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Literature Review of Information Technology Adoption
Models at Firm Level
Tiago Oliveira and Maria Fraga Martins
ISEGI, Universidade Nova de Lisboa, Lisbon, Portugal toliveira@isegi.unl.pt mrfom@isegi.unl.pt
Abstract: Today, information technology (IT) is universally regarded as an essential tool in enhancing the competitiveness of the economy of a country. There is consensus that IT has significant effects on the productivity of firms. These effects will only be realized if, and when, IT are widely spread and used. It is essential to understand the determinants of IT adoption. Consequently it is necessary to know the theoretical models.
There are few reviews in the literature about the comparison of IT adoption models at the individual level, and to the best of our knowledge there are even fewer at the firm level. This review will fill this gap. In this study, we review theories for adoption models at the firm level used in information systems literature and discuss two prominent models: diffusion on innovation (DOI) theory, and the technology, organization, and environment
(TOE) framework. The DOI found that individual characteristics, internal characteristics of organizational structure, and external characteristics of the organization are important antecedents to organizational innovativeness. The TOE framework identifies three aspects of an enterprise's context that influence the process by which it adopts and implements a technological innovation: technological context, organizational context, and environmental context. We made a thorough analysis of the TOE framework, analysing the studies that used only this theory and the studies that combine the TOE framework with other theories such as: DOI, institutional theory, and the Iacovou, Benbasat, and Dexter model. The institutional theory helps us to understand the factors that influence the adoption of interorganizational systems (IOSs); it postulates that mimetic, coercive, and normative institutional pressures existing in an institutionalized environment may influence the organization’s predisposition toward an IT-based interorganizational system. The Iacovou, Benbasat, and Dexter model, analyses IOSs characteristics that influence firms to adopt IT innovations. It is based on three contexts: perceived benefits, organizational readiness, and external pressure. The analysis of these models takes into account the empirical literature, and the difference between independent and dependent variables. The paper also makes recommendations for future research.
Keywords: information technology, diffusion of innovations (DOI) theory, technology-organization-environment
(TOE) framework, interorganizational systems (IOSs), institutional theory

1. Introduction
These days, information technology (IT) is universally regarded as an essential tool in enhancing the competitiveness of the economy of a country. It is commonly accepted today that IT has significant effects on the productivity of firms. These effects will only be fully realized if, and when, IT are widely spread and used. It is crucial, therefore, to understand the determinants of IT adoption and the theoretical models that have arisen addressing IT adoption. There are not many reviews of literature about the comparison of IT adoption models at the individual level, and to the best of our knowledge there are a smaller number at the firm level. This review will fill this gap.
In this study, we review theories for adoption models at the firm level used in information systems (IS) literature and discuss two prominent models, presented in Section 2. The two models reviewed are: diffusion on innovation (DOI) (Rogers 1995); and the technology, organization, and environment
(TOE) framework (Tornatzky and Fleischer 1990), since most studies on IT adoption at the firm level are derived from theories such as these two (Chong et al. 2009). Section 3 presents an extensive analysis of the TOE framework, analysing the studies that used only this theory and the studies that combine the TOE framework with other theories such as: DOI, institutional theory, and the Iacovou et al. (1995) model. In the last section, we present the conclusions.

2. Models of IT adoption
There are many theories used in IS research (Wade 2009). We are interested only in theories about technology adoption. The most used theories are the technology acceptance model (TAM) (Davis
1986, Davis 1989, Davis et al. 1989), theory of planned behaviour (TPB) (Ajzen 1985, Ajzen 1991), unified theory of acceptance and use of technology (UTAUT) (Venkatesh et al. 2003), DOI (Rogers
1995), and the TOE framework (Tornatzky and Fleischer 1990). We will develop only the DOI, and
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Tiago Oliveira and Maria Fraga Martins

especially the TOE framework, because they are the only ones that are at the firm level. The TAM,
TPB and UTAUT are at the individual level.

