nature of competitive advantage, it does not reflect the 'within-group' differences along the underlying variables.

Comparative Approach: The aim of the third approach is to identify and measure the key traits (also termed as variables) of the competitive advantage construct. Consequently, the focus is less on categorization and more on measuring the differences along a set of characteristics that collectively describe the construct in question. The attractiveness of this approach lies in its ability to decompose de·com·pose  
v. de·com·posed, de·com·pos·ing, de·com·pos·es

v.tr.
1. To separate into components or basic elements.

2. To cause to rot.

v.intr.
1.
 the variation that is seen across different BPR factors. This requires that the traits have specific theoretical content as well as adequate operational measures.

However, the present extent of research in construct measurement in BPR is grossly inadequate. Researchers continue to propose and employ measures without corresponding tests for reliability, convergent, discriminant dis·crim·i·nant  
n.
An expression used to distinguish or separate other expressions in a quantity or equation.
 and predictive validity In psychometrics, predictive validity is the extent to which a scale predicts scores on some criterion measure.

For example, the validity of a cognitive test for job performance is the correlation between test scores and, for example, supervisor performance ratings.
. In the absence of a systematic basis to evaluate the adequacy of measurements, confidence in research results is considerably eroded e·rode  
v. e·rod·ed, e·rod·ing, e·rodes

v.tr.
1. To wear (something) away by or as if by abrasion: Waves eroded the shore.

2. To eat into; corrode.
, which implies that the managerial implications derived from such results may be questionable.

2.2 Study Objectives

This study aims to develop asset of measures for the construct, Sustainable Competitive Advantage provided by Business Reengineering (SCORE). It is one of the first steps in a program of substantive and methodological research on the performance impacts of BPR. In order to attain this objective, the SCORE developed by this study must be empirically validated, compared with alternative measures, and if acceptable, subjected to careful replication. The process of developing a construct measure that is used here is based on (Churchill's 1979) approach. The study adopts the comparative approach and aims at linking conceptual definition A conceptual definition is an element of the scientific research process, in which a specific concept is defined as a measurable occurrence. It is mostly used in fields of philosophy, psychology, communication studies. This is especially important when conducting a content analysis.  and empirical indicators SCORE.

The Process of Developing Measures--This study is a planned methodological research program based on (Churchill's 1979) guidelines for developing measures that have the desirable reliability & validity properties. The eight-step process recommended by Churchill is,

* Specifying the domain of the construct

* Generating a sample of items

* Collecting initial data

* Purifying pu·ri·fy  
v. pu·ri·fied, pu·ri·fy·ing, pu·ri·fies

v.tr.
1. To rid of impurities; cleanse.

2. To rid of foreign or objectionable elements.

3.
 measures

* Collecting new data

* Assessing reliability

* Assessing validity

* Developing norms

2.3 The Domain of the SCORE construct

A construct, also called a theoretical concept, is defined as an abstract entity that represents the 'true' nature of a phenomenon. The first step in construct operationalizations is to delineate its domain. One major factor that largely circumscribes the domain of SCORE is the level of impact of BPR.

The impact of BPR is experienced at different levels in Business Enterprise. The impact of BPR can be at three levels (1) internal i.e. impacting the efficiency & effectiveness of organizational structures This article has no lead section.

To comply with Wikipedia's lead section guidelines, one should be written.
 and processes so as to achieve goals and objectives, (2) competitive i.e. the effect on the ability to outmaneuver out·ma·neu·ver  
tr.v. out·ma·neu·vered, out·ma·neu·ver·ing, out·ma·neu·vers
1. To overcome (an opponent) by artful, clever maneuvering.

2.
 competition in the industry in which the organization does business and (3) business portfolio i.e. effect on which industries to complete in and how to position the organization in these industries.

SCORE has defined at the level of competitive strategy, the level of organizations competing in an industry, because competitive advantage, as commonly defined (Portor 1980) is most directly manifested at this level. Thus, the traits underlying SCORE pertain to pertain to
verb relate to, concern, refer to, regard, be part of, belong to, apply to, bear on, befit, be relevant to, be appropriate to, appertain to
 the impact of BPR in the competitive position of the organization in the industry.

Within the above domain, the following conceptual definition was adopted: "SCORE" refers to benefits accruing to a Business Enterprise, in terms of changes in the Enterprise's competitive position, that are caused by BPR program. As described above, the phrase "changes in competitive position" includes a variety of effects that enable the Enterprise to compete better.

Literature describes a number of different types of benefits that may be gained from a BPR program. A review of these yielded a comprehensive initial list of different potential benefits. However, many were judged to be components of the same underlying theme and thus grouped together; e.g., cost leadership (Portor 1980), internal and interorganizational efficiency Bakos & Treacy 1986), comparative efficiency (Bakos 1987) and productivity (Synnott 1987).

A detailed discussion of benefits, conceptualized as fourteen underlying dimensions follows:

Efficiency: This primarily refers to the extent to which a BPR program allows a firm to manufacture or produce outputs at a lower cost as compared to competition. It is conceptualized as an effect resulting from the organization's efforts toward process innovations leading to a radical reduction in the input-output conversion ratio. Efficiency enables an organization to maintain and sustain its overall cost leadership. This is based on the following descriptions in the literature, use of BPR to reduce product design & development cycle, operations, marketing sales, distribution, order fulfillment Order fulfillment (in BE also: order fulfilment) is in the most general sense the complete process from point of sales inquiry to delivery of a product to the customer. Sometimes Order fulfillment , comparative efficiency and productivity.

Threat: This variable refers to the extent of impact on the bargaining power of customers and suppliers. This is related to switching and search related costs. Rise in threat increases the dependence of the organization on its primary customers and suppliers to sustain the operations, thereby impacting the very bottom line of the organization. Thus threat is a surrogate surrogate n. 1) a person acting on behalf of another or a substitute, including a woman who gives birth to a baby of a mother who is unable to carry the child. 2) a judge in some states (notably New York) responsible only for probates, estates, and adoptions.  and indirect measure of the benefits to the organization due to its ability to exert and clout over its customers and suppliers. The individual dimensions here are Customer Threat & Supplier Threat.

