The determinants of institutionalization of Zakāt: the case of Morocco

Hafssa Yerrou (Hassan II Ain Chock University, Casablanca, Morocco)
Amina Achmaoui (Hassan II Ain Chock University, Casablanca, Morocco)
Oumaima Bezoui (Hassan II Ain Chock University, Casablanca, Morocco)

Islamic Economic Studies

ISSN: 1319-1616

Article publication date: 18 August 2023

Issue publication date: 12 December 2023

1691

Abstract

Purpose

Muslims have several religious obligations; the payment of a defined sum to the deprived part of the society is one of their financial obligations called Zakat. The institutionalization of this obligation has been the focal point of several research studies, however the Moroccan context has been studied by very few researchers. Therefore, this research aims to study the institutionalization of Zakat in the Moroccan context.

Design/methodology/approach

In this paper, the authors try to drive focus to the determinants of the payment of Zakat to a specialized institution in Morocco (institutions whose main activity is the management of zakat funds), through 302 questionnaires that have been administrated on Moroccans and partial least square (PLS) approach.

Findings

The results show that the intention and payment behavior of Zakat by Moroccans depends on the quality of the zakat institution's quality of services, its location, the competence and availability of personnel, the use of technology, the shari'ah compliance of the institution’s activities and the trust by showing professionalism in the management of Zakat funds and disclose information.

Research limitations/implications

The lack of relevant data covering the number of Zakat payers in Morocco, their potential contributions and the amounts paid each year, slows down the progress of this project as it hinders the ability of state officials and decision-makers to assess the potential zakat funds that are currently in circulation, and thus makes it hard for them to attribute financial support to such project. It also makes it hard for researchers to get direct access to Muzzakis.

Practical implications

The existing literature shows immense interest in the implementation of institutions who can manage the Islamic social instruments especially zakat. However, the lack of relevant payer data of Zakat in Morocco and other jurisdictions who have not yet institutionalized zakat slows down the progress of this project and hinders any progress. Thus, the initiating point of such institutions in Morocco and in other countries who have not yet launched this project, requires knowing what determines the behaviour of Zakat payers and their choice of paying zakat to an institution. The results of our research help give insights on the determinants of zakat institutionalization from zakat payers point of view. These results are useful to the state policy makers.

Social implications

Like other neighboring countries, Morocco must introduce Zakat into its social system in order to better manage the funds that will enable the tackling of serious social problems such as poverty.

Originality/value

In contrast to the widespread and extensive literature available in analyzing the determinants of donations and volunteering from a conventional perspective, the parallel analysis of these same concerns in social Islamic systems is still in its infancy and so is the implementation of institutions related to zakat and other traditional Islamic social instruments such as waqf.

Keywords

Citation

Yerrou, H., Achmaoui, A. and Bezoui, O. (2023), "The determinants of institutionalization of Zakāt: the case of Morocco", Islamic Economic Studies, Vol. 31 No. 1/2, pp. 22-42. https://doi.org/10.1108/IES-01-2023-0003

Publisher

:

Emerald Publishing Limited

Copyright © 2023, Hafssa Yerrou, Amina Achmaoui and Oumaima Bezoui

License

Published in Islamic Economic Studies. Published by Emerald Publishing Limited. This article is published under the Creative Commons Attribution (CC BY 4.0) licence. Anyone may reproduce, distribute, translate and create derivative works of this article (for both commercial and non-commercial purposes), subject to full attribution to the original publication and authors. The full terms of this licence may be seen at http://creativecommons.org/licences/by/4.0/legalcode


1. Introduction

As the third pillar of Islam, zakāt differs from the other four pillars as it is an act of worship that God has imposed on his servants and a financial obligation towards society (Kahf, 2000). It must be respected by all Muslims referred to as (muzakki), by giving part of his wealth to recipients of zakāt (mustahik), in order to purify his wealth and his soul from greed and avarice.

Its importance for national and community development is irrefutable, because it contributes to social security, to creating harmony by helping to bridge the gap between the wealthy and the poor, and to strengthen the economic independence of society. Indeed, zakāt is an important instrument of the Islamic economy that aims to address inequalities and ensure a fair distribution of wealth (Lahjouji, 2020). Thus, to achieve its purpose, an institutionalization of zakāt is essential. The experience of countries that have mobilized zakāt attests to the effective contribution of this mechanism in the fight against poverty. Moreover, the experience of the Muslim head of state Omar Abdul Aziz is exemplary (Al-Qaradawi, 1999).

In this context, starting from the assumption that the solution to the problems of inequalities and social disparities consists of the establishment of an institution of zakāt which could contribute to reducing the gaps between social classes while ensuring a fair redistribution of wealth, the success of any project to institutionalize the zakat in Morocco depends on muzakkis adhering to this form of zakat management. From this fact, it is very important to understand and analyze the reasons that motivate Moroccan muzakkis to opt for institutional management of the zakāt. Hence, the problem of this research paper is to investigate the determinants of the payment of zakāt to a specialized institution for muzakkis in Morocco.

The establishment of such an institution within the Moroccan framework will require efforts agreed upon at the national level by all parties. Therefore, it requires an understanding of the factors that influence the intention to pay zakāt to this institution. A good understanding of the determinants of the intention to pay zakat to an institution will allow public authorities to adjust their strategies in order to attract the maximum number of muzakkis and benefit from zakat in the fight against poverty.

Ultimately, the objective of this research is to analyze the factors influencing the behavior of Moroccan muzakkis with regard to the institutionalization of zakat. So, it aims to encourage the creation of a zakāt institution in Morocco.