2.1 DOI
DOI is a theory of how, why, and at what rate new ideas and technology spread through cultures, operating at the individual and firm level. DOI theory sees innovations as being communicated through certain channels over time and within a particular social system (Rogers 1995). Individuals are seen as possessing different degrees of willingness to adopt innovations, and thus it is generally observed that the portion of the population adopting an innovation is approximately normally distributed over time (Rogers 1995). Breaking this normal distribution into segments leads to the segregation of individuals into the following five categories of individual innovativeness (from earliest to latest adopters): innovators, early adopters, early majority, late majority, laggards (Rogers 1995).
The innovation process in organizations is much more complex. It generally involves a number of individuals, perhaps including both supporters and opponents of the new idea, each of whom plays a role in the innovation-decision.
Based on DOI theory at firm level (Rogers 1995), innovativeness is related to such independent variables as individual (leader) characteristics, internal organizational structural characteristics, and external characteristics of the organization (Figure 1). (a) Individual characteristics describes the leader attitude toward change. (b) Internal characteristics of organizational structure includes observations according to Rogers (1995) whereby: “centralization is the degree to which power and control in a system are concentrated in the hands of a relatively few individuals”; “complexity is the degree to which an organization’s members possess a relatively high level of knowledge and expertise”; “formalization is the degree to which an organization emphasizes its members’ following rules and procedures”; “interconnectedness is the degree to which the units in a social system are linked by interpersonal networks”; “organizational slack is the degree to which uncommitted resources are available to an organization”; “size is the number of employees of the organization”. (c) External characteristics of organizational refers to system openness.
Individual (leader) characteristics Attitude toward change

Internal characteristics of organizational structure
Centralizaion
Complexity

Organizational innovativeness Formalization
Interconnectedness
Organizational slack size External characteristics of the organization
System openness

Figure 1: Diffusion of innovations (Rogers 1995)
Since the early applications of DOI to IS research, the theory has been applied and adapted in various ways. Some examples are presented in Table 1.

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Table 1: Some studies based on DOI theory (Rogers 1995)
IT Adoption
Material requirements planning (MRP)
IS adoption (uses at least one major software application: accounting; inventory control; sales; purchasing; personnel and payroll; CAD/CAM; EDI; MRP), and extent of IS (number of personal computers and the number of software applications)
Intranet
Web site
Enterprise resource planning (ERP)
E-procurement
E-business
E-business

Author(s)
(Cooper and Zmud 1990)
(Thong 1999)
(Eder and Igbaria 2001)
(Beatty et al. 2001)
(Bradford and Florin 2003)
(Li 2008)
(Zhu et al. 2006a)
(Hsu et al. 2006)

2.2 Technology, organization, and environment context
The TOE framework was developed in 1990 (Tornatzky and Fleischer 1990). It identifies three aspects of an enterprise's context that influence the process by which it adopts and implements a technological innovation: technological context, organizational context, and environmental context
(Figure 2). (a) Technological context describes both the internal and external technologies relevant to the firm. This includes current practices and equipment internal to the firm (Starbuck 1976), as well as the set of available technologies external to the firm (Thompson 1967, Khandwalla 1970, Hage 1980).
(b) Organizational context refers to descriptive measures about the organization such as scope, size, and managerial structure. (c) Environmental context is the arena in which a firm conducts its business—its industry, competitors, and dealings with the government (Tornatzky and Fleischer
1990).
Organization

External task environment

Formal and informal linking structures Industry characteristics and market structure
Technology support infrastructure Government regulation

Communication processes
Technological
innovation decision making

Size
Slack

Technology
Availability
Characteristics

Figure 2: Technology, organization, and environment framework (Tornatzky and Fleischer 1990)
The TOE framework as originally presented, and later adapted in IT adoption studies, provides a useful analytical framework that can be used for studying the adoption and assimilation of different types of IT innovation. The TOE framework has a solid theoretical basis, consistent empirical support
(see Tables 2 and 3), and the potential of application to IS innovation domains, though specific factors identified within the three contexts may vary across different studies.
This framework is consistent with the DOI theory, in which Rogers (1995) emphasized individual characteristics, and both the internal and external characteristics of the organization, as drivers for organizational innovativeness. These are identical to the technology and organization context of the
TOE framework, but the TOE framework also includes a new and important component, environment context. The environment context presents both constraints and opportunities for technological innovation. The TOE framework makes Rogers’ innovation diffusion theory better able to explain intrafirm innovation diffusion (Hsu et al. 2006). Thus, the next Section analyses the studies that adopted
TOE framework.

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3. Empirical literature of the TOE framework
We thoroughly analyse the TOE framework and present an exhaustive description of studies that draw on this theory. Section 3.1 discusses the relevant papers that used only the TOE framework as a theoretical model (Table 2), while Section 3.2 includes some papers that combined the TOE framework with other theoretical models (Table 3).