Congruence con·gru·ence  
n.
1.
a. Agreement, harmony, conformity, or correspondence.

b. An instance of this: "What an extraordinary congruence of genius and era" 
: This refers to the integration of BPR program with overall corporate goals, strategies and environment. Top management needs a framework to understand the method to integrate BPR into corporate structure and generally an action plan to seize the opportunities. A proper integration and synergy The enhanced result of two or more people, groups or organizations working together. In other words, one and one equals three! It comes from the Greek "synergia," which means joint work and cooperative action.  between BPR planning and overall corporate planning ensures that the program enhances and leverages an intrinsic strength of the business making it difficult for competitors to copy the process. This variable thus gives the business a long-term competitive edge. This trait trait (trat)
1. any genetically determined characteristic; also, the condition prevailing in the heterozygous state of a recessive disorder, as the sickle cell trait.

2. a distinctive behavior pattern.
 is therefore a surrogate measure of the benefits accruing to the organization because of the exploitation of a distinctive business competence by the BPR program.

Enabler Development: BPR being a radical change process needs an enabler that would help make the change happen. In other words Adv. 1. in other words - otherwise stated; "in other words, we are broke"
put differently
, the enabler facilitates the change process in the organization. This variable primarily measures the extent of involvement of information technology (IT) in the organization's change process. The degree of involvement of IT as an enabler is directly proportional (Math.) proportional in the order of the terms; increasing or decreasing together, and with a constant ratio; - opposed to inversely proportional.

See also: Directly
 to the level of IT development in the organization, which is also dependent on the development of the overall IT infrastructure. Enabler Development also measures the extent of IT diffusion diffusion, in chemistry, the spontaneous migration of substances from regions where their concentration is high to regions where their concentration is low. Diffusion is important in many life processes.  & infusion in the organization.

Enabler Capability: This measures the capability of IT in bringing about the radical change in the organization. IT can contribute in transforming unstructured processes into routinized transactions, transfer information with rapidity ease across large distances, replace/reduce human labor, and capture & disseminate dis·sem·i·nate  
v. dis·sem·i·nat·ed, dis·sem·i·nat·ing, dis·sem·i·nates

v.tr.
1. To scatter widely, as in sowing seed.

2.
 knowledge. This variable measures the above.

System Flexibility: This variable primarily refers to the firm's ability to respond to uncertainties and unforeseen environmental factors. Here the firm is expected to learn to cope with uncertainty whether it is based in product markets or manufacturing processes and their inputs. The extent of learning is reflected in a company which attempts to defensively adjust to uncertainty or proactively control it, in order to seize3 the initiative and try to tweak To make minor adjustments in an electronic system or in a software program in order to improve performance. See calibrate.

1. tweak - To change slightly, usually in reference to a value. Also used synonymously with twiddle.
 the environment to its will. The variable flexibility referred here is associated to mix flexibility, volume flexibility, new product flexibility and delivery time flexibility.

Exception Handling: The second primary impact of a firm's flexibility is in its ability to handle exceptions. The term exception covers issues like incomplete & erroneous erroneous adj. 1) in error, wrong. 2) not according to established law, particularly in a legal decision or court ruling.  formation in inputs & outputs and requests to deviate from standard procedures and situation the business systems was never designed to handle. Thus system flexibility is a measure of the benefits, which a firm receives by virtue of ability to handle exceptions and other uncertain conditions.

Proactiveness: This variable reflects the proactive behavior with respect to an early & successful preemption preemption

U.S. policy that allowed the first settlers, or squatters, on public land to buy the land they had improved. Since improved land, coveted by speculators, was often priced too high for squatters to buy at auction, temporary preemptive laws allowed them to acquire
 to market, participation in emerging industries, continuous search for market opportunities and experimentation with potential responses to changing environmental trends. It will be manifested in terms of seeking new opportunities that may or may not be related to the present line of operations that portion of a theater of war which an army passes over in attaining its object.

See also: Line
, leadership technological strategy. Pro-activeness enables a firm to enjoy first mover mover /mov·er/ (moo´ver) that which produces motion.

prime mover  a muscle that acts directly to bring about a desired movement.
 advantages in introducing new products and brands ahead of competition, strategically eliminating operations that are in the mature or declining stages of the product life cycle (PLC). These advantages are the result of both generic lead-time as well as competitive asymmetries. Hence pro-activeness is a measure of the benefits which a firm receives by virtue of its being early to market in all aspects.

Comprehensiveness: This refers to the extent to which a business enterprise has the tendency to search deeper for all relevant information and to generate optimum solution alternatives based on this information. It is considered to be an important characteristic of organizational decision-making. It relates to the ability of an organization to thoroughly analyze business situations prior to major decisions, ability to keep track of technology trends, and ability to analyze and understand business environment issues that will influence BPR 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.  of the company.

Process Orientation: This dimension refers to the extent of understanding of business processes and ability to synchronize See synchronization.  business operation. Usually a business enterprise having some kind of process orientation would have cross-functional processes, thereby increasing the ability to reduce checks & controls, would have large degree of concurrency Operations that are performed simultaneously within the computer. For example, dual-core CPUs provide complete overlapping of two independent processes. See dual core, hyperthreading, multiprocessing, multitasking, multithreading, SMP and MPP.

concurrency - multitasking
 among various processes and their activities, would allow personnel at the lower level to be involved in decision making by providing them with necessary information and having multiple versions of a business so that it can be implemented 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.
 suitability.

Profitability: This is first amongst the output dimensions. This primarily indicates the efficiency of business processes in practice. Thus profitability refers to whether an organization is implementing the business in a proper manner that will impact the bottom line of the company. The individual measures in this dimension are Net Profit, Return on Sales Return on sales

A measurement of operational efficiency equalingnet pre-tax profits divided by net sales expressed as a percentage.


return on sales

The portion of each dollar of sales that a firm is able to turn into income.
, ROI (Return On Investment) The monetary benefits derived from having spent money on developing or revising a system. In the IT world, there are more ways to compute ROI than Carter has liver pills (and for those of you who never heard of that expression, it means a lot).  and Financial Liquidity.

Growth: This is the second output dimension that basically refers to the effectiveness of the business processes in practice. The individual measures in this are Sales Growth, Market Share, Net Income and EPS (Encapsulated PostScript) A PostScript file format used to transfer a graphic image between applications and platforms. EPS files contain PostScript code as well as an optional preview image in TIFF, WMF, PICT or EPSI, the latter being an ASCII-only format. . It is generally accepted at if a business enterprise achieves good results in these, it can be said that the right processes are in place.

