Evaluation of Corporate Websites and Their Influence on the Performance of Olive Oil Companies

Spain is among the largest producers of organic olive in the world. Yet the Spanish organic olive oil sector faces a major commercial problem due to an internal demand that is too small to match the volume of supply. Factors that explain this problem include the scarcity and scattered nature of points of sale, the lack of information available to consumers, and the very large gulf in the price between organic and nonorganic olive oil. To address these problems, the literature highlights the key commercial role of information and communication technologies (ICTs). The corporate website is a core element around which the company’s e-commerce activity revolves. The goal of this study is to confirm the relationship between business efficiency, measured using data envelopment analysis (DEA), and the quality of the corporate website, measured using the extended Model of Internet Commerce Adoption (eMICA). Although this analysis did not identify a direct relationship between these two variables, fuzzy-set Qualitative Comparative Analysis (fsQCA) revealed that combinations of elements related to corporate website quality (interactivity and processing), organizational, and structural factors (size of firm and outsourcing of ICT management) can have a direct effect on organizational performance, measured in terms of economic efficiency.


Introduction
The steady advance and spread of technology throughout society in recent decades has increased the number and range of commercial operations that are conducted over the Internet.For example, between 2008 and 2015, the percentage of firms that sold their products or services via e-commerce rose by seven percentage points across the 28 EU member states.During this period, one in five firms in the EU sold their products or services online [1].Similarly, the use of social media and associated tools rose considerably, enabling and promoting online commercial transactions.In 2015, nearly 39% of EU firms used social media (socials networks, blogs, wikis, etc.), especially to enhance their image and the image of their products and services [2].
The website is an essential tool for a firm to establish a strong online presence because it combines informative, relational, and transactional functionalities with online commercial transactions [3].
The Internet has shifted toward a more active and collaborative community, rendering static websites obsolete.Internet users participate by offering their opinions and experiences and by publishing, sharing, and adding information from other websites.Therefore, interactive services and platforms that enable communication and the exchange of information with the people that use these media are necessary.Firms have progressively adopted not only these dynamic web services and applications, but also new behaviors [2].
ICTs are a key element for the development of growing sectors, including organic agri-foods such as organic olive oil, of which Spain is one of the world's largest producers [4,5].The importance of ICTs owes to the difficulties in commercializing such products, especially in terms of sales to the internal market.Heightened competition and the barriers faced by consumers when purchasing organic food (price, lack of information, and poor access to supply) make new technologies an important medium to improve organizational performance and, consequently, achieve competitive advantages.
Based on this rationale, the goal of this study is two-fold.First, the study examines whether there is evidence of a relationship between the economic efficiency of organic food companies with websites and the quality of these websites.Second, the study identifies the variables (structural, organizational, etc.) that enhance this relationship.
To achieve these goals, we proceed as follows: Following this introduction, we establish the theoretical framework that supports this study and formulate our hypotheses based on the literature review.In the method section, we describe the techniques that we used in this study-namely, Data Envelopment Analysis (DEA), the extended Model of Internet Commerce Adoption (eMICA), and fuzzy-set Quality Comparative Analysis (fsQCA).In the penultimate section, we present the results of the analysis.Finally, we draw conclusions from the study.