3.1 Studies that used only the TOE framework
Several authors used only the TOE framework to understand different IT adoptions, such as: electronic data interchange (EDI) (Kuan and Chau 2001); open systems (Chau and Tam 1997); web site (Oliveira and Martins 2008); e-commerce (Liu 2008, Martins and Oliveira 2009, Oliveira and
Martins 2009); enterprise resource planning (ERP) (Pan and Jang 2008); business to business (B2B) e-commerce (Teo et al. 2006); e-business (Zhu et al. 2003, Zhu and Kraemer 2005, Zhu et al. 2006b,
Lin and Lin 2008, Oliveira and Martins 2010a); knowledge management systems (KMS) (Lee et al.
2009). The variables analysed, methods used, data, and context of empirical studies are presented in
Table 2.
Table 2: Some studies based only on Tornatzky and Fleischer (1990)
IT Adoption

Analysed Variables

Methods

Technological context  perceived direct benefits; perceived indirect benefits. EDI

Organizational context  perceived financial cost; perceived technical competence. Factor analysis
(FA), and Logistic regression Organizational technology  complexity of IT infrastructure; satisfaction with existing systems; formalization of system development and management.

Letter with questionnaires was sent;
575 small firms

Author(s)

(Kuan and
Chau
2001)

Hong Kong

Environmental context  perceived industry pressure; perceived government pressure.
Characteristics of the “Open Systems
Technology” Innovation  perceived
Benefits; perceived barriers; perceived
Importance of compliance to standards, interoperability, and Interconnectivity.
Open
systems

Data, and context T-test, FA, logistic regression Face-to-face interview, 89 firms (Chau and
Tam 1997)

Hong Kong

External environment  market uncertainly Technological context  technology readiness; technology integration; security applications.

Web site

Organizational context  perceived benefits of electronic correspondence;
IT training programmes; access to the
IT system of the firm; internet and email norms.

Multiple correspondence analysis (MCA), and probit model

3155 small and
637 large firms
Portuguese

(Oliveira and Martins
2008)

Environmental context  web site competitive pressure

Web site

Controls  Services sector.
Technological context  technology readiness; technology integration; security applications.

MCA, and probit model E-commerce
Organizational context  perceived

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2626 firms
Portuguese

(Oliveira and Martins
2009)

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IT Adoption

Analysed Variables

Data, and context Methods

Author(s)

benefits of electronic correspondence;
IT training programmes; access to the
IT system of the firm; internet and email norms.
Environmental context  web site competitive pressure; e-commerce competitive pressure.
Controls  Services sector.
Technological context  technology readiness; technology integration; security applications.

Internet
Web site
E-commerce

Organizational context  perceived benefits of electronic correspondence;
IT training programmes; access to the
IT system of the firm; internet and email norms.

MCA, and logit model Portuguese

(Martins and Oliveira
2009)

Environmental context  internet competitive pressure; web site competitive pressure; e-commerce competitive pressure.
Controls  Services sector.
Technological  support from technology; human capital; potential support from technology.

e-commerce development level (0-14)

3155 small firms

Organizational  management level for information; firm size.

e-mail survey, online survey and telephone interview during
2006;
156 firms.

FA and OLS

Environmental  user satisfaction; ecommerce security.

(Liu 2008)

Shaanxi, China

Controls  firm property.
Technological context  IT infrastructure; technology readiness.

ERP

Organizational context  size; perceived barriers.

FA, and Logistic regression Environmental context  production and operations improvement; enhancement of products and services; competitive pressure; regulatory policy.
Technological inhibitors  unresolved technical issues; lack of IT expertise and infrastructure; lack of interoperability. Deployment of B2B ecommerce:
B2B firms versus nonB2B firms

E-business

Organizational inhibitors  difficulties in organizational change; problems in project management; lack of top management support; lack of ecommerce strategy; difficulties in costbenefit assessment.
Environmental inhibitors  unresolved legal issues; fear and uncertainty.
Technology competence  IT infrastructure; e-business know-how.
Organizational context  firm scope,

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Face-to-face interview, 99 firms (Pan and
Jang 2008)

Taiwan

FA, t-tests and discrimination analysis

Confirmatory factor analysis
(CFA), secondorder factor

249 firms
North America and Canada

Telephone interview during
2000; 3552 firms

(Teo et al.
2006)

(Zhu et al.
2003)

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Tiago Oliveira and Maria Fraga Martins

IT Adoption

Analysed Variables

Methods

firm size.

modelling, logistic regression, and cluster analysis
(CA)

Environmental context  consumer readiness; competitive pressure; lack of trading partner readiness.