3. OPERATIONALIZING THE CONSTRUCT

3.1 Overview

Figure 1 is the schematic A graphical representation of a system. It often refers to electronic circuits on a printed circuit board or in an integrated circuit (chip). See logic gate and HDL.  representations of the research study that links conceptual development part with measure development and its validation See validate.

validation - The stage in the software life-cycle at the end of the development process where software is evaluated to ensure that it complies with the requirements.
. As shown in the figure, the conceptualization is based on specific positions taken in relation to the theoretical question and articulation articulation

In phonetics, the shaping of the vocal tract (larynx, pharynx, and oral and nasal cavities) by positioning mobile organs (such as the tongue) relative to other parts that may be rigid (such as the hard palate) and thus modifying the airstream to produce speech
 in terms of mutually exclusive Adj. 1. mutually exclusive - unable to be both true at the same time
contradictory

incompatible - not compatible; "incompatible personalities"; "incompatible colors"
 variables.

[FIGURE 1 OMITTED]

There 14 are different dimensions that have been listed in Table 1 along with their individual item measures. Of these, 12 are input dimensions and 2 are output dimensions which have been specifically defined for the construct in question. The empirical component of this study has eighth major steps that have been lineated earlier beginning with the selection of individual items and ending with the assessment of measurement properties.

The content validity content validity,
n the degree to which an experiment or measurement actually reflects the variable it has been designed to measure.
 of the proposed SCORE variables may be justified with other competitive advantage (CA) models available in the literature. For instance, according to (Portor1985), three themes characteristic CA: low cost, differentiation and sustainability. The SCORE dimension efficiency taps low cost, system flexibility & exception handling captures differentiation, threat enables both low cost and differentiation, while proactiveness and comprehensiveness enable sustainability.

3.2 Item Selection

An initial list of items related to the 14 SCORE dimensions was generated through an exhaustive review of research literature. The purpose was to ensure adequate coverage of the domain of each of these 14 dimensions. This list served to generate 56 items. Each of these items was converted to a question in the questionnaire. The preference for perceptual per·cep·tu·al
adj.
Of, based on, or involving perception.
 data reflects the choice to operationalize the SCORE construct in terms of managerial perceptions.

3.3 Data Collection Procedure

Empirical verification of the SCORE construct was undertaken using a structured questionnaire. The perceptions were collected both through personal interview and mail responses. Measures of each dimension were phrased as questions on five-point Likert scale Likert scale A subjective scoring system that allows a person being surveyed to quantify likes and preferences on a 5-point scale, with 1 being the least important, relevant, interesting, most ho-hum, or other, and 5 being most excellent, yeehah important, etc . They were anchored at the ends either with "strongly agree" and "strongly disagree" or with "greatly increased" and "greatly decreased".

The questionnaire asked respondents to describe the most direct impact of BPR in the competitiveness of the company. However, the danger with this approach was that such a solicitation solicitation

In criminal law, the act of asking, inducing, or directing someone to commit a crime. The person soliciting another becomes an accomplice to the crime. The term also refers to the act of obtaining bribes, as well as to the crime of a prostitute who offers sexual
 could have invoked negative responses because many programs are not implemented with the intention of primarily achieving CA.

3.4 Pilot Testing

A preliminary version of the questionnaire was pilot-tested with 30 respondents in nine organizations. Each respondent In Equity practice, the party who answers a bill or other proceeding in equity. The party against whom an appeal or motion, an application for a court order, is instituted and who is required to answer in order to protect his or her interests.  completed the questionnaire in the presence of the researcher and provided feedback regarding the wording of the questions, their understandability and overall organization of the instrument. The respondents faced no apparent difficulty in responding. However, some of the questions were found to be trying as responding to them involved revealing confidential information Noun 1. confidential information - an indication of potential opportunity; "he got a tip on the stock market"; "a good lead for a job"
steer, tip, wind, hint, lead
 of the organization. On most of the other items respondents did not recommend any changes.

3.5 Sample Characteristics

Companies, which had embarked on a BPR program, qualified to be samples for this study. A list of 72 such organizations were drawn up. Most of these companies were in the large cities of India with a few sprinkled in small centers. It was decided that the data would be collected by personally administering the questionnaire in most of these companies and questionnaires would be mailed to companies that were not in large cities.

Thus for 60 organizations 142 responses were collected through personal interview and for the remaining 12 organizations 250 questionnaires were mailed and of them 39 responses which could be used for analysis were received. Hence 81 responses were collected from 723 organizations.

To ensure that the respondent sample was to biased toward specific types of firms based on location, size, and industry, an on-way ANOVA anova

see analysis of variance.

ANOVA Analysis of variance, see there
 was performed on the complete set of data and it showed no significant differences. This enhances the generalizability of the results to a larger population. Table 2 summarizes the characteristics of the study sample.

3.6 Measurement Properties

Following (Bagozzi 1980), (Bagozzi & Phillips 1982), following measurement properties are considered minimally important for assessing the measures developed here:

* Internal consistency In statistics and research, internal consistency is a measure based on the correlations between different items on the same test (or the same subscale on a larger test). It measures whether several items that propose to measure the same general construct produce similar scores.  (i.e. reliability & unidimensionality),

* Convergent validity Convergent validity is the degree to which an operation is similar to (converges on) other operations that it theoretically should also be similar to. For instance, to show the convergent validity of a test of mathematics skills, the scores on the test can be correlated with scores ,

* Discriminant validity Discriminant validity describes the degree to which the operationalization is not similar to (diverges from) other operationalizations that it theoretically should not be similar to. ,

* Predictive validity.

The following paragraph briefly discusses these measurement properties--

Internal consistency refers to two related issue--unidimensionality and reliability. Assessing unidimensionality ensures that all the items measure the underlying theoretical construct in consideration, whilst reliability is an indication of the degree to which measures are free from random errors, and therefore yield consistent results. Convergent validity is an assessment of the consistency in measurements across multiple operationalizations, while discriminant validity is demonstrated when a measure does not correlate very highly with another measure from which it should differ. When the empirical data reflects certain predefined theoretical framework, the construct is inferred to fulfill ful·fill also ful·fil  
tr.v. ful·filled, ful·fill·ing, ful·fills also ful·fils
1. To bring into actuality; effect: fulfilled their promises.