Contextual Framework and Working Hypothesis
According to the empirical evidence, ICTs, in general, and the Internet, in particular, have a positive effect on the economic development of organizations [6].One of the tools offered by the Internet, the corporate website, is a core element around which the company's e-commerce activity revolves.In a sense, all implementations of e-marketing center on the corporate website, where users can find the majority of the information they need to make decisions regarding the purchase of the company's products.Therefore, an attractive design and interesting contents offer a source of competitive advantage for the organization.In the online environment, the website is the medium through which many potential customers are introduced to the company.As such, the website is the first reference that these customers have to form an impression of the company [7][8][9].The website is also a place where existing customers can familiarize themselves with the company, providing an opportunity for these customers to interact with the company and gain further information in addition to the information they might have acquired through traditional channels.For example, such information might relate to the company's origin, location, or production methods [10].The user's decision to make a purchase may depend on this website's capacity to positively influence the user's impression of the company [11].This purchase is conditioned by the potential of the available information to compensate for the absence of personal contact and to generate sufficient trust between the company and its customers [12].
Scholars have shown that these technologies contribute to performance in terms of better productivity, profitability, process development, market value, and sustainability [13][14][15][16][17].To achieve these results, however, companies must adopt and integrate the tools that the Internet has to offer by following a carefully planned strategy [18].In addition to using these technologies, organizations must understand this medium and must devote the necessary efforts to managing these tools in an efficient manner [19].Simply using ICTs to seek quick, basic solutions is a common mistake that fails to guarantee a positive outcome [20].Innovation and technology adoption require commitment by the organization.Allocation of sufficient resources, efficient management by the right people, and control of technology diffusion are all necessary [21].Thus, it is important to consider technological and social variables that are inherent in the implementation of innovations and that, together with the concerted support and effort of the entire organization, lead to the successful adoption of technology [4,6,22,23].We, therefore, formulate the following hypothesis: Hypothesis 1 (H1): Having a high-quality corporate website alone does not positively affect business efficiency.
Combining a corporate website with the active use of online social networks facilitates contact, the exchange of information, and interactions with consumers, thereby influencing their purchase decisions [23][24][25][26].These effects arise because not only are these platforms capable of providing high-quality information to consumers, they also leverage user feedback to expand and improve, which is a key factor for achieving customer loyalty [27].Accordingly, scholars have reported that these tools are capable of generating considerable economic value [28].Specifically, the use of social networks can increase the organization's productivity [29,30] and prestige, potentially creating competitive advantages [31].We, therefore, formulate the following hypothesis: Hypothesis 2 (H2): The presence of tools that stimulate interaction between the company and users enhances the positive effect of the website on business efficiency.
E-commerce allows organizations to access a much larger market because the Internet reduces the importance of the physical distances that separate supply and demand [32].In fact, ICTs are particularly useful for internationalization [33] because they facilitate negotiations and the exchange of information with consumers in the international market, which yields multiple benefits [34,35].These benefits include [36] facilitating access to global markets, creating openings for internationalization, improving procurement negotiations, and increasing organizational efficiency.
E-commerce thus allows organizations to grasp major commercial opportunities cheaply, thereby becoming synonymous with greater productivity and efficiency [37].Such advantages are especially useful in a sector, such as the olive oil sector, which relies heavily on exports and has encountered serious commercial problems [5].We, therefore, formulate the following hypothesis:

Hypothesis 3 (H3):
The use of an online store to enable online transactions enhances the positive effect of the corporate website on business efficiency.
The literature has confirmed the existence of a positive relationship between the size of the firm and economic efficiency [38,39].Numerous theories, including the theory of economies of scale and the theory of economies of scope, support the assertion that larger businesses have greater process efficiency and more efficient operational functions [40].In the online environment, the positive network externalities that are generated by ICTs make these platforms more attractive as the number of users increases [19].Thus, because of the greater volume of information shared among users, the value and utility of a social network increases as the number of users with links to the organization grows [41].We, therefore, formulate the following hypothesis: Hypothesis 4 (H4): Larger organizational size makes the corporate website more likely to exert a positive effect on business efficiency.
Assimilating and internally managing innovations is fundamental for organizations to develop and achieve competitive advantages [42].For example, a community manager helps companies efficiently use and establish a strong social media presence [43].Similarly, a group of professionals who are well trained and committed to managing different online applications enables the adoption and leveraging of these applications [21].If internal staff lack this training, it may be recommendable to outsource the management of these technologies [44].This situation is applicable to the olive oil sector, where the scarcity of human resources devoted to ICT management and poor ICT training have been highlighted as some of the sector's primary weaknesses [45].These weaknesses can be corrected through outsourcing, which delegates these functions to specialized professionals.We, therefore, formulate the following hypothesis: Hypothesis 5 (H5): In organizations that lack internal specialists to manage ICT tools, the positive effect of the corporate website on business efficiency can be obtained through outsourcing.