Data, and context European
(Germany, UK,
Denmark,
Ireland, France,
Spain, Italy, and
Finland)

Author(s)

Controls (industry and country effect)
Telephone
interview during
2002, 624 firms across 10 countries Technological context technology competence. E-Business usage Organizational context  size; international scope; financial commitment. Environmental context  competitive pressure; regulatory support.

CFA, secondorder factor modelling, and
SEM

e-Business functionalities  front-end functionality; back-end integration.

E-Business initiation E-Business adoption E-Business routinization Technological context technology readiness; technology integration.
CFA, and structural equation modelling (SEM)

Organizational context  firm size; global scopes; trading globalization; managerial obstacles.
Environmental context  competition intensity; regulatory environment.

Developed
(Denmark,
France,
Germany,
Japan,
Singapore, U.S.) and developing
(Brazil, China,
Mexico and
Taiwan)
countries
Telephone
interview during
2002, 1857 firms across 10 countries Developed
(Denmark,
France,
Germany,
Japan,
Singapore, U.S.) and developing
(Brazil, China,
Mexico and
Taiwan)
countries

(Zhu and
Kraemer
2005)

(Zhu et al.
2006b)

Technological context  technology readiness; technology integration; security applications.

E-business

Organizational context  perceived benefits of electronic correspondence;
IT training programmes; access to the
IT system of the firm; internet and email norms.

T-test, FA, and
CA

External diffusion of use of ebusiness
KMS

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(Oliveira and Martins
2010a)

UE27 countries

Environmental context  web site competitive pressure

Internal integration of e-business Telephone interview during
2006, 6964 firms across 27 countries Controls  Services sector.
Technological context  IS infrastructure; IS expertise.
Organizational context  organizational compatibility; expected benefits of e-business.

CFA, and SEM

e-mail survey during 2006;
163 large firms

(Lin and
Lin 2008)

Taiwan
Environmental context  competitive pressure; trading partner readiness.
Technology aspect  Organizational IT

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Not empirical work

Not empirical

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IT Adoption

Analysed Variables

Methods

competence; KMS characteristics
(compatibility, relative advantage and complexity). Data, and context work.

Author(s)
2009)

Chinese

Organizational aspect  top management commitment; hierarchical organizational structure.
Environmental aspect  With external vendors; among internal employees.

3.2 Studies that used the TOE framework combined with other theories
Some authors used the TOE framework with other theories to understand IT adoption (Thong 1999,
Gibbs and Kraemer 2004, Hsu et al. 2006, Zhu et al. 2006a, Li 2008, Soares-Aguiar and Palma-DosReis 2008, Chong et al. 2009, Oliveira and Martins 2010b). In Table 3 we can see that DOI, institutional theory, and the Iacovou et al. (1995) model were used in combination with the TOE framework to better understand IT adoption decisions.
Studies combining the TOE framework and DOI theories include the following. Thong (1999) joins
CEO characteristics from DOI to the TOE framework. Chong et al. (2009) add innovation attributes
(relative advantage, compatibility, and complexity) from DOI and an additional new factor in the adoption study called information sharing culture characteristics to the TOE framework. Zhu et al.
(2006a) combined relative advantage, compatibility, cost, and security concern from DOI with the TOE framework. Wang et al. (2010) add relativeve advantage, complexity, and compatibility from DOI to the TOE framework. Additional theories include those listed below.