2.
 the condition of Predictive Validity.

4. DATA ANALYSIS

4.1 Assessment of SCORE model

The measurement properties of SCORE model were first assessed by testing the hypothesized SCORE model using confirmatory factor analysis In statistics, confirmatory factor analysis (CFA) is a special form of factor analysis. It is used to assess the the number of factors and the loadings of variables.  (CFA (Computer Fraud and Abuse Act of 1986) Signed into law in 1986, the CFA was a significant step forward in criminalizing unauthorized access to computer systems and networks. The Act applies to "federal interest computers" that include any system used by the U.S. ) The choice here was between exploratory analysis (EFA EFA

essential fatty acid.
) and (CFA). Since in research design the dimensions were defined a priori a priori

In epistemology, knowledge that is independent of all particular experiences, as opposed to a posteriori (or empirical) knowledge, which derives from experience.
, CFA was chosen over EFA.

A multi-dimensional hypothesized SCORE model was examined using LISREL LISREL Linear Structural Relations  framework (Joreskog & Sorbom 1989) using the following model:

(1) X = [LAMBDA The Greek letter "L," which is used as a symbol for "wavelength." A lambda is a particular frequency of light, and the term is widely used in optical networking. Sending "multiple lambdas" down a fiber is the same as sending "multiple frequencies" or "multiple colors. ][xi] + [delta]

Where X is a vector of Q observed variables [xi] is a vector of n (n<q) common factors, [delta] is a vector of unique factors (error terms) and A is a q x n matrix of factor loadings. Under the usual assumptions, the variance-covariance matrix of X (d) can be written as:

(2) [SIGMA] = [LAMBDA] [PHI phi
n.
Symbol The 21st letter of the Greek alphabet.


PHI,
n See health information, protected.
] [LAMBDA] + [phi]

where [PHI] is matrix of intercorrelations among the common factors and [phi] is a diagonal matrix Noun 1. diagonal matrix - a square matrix with all elements not on the main diagonal equal to zero
square matrix - a matrix with the same number of rows and columns

scalar matrix - a diagonal matrix in which all of the diagonal elements are equal
 of error variance ([[theta Theta

A measure of the rate of decline in the value of an option due to the passage of time. Theta can also be referred to as the time decay on the value of an option. If everything is held constant, then the option will lose value as time moves closer to the maturity of the option.
].sub.[delta]]) for the measures.

Maximum Likelihood (ML) parameter (1) Any value passed to a program by the user or by another program in order to customize the program for a particular purpose. A parameter may be anything; for example, a file name, a coordinate, a range of values, a money amount or a code of some kind.  estimates for [LAMBDA], [PHI], [phi] and [chi square chi square (kī),
n a nonparametric statistic used with discrete data in the form of frequency count (nominal data) or percentages or proportions that can be reduced to frequencies.
] GFI GFI Ground Fault Interrupter
GFI Go For It
GFI Government-Furnished Information
GFI Growing Families International
GFI Goodness of Fit Indices
GFI Government Financial Institutions (Philippines)
GFI Gross Farm Income
 for the null A character that is all 0 bits. Also written as "NUL," it is the first character in the ASCII and EBCDIC data codes. In hex, it displays and prints as 00; in decimal, it may appear as a single zero in a chart of codes, but displays and prints as a blank space.  model implied by equations (1) and (2) are obtained from the LISREL program. The probability level associated with the given [chi square] statistic statistic,
n a value or number that describes a series of quantitative observations or measures; a value calculated from a sample.


statistic

a numerical value calculated from a number of observations in order to summarize them.
 indicates the probability (p) of attaining a large [chi square] value given that hypothesized model is supported. The higher the value of p, the better is the fit, and as a rule of thumb, value of p>0.10 are considered as an indication of satisfactory fit (Hawley and Maxwell 1971).

Researchers increasingly complement [chi square] statistic with Bentler & Bonnet's (1980) incremental Additional or increased growth, bulk, quantity, number, or value; enlarged.

Incremental cost is additional or increased cost of an item or service apart from its actual cost.
 fit index--which is an indication of the practical significance of the model in explaining the data, since exclusive reliance on [chi square] statistic is criticized for many reasons (Fornell & Larker lark 1  
n.
1. Any of various chiefly Old World birds of the family Alaudidae, especially the skylark, having a sustained, melodious song.

2. Any of several similar birds, such as the meadowlark.
 1981). The representations of the data are,

(3) [DELTA] = ([F.sub.o] - [F.sub.K]/[F.sub.o]

where [F.sub.o] = [chi square] value obtained from a null model specifying mutual independence among the indicators, and [F.sub.K] = [chi square] value for the specific model. The general rule of thumb is that should be greater that 0.90 (Bentler & Bonnet bonnet

usually worn along with new clothes on Easter Sunday. (“Oh, I could write a sonnet about your Easter bonnet.”) [Christian Tradition: Misc.; Am. Music: Irving Berlin, “Easter Parade”]

See : Easter
 1980). Table 3 summarizes the results of assessments for unidimensionality for the 14 dimensions. It provides the following model statistics for the assessment of GFI: The [chi square] statistic, its associated degrees of freedom, p-level of significance and the Bentler & Bonnet index [DELTA]. From the results in Table 3, one can conclude that each of the 14 dimensions achieve unidimensionality and convergent validity at the monomethod level of analysis.

4.2 Internal Consistency of Operationalizations (Reliability)

The above result for unidimensionality is not a direct assessment of reliability of the SCORE construct. A typical approach to measure reliability is in terms of the Cronbach Alpha coefficient coefficient /co·ef·fi·cient/ (ko?ah-fish´int)
1. an expression of the change or effect produced by variation in certain factors, or of the ratio between two different quantities.