Materials and Methods
The target population in this study comprised producers and vendors of organic olive oil that are registered in the Andalusian Information System for Organic Production (SIPEA).Andalusia is the region with the highest production in Spain.The number of companies registered in the system is 188.We contacted the CEO of each firm to conduct a telephone questionnaire.We received valid questionnaires from 147 companies.We, therefore, had a sampling error of 3.8% for a confidence interval of 95%.In this study, we focused exclusively on organizations that had their own websites, reducing the sample size to 109 companies.To pursue our research goals, we used the following methods:

Data Envelopment Analysis (DEA)
We first evaluated organizational efficiency in economic terms.To do so, we used DEA, which performs better than traditional analyses that are based on simply calculating profitability indicators.DEA outperforms traditional methods because it facilitates multidimensional processing of the principal expense items (or inputs) with respect to the income (or outputs) in a systematic, comparative manner, enabling the identification of organizational best practices in terms of performance, productivity, and efficiency [46,47].We used the classic output-oriented CCR (Charnes, Cooper, and Rhodes) and BCC (Banker, Charnes, and Cooper) models.The latter includes the returns to scale variable [48].Maximization of outputs is considered the most fruitful approach given the key commercial issue facing these companies and the fact that the inputs are subject to alternate bearing.In this model, the output was sales revenue, and the inputs were expenditure on materials and raw materials, personnel expenses, and depreciation of tangible fixed assets [30].One of the primary weaknesses of this method is its high sensitivity to outliers [49].To resolve this issue, we used the super-efficiency technique [50], pre-selecting a screen of 2 to eliminate any cases with efficiency scores that were higher than this screen.Two companies were eliminated from the sample following this procedure.

Extended Model of Internet Commerce Adoption (eMICA)
To analyze website quality, we used the eMICA technique [51], which is based on the work of Burgess and Cooper [52,53].In recent years, the eMICA has been one of the most widely used models to analyze the adoption of ICTs and e-commerce across a range of sectors [54][55][56][57][58][59].
This model, which consists of three stages, classifies websites according to their maturity.The first stage is web-based promotion (information).This stage consists of collecting and analyzing the information that the company publishes on its website.This stage is divided into two layers: layer 1 (basic information) and layer 2 (rich information).The second stage relates to the provision of information and services and interactivity (dynamic information).In this stage, the degree of interaction between the firm and the users of the website is analyzed.This stage has three layers: layer 1 (low-level interactivity), layer 2 (medium interactivity), and layer 3 (high interactivity).Finally, the third stage, processing, evaluates the quality of the transactions that are processed on the website.Each layer consists of items that take the value 1 (indicating presence) or 0 (indicating absence).To obtain the indicators for this procedure, we drew on a prior study [59] of the olive oil sector of a Spanish region (Table 1).In the eMICA, starting with layer 1 of stage 1, each website is assigned a certain level if it meets a minimum number of criteria (items), which are shown in Table 1.For example, if a website has two of the three items that belong to layer 1 of stage 1, it is considered a layer 1 website.It is then assessed for the next layer, and so forth.Thus, each website was evaluated for each layer, provided it met the requirements for the previous layer.In eMICA analysis, this form of evaluation is called layer-by-layer analysis.The primary reason is to overcome one of the principal weaknesses of the eMICA-that a website can simultaneously be in two layers [60].
To evaluate the existence of the relationship between variables (i.e., general economic efficiency, using the DEA, and the quality of the website, using the eMICA), we compared the conditional distributions of these variables using statistical tests based on Kendall's tau coefficient.This was the most suitable approach given the nature of the variables in this study.We also used Kendall's tau coefficient to identify significant relationships between the efficiency and the sum of all items used in the eMICA and between the efficiency and the sum of items in each stage (information, interactivity, and processing).The overall sum and the sum for each stage were calculated using a value of 1 to indicate the presence of each item and 0 to indicate its absence.