3.2.1 Institutional theory
Institutional theory emphasizes that institutional environments are crucial in shaping organizational structure and actions (Scott and Christensen 1995, Scott 2001). According to the institutional theory, organizational decisions are not driven purely by rational goals of efficiency, but also by social and cultural factors and concerns for legitimacy. Institutions are transported by cultures, structures, and routines and operate at multiple levels. The theory claims that firms become more similar due to isomorphic pressures and pressures for legitimacy (Dimaggio and Powell 1983). This means that firms in the same field tend to become homologous over time, as competitive and customer pressures motivate them to copy industry leaders. For example, rather than making a purely internally driven decision to adopt e-commerce, firms are likely to be induced to adopt and use e-commerce by external isomorphic pressures from competitors, trading partners, customers, and government.
Several recent studies have taken an institutional approach to e-commerce or EDI diffusion and assimilation (Purvis et al. 2001, Chatterjee et al. 2002, Teo et al. 2003). It is well known that mimetic, coercive, and normative institutional pressures existing in an institutionalized environment may influence organizations’ predisposition toward an IT-based interorganizational system (Teo et al.
2003). Mimetic pressures are observed when firms adopt a practice or innovation imitating competitors (Soares-Aguiar and Palma-Dos-Reis 2008). Coercive pressures are a set of formal or informal forces exerted on organizations by other organizations upon which the former organizations depend (Dimaggio and Powell 1983). Normative pressures come from dyadic relationships where companies share some information, rules, and norms. Sharing these norms through relational channels amongst members of a network facilitates consensus, which, in turn, increases the strength of these norms and their potential influence on organizational behaviour (Powell and DiMaggio 1991).
Some studies combine the TOE framework with the institutional theory (Gibbs and Kraemer 2004, Li
2008, Soares-Aguiar and Palma-Dos-Reis 2008). The institutional theory adds to the environmental context of the TOE framework external pressures, which include pressure from competitors and pressure exerted by trading partners.

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3.2.2 Iacovou et al. (1995) model
Iacovou et al. (1995) analysed interorganizational systems (IOSs) characteristics that influence firms to adopt IT innovations in the context of EDI adoption. Their framework is well suited to explain the adoption of an IOS. It is based on three factors: perceived benefits, organizational readiness, and external pressure (see Figure 3). Perceived benefits is a different factor from the TOE framework, whereas organizational readiness is a combination of the technology and organization context of the
TOE framework. Hence, IT resources is similar to technology context and financial resources is similar to organizational context. The external pressure in the Iacovou et al. (1995) model adds the trading partners to the external task environmental context of the TOE framework as a critical role of
IOSs adoptions.
Organizational
readiness

Perceived benefits
Perceived benefits of innovations Financial resource
IT resources
Adoption
of innovation External pressure
Competitive pressure
Trading partner power

Figure 3: Iacovou et al. (1995) model
Hsu et al. (2006) used the DOI theory, the TOE framework, and the Iacovou et al. (1995) model to explain e-business use. Their model proposed four constructs (perceived benefits, organizational readiness, external pressure, and environment). Organization readiness, is consistently used in all three frameworks in the literature. Environment is from the TOE framework. Perceived benefits and external pressure are from the Iacovou et al. (1995) model.
Oliveira and Martins (2010b) used the TOE framework, and the Iacovou et al. (1995) model to explain adoption of e-business by firms belonging to European Union (EU) countries, by comparing the effect across two different industries: telecommunications and tourism. Their model proposed comprises three dimensions (perceived benefits, technology and organizational readiness, and environmental and external pressure). The perceived benefits dimension comes from the Iacovou et al. (1995) model. The technology and organizational readiness is a combination of TOE from the Tornatsky and
Fleischer (1990) framework and organizational readiness from the Iacovou et al. (1995) model. The environmental and external pressure is also a combination from both earlier studies.
Table 3: Some studies that combine Tornatzky and Fleischer (1990) with other theoretical models
Theoretical
Model

IT Adoption

Analysed variables
CEO characteristics  CEO's innovativeness; CEO's IS knowledge. TOE and
DOI

Uses at least one major software application: accounting; inventory control; sales; purchasing; personnel and payroll; CAD/CAM;
EDI; MRP.

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IS characteristics  relative advantage of IS; compatibility of
IS; complexity of IS.
Organizational characteristics  business size; Employees' IS knowledge; information intensity.

117

Methods
T-tests,
FA, discriminatory analysis, and partial least squares
(PLS)

Data, and
Context
Letter with questionnaires sent during
2005,
166 small firms; Author(s)

(Thong
1999)

Singapore

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Theoretical
Model

IT Adoption
Number of personal computers and software applications

Analysed variables

Methods

Data, and
Context

Author(s)

Environmental characteristic  competition. Innovation attributes  relative advantage; compatibility; complexity. TOE and
DOI

Collaborative commerce (ccommerce)

Environmental  expectations of market trends; competitive pressure. Information sharing culture  trust; information distribution; information interpretation.