2.
 (Cronbach 1951), which ranges between 0 and 1 has a desirable property of being a lower bound of reliability (Lord & Novick 1968). However, since Cronbach Alpha gives equal importance to all indicators, its application is limited. An alternative approach to measuring reliability is that it represents the proportion of measure variance attribute to the underlying trait. Thus with this approach, reliability ([P.sub.c]) can be calculated as,

(4) [[rho].sub.c] = [([SIGMA][[gamma].sub.1]).sup.2] Variance (A) / [([SIGMA][[gamma].sub.1]).sup.2] (A) + [SIGMA][[theta].sub.[delta]])

where [[rho].sub.c] is the composite measure of reliability, n is the number of indicators, and [[gamma].sub.1] is the factor loading which relates item I to the underlying theoretical dimension (A). In other words, [[rho].sub.c] is the ratio of trait variance to the sum of trait and error variances. When it is greater than 50% it implies that the variance captured by the trait is greater than that of error components (Bagozzi 1981). Table 4 shows that all the [[rho].sub.c] indices are greater than 0.50, thus indicating existence of internal consistency or reliability.

4.3 Discriminant Validity

Discriminant Validity refers to the degree to which measures of different SCORE dimensions are unique from each other. This is achieved when measures of each dimension converge con·verge  
v. con·verged, con·verg·ing, con·verg·es

v.intr.
1.
a. To tend toward or approach an intersecting point: lines that converge.

b.
 on their corresponding true scores (unique from other dimensions Other Dimensions is a collection of stories by author Clark Ashton Smith. It was released in 1970 and was the author's sixth collection of stories published by Arkham House. It was released in an edition of 3,144 copies. ). Testing discriminant validity requires a comparison of a model with this correlation constrained con·strain  
tr.v. con·strained, con·strain·ing, con·strains
1. To compel by physical, moral, or circumstantial force; oblige: felt constrained to object. See Synonyms at force.

2.
 to equal one with the unconstrained model. To satisfy the discriminant validity criteria, the fit of the model with the unconstrained correlation should be significantly better than the fit of the constrained model. A [chi square] difference value with an associated p-value less than 0.05 (Joreskog 1971) supports the existence of discriminant validity criterion. Table 5 reports the results of pair wise tests among the fourteen SCORE dimensions. The results indicate the fulfillment ful·fill also ful·fil  
tr.v. ful·filled, ful·fill·ing, ful·fills also ful·fils
1. To bring into actuality; effect: fulfilled their promises.

2.
 of discriminant validity criterion.

4.4 Predictive validity

Not only its definition and operationalizations determine the conceptual meaning of a construct but also its relationship to antecedents and consequents (Bagozzi and Fornell 1982). More specific ally, predictive validity seeks to evaluate if the measures behave in accordance Accordance is Bible Study Software for Macintosh developed by OakTree Software, Inc.[]

As well as a standalone program, it is the base software packaged by Zondervan in their Bible Study suites for Macintosh.
 with the theory. Predictive validity of SCORE in this study is assessed by examining between each SCORE dimension and two important dimensions of business economic performance growth and profitability.

(5) [eta] = [GAMMA][zeta] + [zeta]

where [eta] is the endogenous endogenous /en·dog·e·nous/ (en-doj´e-nus) produced within or caused by factors within the organism.

en·dog·e·nous
adj.
1. Originating or produced within an organism, tissue, or cell.
 theoretical construct, [GAMMA] is the matrix of structural coefficients relating the exogenous Exogenous

Describes facts outside the control of the firm. Converse of endogenous.
 theoretical construct to [eta], and [zeta] is the residual of [eta]. Table 6 shows the results of the 24 tests carried out to relate each of the 12 SCORE input dimensions to the two output (performance) dimensions, growth & profitability.

5. DISCUSSIONS

5.1 Relationships among SCORE Dimensions

The SCORE dimensions are positively correlated cor·re·late  
v. cor·re·lat·ed, cor·re·lat·ing, cor·re·lates

v.tr.
1. To put or bring into causal, complementary, parallel, or reciprocal relation.

2.
 (Table 5) amongst themselves. This implies that all BPR programs that provide sustainable competitive advantage accrue To increase; to augment; to come to by way of increase; to be added as an increase, profit, or damage. Acquired; falling due; made or executed; matured; occurred; received; vested; was created; was incurred.  multiple benefits to the business enterprise. Conversely con·verse 1  
intr.v. con·versed, con·vers·ing, con·vers·es
1. To engage in a spoken exchange of thoughts, ideas, or feelings; talk. See Synonyms at speak.

2.
, lack of any negative correlations Noun 1. negative correlation - a correlation in which large values of one variable are associated with small values of the other; the correlation coefficient is between 0 and -1
indirect correlation
 among the dimensions indicates that a high value on one dimension does not preclude pre·clude  
tr.v. pre·clud·ed, pre·clud·ing, pre·cludes
1. To make impossible, as by action taken in advance; prevent. See Synonyms at prevent.

2.
 a high value on another dimension, thereby suggesting that these dimensions supplement each other. However, it is possible that relationships among the same dimensions are profoundly different for different types of BPR programs. But empirical evidence, though limited, suggests that the SCORE dimensions reinforce each other, however, the extent of relationship among these dimensions vary with the type of BPR programs implemented.

Several interesting and significant results were brought out in studying the relationships among and output dimensions. The results are summarized in Table 6. All the coefficients were found to be in expected directions as theorized by management literature. The results are interpreted below. For instance, theoretically improvement in primary activity efficiency is predicted to have a good positive impact on both profitability and growth of the business enterprise, this comes out very clearly from Table 6 also, thus the empirical data only serves to strengthen management theory. From the data it was found the improvement in secondary activity efficiency did not any positive impact either on profitability or growth. The only explanation that can be given is that secondary activities in an organization were only support activities and not core business activities of the organization. The third very interesting result that comes out is the fact that as the threat (i.e. both buyer & supplier threat) increases for an organization, it has a direct negative impact on both its profitability and growth. Thus the statistical findings were found to be in line with theoretical framework.

The remaining input dimensions, namely, comprehensiveness, process orientation, proactiveness, congruence, enabler development and enabler capability, all had predictable business impacts of the organizations financial performance. An interesting result that is worth mentioning here is that enabler development has negative impact on the short-term profitability. This can be explained by the fact that most organizations use technology as an enabler in BPR programs. Technology by the very nature are resource intensive i.e. they require substantial investments and efforts on part of the organizations, to the extent that some organizations occasionally divert di·vert  
v. di·vert·ed, di·vert·ing, di·verts

v.tr.
1. To turn aside from a course or direction: Traffic was diverted around the scene of the accident.