Fuzzy-Set Quality Comparative Analysis (fsQCA)
The final phase of our analysis consisted of fuzzy-set Qualitative Comparative Analysis (fsQCA).This method was used only if necessary-that is, if the previous phase of analysis failed to identify a direct relationship between the quality of the website and business performance [61].The goal of the fsQCA was to observe whether the overall website quality and the quality for each stage of the eMICA (measured as the sum of all items in the eMICA or all items from each stage of the eMICA, respectively), when combined with other factors, explain high levels of efficiency.The methodological advantage of fsQCA, with respect to conventional csQCA, is that fsQCA enables the use of continuous and interval variables, as well as dichotomous variables [62].These variables must be calibrated before they may be included in the model.Calibration assigns values between 0 and 1 depending on the degree of membership within the category [63,64].These variables are called fuzzy variables.
To conduct this analysis, we used fsQCA 2.5 software (Irvine, CA, USA).The model employed the BCC_O efficiency index as the outcome (already calibrated between 0 and 1) and the variables in Table 2 as antecedents or causal conditions.

Analysis of Economic Efficiency
We first analyzed the general economic efficiency of organic olive oil companies with websites.To do so, we considered the primary expense and income items of these companies, as described earlier.The results of this initial analysis appear in Table 3. Table 3 shows the efficiency scores provided by the DEA, employing the classic output-oriented CCR and BCC models.The results for the BCC model show the variations in efficiency after considering the scale efficiency [65].The number of fully-efficient organizations was small-approximately 9% and 14% of the sample for the CCR and BCC models, respectively.On average, technical efficiency was 50.86% for the CCR model and 58.61% for the BCC model.
These efficiency rates are similar to those reported in other studies of this sector [5,66].The efficiency scores in Table 3 reveal a substantial gulf between fully-efficient organizations and all other organizations.This finding highlights the importance of innovation and sustainable development as measures to improve performance and thereby achieve greater efficiency [15,32,67].

Analysis of Corporate Website Quality
We also analyzed the quality of the website using the eMICA method.Table 4 shows the low adoption of e-commerce within the sector.More than half (56.88%) of companies did not pass the second stage.Furthermore, few companies achieved the highest standard of quality available in the model.Only 7.34% of companies passed the third stage.

Analysis of the Relationship between Economic Efficiency and Corporate Website Quality
We used Kendall's tau correlation coefficient to analyze the strength of the association between corporate website quality (measured using the eMICA) and general economic efficiency (measured using the DEA, BCC model).The value of this coefficient in each case was as follows: for the eMICA, τ = 0.05; for the sum of items in the eMICA, τ = 0.026; for the sum of items from stage 1 (information), τ = 0.048; for the sum of items from stage 2 (interactivity), τ = 0.011; and for the sum of items from stage 3 (processing), τ = 0.018.None of these values was statistically significant.These values, therefore, indicate the lack of a clear relationship between these variables, thereby confirming Hypothesis 1.
Simply having a corporate website, even if this website is of a high quality, is not enough to guarantee improved organizational performance in terms of economic efficiency.Other studies have reported that the efficiency in the use of other social media technologies is related to different organizational characteristics [4].To improve business performance in terms of economic efficiency, companies must combine the use of technology with other organizational elements that enhance the impact of this technology on the company [5,45,66].
To investigate this relationship further, we studied whether combining a high-quality website with other organizational, structural, and ICT use characteristics exerts a positive effect on the efficiency of the company.To do so, we applied fsQCA using fsQCA 2.5 software.The results of this analysis appear in Table 5, which displays six combinations of causal conditions that are sufficient to explain a company's high economic efficiency.The first two causal combinations in Table 5 have the highest raw coverage.These combinations reflect a direct relationship between economic efficiency and combinations of conditions such as: (a) the active use of online social networks and number of employees, thereby confirming Hypotheses 2 and 4; and (b) a high quality of processing on the website (online commercial transactions) and a high degree of interactivity on the website, thereby confirming Hypotheses 2 and 3. Combination (b) reveals an inverse relationship between efficiency and internal ICT management, indicating greater efficiency in firms that outsource ICT management to specialists, thereby confirming hypothesis 5.The small number of employees and their scant training [5,30,67] potentially explains this relationship.To reap the rewards of ICTs, companies must have certain structural and organizational attributes that firms in the olive oil sector lack [59,68].
The combination of an active use of online social networks and the number of employees explains almost 38% of the efficiency of the company.The combination of high-quality processing on the website (online commercial transactions), outsourcing of ICT management, and a high degree of interactivity on the website explains almost 30% of efficiency.The solution for this model is a complex solution.The set of sufficient causal configurations that we identified using fsQCA have a coverage score of 0.814292, so these combinations together explain 81.43% of the outcome of the model.The consistency score is 0.778107.The results of the fsQCA lead to the acceptance of our hypotheses.
Finally, the analysis of necessary conditions shows that all variables or causal conditions failed to attain the minimum consistency score of 0.9 recommended in the literature [61].Therefore, no single condition guarantees the general economic efficiency of the firm.In short, the results support the idea that the organization's commitment to ICTs contributes to better organizational performance and efficient operations [30,66].