FA, and
OLS

e-mail survey;
109 firms

(Chong et al. 2009)

Malaysian

Organizational readiness  top management support; feasibility; project champion characteristics
Relative advantage
Compatibility
Costs
E-Business
usage
TOE and
DOI

E-business impact Security concern
Technological context  technology competence.
Organizational context
organization size.

CFA, secondorder factor modelling, and SEM

Environmental context  competitive pressure; partner readiness. Technology  relative advantage; complexity; compatibility.
TOE and
DOI

RFID

Organization  top management support; firm size; technology competence. FA, and logistic regression

Environment  competitive pressure; trading partner pressure; information intensity.
Technological context  relative advantage; complexity; compatibility. TOE, DOI and institution al theory

E-procurement

Organizational context  financial slacks; top management support.

FA, and logistic regression

Environmental context  external pressure; external support; government promotion.
Technology context 
Technology resources
TOE and
Institution
al theory

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Scope of ecommerce use

Organizational context  perceived benefits; lack of organizational compatibility; financial resources; firm size.

118

FA, and
OLS

Telephone interview during 2002;
1415 firms across 6 EU countries European
(Finland,
France,
Germany,
Italy, Spain, and U.K.)

e-mail survey;
133 firms
Taiwan;
manufacturing firms Telephone interview during 2006;
120 firms;
50-2000
employees
China;
manufacturing firms Telephone interview during 2002;
2139 firms

(Zhu et al.
2006a)

(Wang et al., 2010)

(Li 2008)

(Gibbs and
Kraemer
2004)

3 sectors
(manufacturing

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Tiago Oliveira and Maria Fraga Martins

Theoretical
Model

IT Adoption

Analysed variables

Methods

Environmental context  External pressure; government promotion; legislation barriers.
Controls  countries (Brail,
China, Denmark, France,
Germany, Japan, Mexico,
Singapore, Taiwan, and U.S.A.); industries (distribution, finance, and manufacture).

Data, and
Context
, distribution, and finance);
10 countries
(Brazil, China,
Denmark,
France,
Germany,
Japan,
Mexico,
Singapore,
Taiwan, and
U.S.A.)

Author(s)

Technological context 
Technology competence; IT expertise; B2B know how.

TOE and
Institution
al theory

Electronic procurement systems
(EPSs)

Organizational context  firm size; firm scope.
Environmental context  trading partner readiness; extent of adoption amongst competitors; perceived success of competitor adopters. T-test, and logistic regression

Controls  Industry effects.
Perceived benefits  perceived of innovations. DOI, TOE and Iacovou et al. (1995) model External pressure  trading partners’ pressure; government pressure. CFA, and
SEM

Environment  regulatory concern; competition intensity.
Controls  Industry effects.
Perceived benefits  perceived benefits and obstacles of ebusiness.
TOE and
Iacovou et al. (1995) model E-business adoption Technology and organization readiness  technology readiness; technology integration; firm size.
Environment and external pressure  competitive pressure; trading partner colaboration.
Controls  country and industry effects. Portugal

(SoaresAguiar and
PalmaDos-Reis
2008)

Telephone survey during
2002; 294 firms Organizational readiness  firm size; technology resources; globalization level.
E-business
use: diversity, and volume.

e-mail survey;
240 large firms

FA, and logistic regression

U.S. market
(manufacturing
, wholesale/retai l distribution, banking and insurance. Telephone interview during 2006;
2459 firms
2 sectors
(Tourism, and
Telecommunic
ations); 27 EU countries. (Hsu et al.
2006)

(Oliveira and Matins
2010b)

4. Conclusions
This paper made a review of literature of IT adoption models at the firm level. Most empirical studies are derived from the DOI theory and the TOE framework. As the TOE framework includes the environment context (not included in the DOI theory), it becomes better able to explain intra-firm innovation adoption; therefore, we consider this model to be more complete. The TOE framework also has a solid theoretical basis, consistent empirical support, and the potential of application to IS adoption. For this reason an extensive analysis of the TOE framework was undertaken, analysing

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empirical studies that use only the TOE model, and empirical studies that combine this model with the
DOI theory, the institutional theory, and the Iacovou et al. (1995) model, and concluding that the same context in a specific theoretical model can have different factors.
In terms of further research, we think that for more complex new technology adoption it is important to combine more than one theoretical model to achieve a better understanding of the IT adoption phenomenon. References
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