2.
 resources to technology based investments. This may have negative impact on the profitability of the business enterprise. This result is clearly shown in Table 6.

5.2 Extensions and Refinements

It is important to recognize understand that a single study does not provide 'valid measures' in the true spirit. Through successive stages of analysis and refinement, this study has generated a list of operational indicators that satisfied important validity criteria. However such a list only be viewed as a 'suggestive' list that needs to be suitably modified and refined before being replicated in other contexts. Analytical sophistication so·phis·ti·cate  
v. so·phis·ti·cat·ed, so·phis·ti·cat·ing, so·phis·ti·cates

v.tr.
1. To cause to become less natural, especially to make less naive and more worldly.

2.
, will, in no way, improve the confidence in such measures. Thus these should be used only as anchors in related studies.

There are numerous unresolved Not completed; not finished; not linked together. See resolve.  theoretical issues, such as whether the dimensions and their measures are compensatory in nature (Kerlinger 1964), and methodological issues, such as whether to use linear models or not.

The SCORE measures are at most 'first cut' and alternative measures must be formulated and compared with these results to clarify the foundations of this construct. Given the perceptual nature of data it is important to recognize the demerits of 'key informants in each organization, provided they fulfill inter-informant consistency. This would give the degree of shared consensus among the informants. Such an extension would be able to eliminate errors due to organizational structure and hierarchy. Similarly, as an extension to multiple informants could be the use of multiple methods itself. This should be done under the condition that responses from informants are obtained independently. And then this can be followed by 'triangulation'.

6. CONCLUSIONS

This study developed an initial set of statistically validated measures of an important competitive advantage construct in Business Process Reengineering See reengineering.  and Strategic Management. Statistically the construct was checked for reliability, convergent validity, and discriminant validity and predictive validity. The operational indicators from this research study should serve as an initial set of competitive advantage measures for Business Reengineering researchers.
Table 1: Hypothesized Variables of SCORE and their Proposed Measures

Primary Activity      * Cost of activities associated with procuring,
  Efficiency            warehousing & distributing the inputs required
                      * Cost of transforming inputs into final product
                      * Cost of marketing the final product
                      * Cost of providing services to maintain/enhance
                        the product value.

Support Activity      * Cost of improving the present products
  Efficiency          * Cost of overall coordination of primary
                        activities
                      * Cost of general management activities.
                      * Cost of interacting & coordinating activities
                        with suppliers & customers.

Supplier Threat       * Ability to locate alternate suppliers
                      * Ability to change to alternate suppliers
                      * Ability to evaluate various suppliers and
                        choose the most appropriate one
                      * Ability to threaten the backward integration

Buyer Threat          * Ability to locate alternate customers
                      * Ability to change to alternate customers
                      * Ability to evaluate various customers and
                        choose the most appropriate one
                      * Ability to threaten the forward integration

System Flexibility    * Flexibility in product mix
                      * Flexibility in product volume
                      * Flexibility in product development
                      * Flexibility in new product development
                      * Flexibility in delivery schedules.

Exception Handling    * Ability to fulfill requests for priority
                        treatment to orders
                      * Ability to handle unacceptable administration
                        information
                      * Ability to handle unacceptable technical &
                        configuration information
                      * Ability to handle unacceptable sourcing
                        information

Comprehensiveness     * Development of thorough analyses to make major
                        business decisions
                      * Ability to analyze technology trends
                      * Ability to analyze business environment issues
                        that influence BPR planning
                      * Ability to analyze and understand existing
                        business processes

Process Orientation   * Extent of reduction in checks & control
                      * Degree of concurrency among various jobs and
                        activities.
                      * Degree of empowerment in workers for decision
                        making
                      * Degree of multiplicity of versions of business
                        processes

Proactiveness         * Ability to identify new opportunities using
                        BPR related to present operations
                      * Ability to obtain 'first-mover' advantages
                      * Ability to create and maintain technological
                        leadership
                      * Ability to obtain unique know-how about the
                        market

Congruence            * Extent of alignment of BPR strategies to
                        overall business strategies
                      * Extent of integration of BPR goals &
                        objectives with firm's overall goals and
                        objectives
                      * Extent of top management involvement in BPR
                        project
                      * Extent of interaction between BPR planners &
                        corporate planners

Enabler Development   * Degree of IT diffusion & infusion within the
                        company
                      * Extent of IT development
                      * Extent of top management involvement in IT
                        development
                      * Extent of user involvement in IT development

Enabler Capability    * Ability in transforming unstructured processes
                        into routinized transactions
                      * Ability to transfer information across large
                        distances with ease & rapidity
                      * Ability to replace/reduce human labor.
                      * Ability to capture and disseminate are
                        knowledge, information and expertise for
                        management of business processes

Profitability         * Net profit position
                      * Return on Investment
                      * Return on sales
                      * Financial liquidity

Growth                * Sales growth
                      * Market share gains
                      * Net income growth
                      * Earnings per share

Table 2: Characteristics of the study sample (N = 181)

Title/Level of   Head of the Unit (Vice President, Chief      64%
Informant          Information Officer, Chief Technology
                   Officers
                 Second Level Managers (Strategic Planners,   36%
                   Business Planners, IT/EDP Managers)
Range of         Less than Rs.500 Million                     19%
Sales of the     Between Rs. 501 - 1000 Million               27%
Responding       Between Rs. 1001 - 2000 Million              10%
Organization     Between Rs. 2001 - 5000 Million              25%
                 Above Rs. 5000 Million                       19%

Business         Manufacturing Sector                         71%
Category         Services Sector                              29%

Table 3: Assessment of Unidimensionality & Convergent
Validity

                                           CFA Results

                              Number of    Chi-
Dimension                     Indicators   square    DF

Prima Activity Efficiency     4            0.45      3
Support Activity Efficiency   4              12.43   3
Supplier Threat               4            6.54      3
Buyer Threat                  4            7.37      3
System Flexibility            4            2.74      3
Exception Handling            4              10.96   3
Comprehensiveness             4            9.04      3
Process Orientation           4            3.89      3
Proactiveness                 4            8.57      3
Congruence                    4            7.62      3
Enabler Development           4            0.90      3
Enabler Capability            4            1.25      3
Profitability                 4            2.34      3
Growth                        4            1.35      3