Conclusions
The purpose of this study was two-fold.First, we analyzed whether the economic efficiency of organic olive oil companies is related to the quality of their corporate websites.Second, we identified the variables (structural, organizational, etc.) that enhance this relationship.The results reveal the absence of a direct relationship between these variables.This finding implies that simply adopting a corporate website, regardless of whether it is of a high quality, does not always lead to better organizational performance in terms of economic efficiency.
In light of this finding, we conducted fsQCA to reveal the causal combinations that explain this relationship.These configurations consist of factors that determine website quality and factors associated with organizational and structural characteristics.The factors that determine website quality include good processing capabilities (complete and secure online transactions), high interactivity (blog, exclusive area for customers, forums, mobile version, etc.), and the availability of links to online social networks.The organizational and structural factors include the size of the company and the outsourcing of ICT management.The two primary causal configurations indicate that certain combinations of these factors positively relate to business performance, measured in terms of economic efficiency.This finding suggests that the quality and quantity of the information available on the website play a secondary role, whereas the ability of the website to communicate with users, allow users to complete transactions, and share information with customers plays a primary role.
The analysis also reveals the decisive role of the organizational and structural factors of the firm in enabling the firm to capitalize on the advantages of commercializing its products online.Combining the aforementioned elements of interactivity with a higher number of employees or the outsourcing of ICT management helps the firm obtain the maximum benefit from these tools.This finding provides new arguments to many scholars and professionals, who, for several decades, have advocated the need for policies of integration and concentration in the Spanish olive oil sector and for a commitment to the professionalization of management within the sector.This finding should encourage public and private organizations to take timely measures and correct the gap with respect to other sectors of the economy.ICTs are essential to improve the competitiveness and development of the olive sector and to a means of sustaining rural livelihoods.
It is also important to highlight the principal limitations of this study.First, this study was primarily aimed at companies in the organic olive oil sector.However, we believe that our conclusions may be extrapolated to much of the organic agri-food sector, which generally faces similar commercialization problems.Second, we focused on the Spanish market.Although Spain is a major producer of olive oil, it would be of interest to compare our findings with findings for other countries that produce olive oil.Third, the purchase behavior of consumers of organic products is characterized by a prominent awareness of organic food.In light of the lack of information and confusion regarding the organic agri-food market, future studies should compare whether the exchange of information via social networks plays a more prominent role in the purchase of organic products than in the purchase of conventional products.

Table 1 .
Items used for eMICA analysis of websites.

Table 2 .
Antecedents in the fsQCA model.
Source: compiled by the authors.

Table 3 .
DEA results for general economic efficiency.
Source: compiled by the authors.

Table 4 .
eMICA results for the analysis of website quality.