                                        Bentler and
Dimension                     p-level   Bonett Index

Prima Activity Efficiency     0.52      0.98
Support Activity Efficiency   0.12      0.97
Supplier Threat               0.24      0.92
Buyer Threat                  0.56      0.89
System Flexibility            0.14      0.90
Exception Handling            0.28      0.97
Comprehensiveness             0.26      0.96
Process Orientation           0.29      0.92
Proactiveness                 0.47      0.95
Congruence                    0.46      0.94
Enabler Development           0.39      0.98
Enabler Capability            0.40      0.90
Profitability                 0.45      0.91
Growth                        0.51      0.93

Table 4: Assessment of Reliability (Internal Consistency)
Indices

                              Number of    Reliability
Dimension                     Indicators   Index

Primary Activity Efficiency   4            0.78
Support Activity Efficiency   4            0.79
Supplier Threat               4            0.56
Buyer Threat                  4            0.58
System Flexibility            4            0.65
Exception Handling            4            0.67
Comprehensiveness             4            0.68
Process Orientation           4            0.53
Proactiveness                 4            0.79
Congruence                    4            0.70
Enabler Development           4            0.69
Enabler Capability            4            0.62
Profitability                 4            0.57
Growth                        4            0.54

Table 5: Assessment of Discriminant Validity

                              Chi Square Statistic

Variable                      Constrained   Unconstrained   Chi Square
                              Model         Model           Difference

Primary Activity Efficiency with

Support Activity Efficiency   122.98        38.06           84.92
Supplier Threat               77.85         34.25           43.60
Buyer Threat                  122.36        29.75           92.61
System Flexibility            87.90         43.98           43.92
Exception Handling            60.14         14.78           45.36
Comprehensiveness             90.53         83.96           6.57
Process Orientation           60.14         59.72           0.42
Proactiveness                 153.92        106.23          47.69
Congruence                    79.26         61.16           18.10
Enabler Development           54.06         49.19           4.87
Enabler Capability            183.92        78.88           105.04
Profitability                 137.15        81.13           56.02
Growth                        122.14        68.95           53.19

Support Activity Efficiency with

Supplier Threat               122.12        65.90           56.22
Buyer Threat                  90.45         56.39           34.06
System Flexibility            45.87         23.67           22.20
Exception Handling            120.23        53.32           66.91
Comprehensiveness             34.19         12.43           21.76
Process Orientation           89.53         54.68           34.85
Proactiveness                 40.06         19.99           20.07
Congruence                    67.49         23.84           43.65
Enabler Development           56.30         22.20           34.10
Enabler Capability            100.35        40.43           59.92
Profitability                 120.33        49.09           71.24
Growth                        92.01         42.10           49.91

Supplier Threat with

Buyer Threat                  123.78        67.56           56.22
System Flexibility            92.68         19.02           73.66
Exception Handling            34.72         12.65           22.07
Comprehensiveness             56.39         13.35           43.04
Process Orientation           72.33         34.45           37.88
Proactiveness                 45.55         28.37           17.18
Congruence                    48.30         23.01           25.29
Enabler Development           64.47         29.44           35.03
Enabler Capability            110.32        73.22           37.10
Profitability                 99.22         66.23           35.41
Growth

Buyer Threat with

System Flexibility            88.31         46.90           41.41
Exception Handling            45.03         27.11           17.92
Comprehensiveness             120.12        45.92           74.20
Process Orientation           23.99         20.90           3.09
Proactiveness                 111.20        89.02           22.18
Congruence                    102.34        45.53           56.81
Enabler Development           139.42        99.22           40.20
Enabler Capability            74.33         66.43           7.90
Profitability                 35.30         12.22           23.08
Growth                        90.36         47.21           43.15

System Flexibility with

Exception Handling            111.02        79.02           32.00
Comprehensiveness             100.34        55.53           44.81
Process Orientation           129.42        89.24           40.18
Proactiveness                 70.33         63.44           6.89
Congruence                    55.30         22.42           32.88
Enabler Development           70.36         37.21           33.15
Enabler Capability            45.57         38.97           6.60
Profitability                 48.33         28.01           20.32
Growth                        64.44         29.24           35.20

Exception Handling with

Comprehensiveness             65.76         24.45           41.31
Process Orientation           48.35         29.39           18.96
Proactiveness                 40.30         23.10           17.20
Congruence                    67.47         29.48           37.99
Enabler Development           75.57         45.87           29.70
Enabler Capability            76.87         43.54           33.33
Profitability                 77.45         32.45           45.00
Growth                        90.43         43.43           47.00

Comprehensiveness with

Process Orientation           123.78        67.56           56.22
Proactiveness                 92.68         19.02           73.66
Congruence                    34.72         12.65           22.07
Enabler Development           56.39         13.35           43.04
Enabler Capability            72.33         34.45           37.88
Profitability                 87.64         35.67           51.97
Growth                        53.47         42.56           10.91

Process Orientation with

Proactiveness                 89.65         45.67           43.98
Congruence                    76.65         44.31           32.55
Enabler Development           77.98         43.20           34.78
Enabler Capability            87.42         64.65           22.77
Profitability                 32.68         12.43           20.25
Growth                        102.46        67.78           34.68

Proactiveness with

Congruence                    89.48         54.53           34.95
Enabler Development           45.98         33.55           12.43
Enabler Capability            65.90         21.87           44.03
Profitability                 76.92         32.34           44.58
Growth                        109.53        78.65           30.88

Congruence with

Enabler Development           65.36         24.39           40.97
Enabler Capability            73.55         12.45           61.10
Profitability                 42.10         24.31           17.79
Growth                        86.76         42.76           44.00

Enabler Development with

Enabler Capability            68.67         24.77           43.90
Profitability                 97.99         45.11           52.88
Growth                        87.66         56.63           31.03

Enabler Capability with

Profitability                 79.89         43.53           36.36
Growth                        45.64         12.13           33.51

Profitability with

Growth                        65.77         44.43           21.34

P< 0.01

Table 6: Assessment of Predictive Validity

SCORE Input Dimensions        SCORE Output (Performance) Dimensions

                                        Profita-
                              [gamma]    bility    [gamma]   Growth
                                        t-value              t-value

Primary Activity Efficiency   0.421     4.546      0.524     4.103
Support Activity Efficiency   -0.124    -1.451     0.139     0.927
Supplier Threat               -0.138    -1.783     -0.127    -1.002
Buyer Threat                  -0.127    -1.385     -0.098    -0.946
System Flexibility            0.249     2.237      0.387     3.938
Exception Handling            -0.116    -1.346     0.394     4.654
Comprehensiveness             0.233     3.894      0.159     1.985
Process Orientation           0.335     3.129      0.417     4.236
Proactiveness                 0.376     4.634      0.320     3.995
Congruence                    0.298     2.591      0.224     2.194
Enabler Development           -0.195    -1.837     0.397     3.538
Enabler Capability            0.129     1.787      0.435     4.129

Note: P< 0.01


7. REFERENCES

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(2.) Bagozzi, R.P., Causal Model A causal model is an abstract model that uses cause and effect logic to describe the behaviour of a system. See also
[IMG][1]]
  • Bayesian network
  • Causal loop diagram
  • Systems biology
  • Econometrics
  • Forecasting
 in Marketing, John Wiley John Wiley may refer to:
  • John Wiley & Sons, publishing company
  • John C. Wiley, American ambassador
  • John D. Wiley, Chancellor of the University of Wisconsin-Madison
  • John M. Wiley (1846–1912), U.S.
 & Sons, New York New York, state, United States
New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of
, NY, 1980.

(3.) Bagozzi, R.P., "An examination of the validity of two models of attitude", Multivariate The use of multiple variables in a forecasting model.  Behavioral Research, 16, pp. 323-359, 1981.

(4.) Bagozzi. R.P. and Fornell, C., "Theoretical Concepts, Measurements and Meaning", A second Generation of Multivariate Analysis multivariate analysis,
n a statistical approach used to evaluate multiple variables.

multivariate analysis,
n a set of techniques used when variation in several variables has to be studied simultaneously.
, Volume 2, Praeger, pp. 5-23, 1982.

(5.) Bagozzi. R.P. and Phillips, L.W., "Representing and testing organizational theories: A holistic construal con·strue  
v. con·strued, con·stru·ing, con·strues

v.tr.
1. To adduce or explain the meaning of; interpret: construed my smile as assent. See Synonyms at explain.
", Administrative Science Quarterly Administrative Science Quarterly, founded in 1956, is one of the most eminent academic journals in the field of organizational studies. It is published by Cornell University.

People claimed to have been involved as founders include James D.
., 27, pp. 459-489, 1982.

(6.) Bailey, J.E., and Pearson, S.W., "Development of a tool for measuring and analyzing computer user satisfaction", Management Science, 29 (5), 1983.

(7.) Bakos, Y.J., and Treacy, M.E., "Information technology and corporate strategy: A Research Perspective", MIS Quarterly, pp. 107-119, June 1986.

(8.) Cronbach, LJ., "Coefficient alpha and Internal structure of tests", Psychometrika, 16, pp. 297-334, 1951.

(9.) Ghemawat, P., "Sustainable advantage" Harvard Business Review Harvard Business Review is a general management magazine published since 1922 by Harvard Business School Publishing, owned by the Harvard Business School. A monthly research-based magazine written for business practitioners, it claims a high ranking business readership and , 64 (3), pp. 53-58, 1986.

(10.) Johnson, R.A., and Wichern D.W., "Applied Multivariate Analysis, Prentice-Hall, Inc., 1988.

(11.) Joreskog, K.G. and Sorbom D., Analysis of linear Structural Relationships by method of maximum likelihood, National Educational Resources, Chicago, IL, 1978.

(12.) Kerlinger, F.N., Foundations of behavioral research, Holt holt  
n. Archaic
A wood or grove; a copse.



[Middle English, from Old English.]

holt
Noun

the lair of an otter [from
, Reinhart & Winston, INC., 1964.

(13.) Porter, M., Competitive Strategy, Free Press, New York, NY, 1980.

(14.) Porter, M., Competitive Advantage, Free Press, New York, NY 1985.

(15.) Sethi, V. and King, W.R., "Construct Measurement in information systems research", Decision Sciences, 22(3), pp. 455, Jul-Aug 1991.

(16.) Sethi, V., and King, W.R., "Development of measures to assess the extent to which an Information Technology application provides competitive advantage", Management Science, 40 (12), 1994.

(17.) Venkatraman, N., "Strategic "Strategic Orientation of business enterprise: The construct, dimensionality and measurement", Management Science, 35 (8), 1989.

(18.) Venkatraman, N., and Grant, J.H., "Construct Measurement in Organizational Strategy Research: A critique and a proposal", Academy of Management Review, 11 (1), pp 71-87, 1986.

(19.) Venkatraman, N., and Ramanujam, V., Planning system See spreadsheet and financial planning system.  success: A conceptualization and an operational model", Management Science, 33 (6), pp. 687-705, 1987.

Dr. R. Srinivasan is a Professor in the Department of Management Studies, Indian Institute of Science Impressed by Swami Vivekananda's views on science, and leadership abilities, Jamsetji Nusserwanji Tata wanted him to guide his campaign. Vivekananda endorsed the project with enthusiasm, and Tata, with the aim of advancing the scientific capabilities of the country, constituted a , Bangalore, India. He earned his Doctorate at the Indian Institute The Indian Institute in central Oxford, England is located at the north end of Catte Street on the corner with Holywell Street and faching down Broad Street from the east.[1]  of Management, Bangalore (Fellow Programme) in 1981. He also has bachelor's and master's degrees master's degree
n.
An academic degree conferred by a college or university upon those who complete at least one year of prescribed study beyond the bachelor's degree.

Noun 1.
 in Engineering. He has more than 25 years experience in Industry and Academia.

Dr. Pallab Saha earned his Doctorate from the Department of Management Studies, Indian institute of Science, Bangalore, in 2001. He has an MBA MBA
abbr.
Master of Business Administration

Noun 1. MBA - a master's degree in business
Master in Business, Master in Business Administration
 in Information Systems. Prof. R. Srinivasan served as Chairman of his Doctoral Research Committee.
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