2. Conceptual and theoretical frameworks

Zakāt is the third of the five main pillars of Islam. It refers to several meanings, in the etymological sense it designates blessing, growth, cleanliness, purity and righteousness (Al-Qaradawi, 1999). Thus, the act of giving “zakāt” means to purify its wealth in order to obtain the blessing of Allah, to make it grow in goodness. The Quranic verse makes it clear:

Take from their wealth ˹O Prophet˺ charity to purify and bless them, and pray for them—surely your prayer is a source of comfort for them. And Allah is All-Hearing, All-Knowing [Quran, 9:103].

In religious terms, zakāt is one of the most important pillars of Islam, which means the worship of Allah (تعالى) by giving, in an obligatory way, a share of wealth or goods defined by Islam, to specific people (Badawi, 2013). It refers to the part of the wealth prescribed by God to be distributed among the deserving categories (Al-Qaradawi, 1999).

The word zakāt appears 30 times in the Quran, including 27 times associated with prayer. Each time God quotes the prayer in the Quran, he follows it with zakāt. He says repeatedly: “Perform prayer and pay zakāt”. The quotation of the terms prayers and zakat in a way recurrent and concomitant in the Quran underlines its importance both for the individual and the society as a whole. Moreover, beyond its religious character as an act of worship, zakāt is the essential instrument of the Islamic economic system (Rouijel and El Marzouki, 2018). It plays a crucial role in the fair redistribution of wealth and income between the rich and the poor, thus promoting the establishment of social justice, equality and social well-being within society while creating an atmosphere of solidarity between its members (Cherkaoui and Haouata, 2016) mainly during crisis times, as evidence was shown from Gallien et al. (2023).

Currently, the institutionalization of zakāt differs from one Muslim country to another. Some have made tremendous progress in the development of zakāt by enacting laws and establishing a structure for the collection and distribution of zakāt, while other countries did not yet consider it an important tool in the strategy of development of the country (Beik, 2015). The practice of zakāt in Muslim countries shows the existence of a hybrid administration of zakāt, a compulsory collection by the State for some and voluntary administration for others. According to Beik (2015), there are three zakāt regulation models: the comprehensive model (compulsory zakāt system with regulation), the partial model (voluntary zakāt system with regulation) and the secular model (voluntary zakāt system without regulation) (Beik, 2015; Kahf, 2000; Rouijel and El Marzouki, 2018).

In the first case, zakāt is collected by a (Muslim) state on a compulsory basis, and it is imposed by law. It is a system that imposes on the State the responsibility to assess, collect and distribute zakāt, and in this case, non-compliance with this obligation entails a legal penalty. In contrast, in the second type of zakāt regulation, the zakāt is not considered compulsory despite the existence of a zakāt law. However, the law does not require the collection of zakāt by the state but further regulates the management aspect of zakāt; therefore, in this case, the collection of zakāt depends on the will of individuals rather than force. The third type is the secular model. In this case, the State does not intervene in the management of zakāt since it is considered a purely individual matter (Beik, 2015; Kahf, 2000).

3. Literature review

3.1 From the theory of reasoned action to the theory of planned behavior (TPB)

The theory of reasoned action (Fishbein and Ajzen, 1975) is a popular theory and credible in the field of social psychology which basically tries to explain the behavior of people. It has been applied to various behavioral situations (Oliver and Bearden, 1985; Shimp and Kavas, 1984). This theory assumes that most social behaviors are under voluntary control and are therefore determined primarily by the intention of the individual to perform a given action. Intentions, in turn, are predicted by two conceptually independent determinants, the first is a personal factor called attitude to behavior, and the second a subjective norm (Armitage and Conner, 2001).

Despite the predictive validity of this model, it has certain limitations, in particular, the fact that this model asserts that behavior is entirely controlled by the individual (Fishbein and Ajzen, 1975). In fact, the theory assumes that individuals' choices are consciously reflected. Therefore, it excludes any irrational, unconscious behavior (Ajzen, 1986). From there, the researchers consider certain avenues for improving and expanding this theory, it is in this context that the theory of planned behavior of Ajzen (1991). Basically, TPB is an extension of the theory of reasoned action (Ajzen and Fishbein, 1980; Fishbein and Ajzen, 1975). The central idea of the theory is that behavioral decisions are not taken spontaneously, but are the result of a reasoned process, in which behavior is indirectly influenced by attitudes, norms and perceived control over behavior. This theory includes an additional variable, the perception of behavioral control. The concept of behavioral control was added to account for behaviors that are not entirely under the control of the individual. The inclusion of the perceived behavioral control variable (PBC) results in significant improvements for perceived behaviors as sparsely controlled (Raedah and Noormala, 2011).

This theory has great prominence in the literature and has been extensively used in all academic disciplines over the past 25 years as an important tool for understanding and predicting human behavior (Armitage and Conner, 2001). It is frequently used in various studies related to psychology and then used by different scientific disciplines, one of which is predicting consumer interest in a variety of marketing studies. This theory is also used to examine a person's interest in various social activities associated with the desire to share with others, like participating in a donation, such as blood donation (Giles and Cairns, 1995) and charitable donations (Van der Linden, 2011).

The effectiveness of the theory has been proven in studies related to the payment of zakāt by Muslims (Abashah et al., 2018; Andam and Osman, 2019; Heikal et al., 2014; Huda et al., 2012). Figure 1 shows the planned behavior model by Ajzen.

4. Conceptual model and research hypotheses

4.1 Definition of TPB constructs

4.1.1 Attitude and intention to pay zakāt

Attitude is one of the important factors that have always been examined by previous studies in most research designs. Attitude can be defined as the extent to which a person has a favorable or unfavorable evaluation or appreciation of the behavior in question Ajzen and Fishbein (1980). It is not a behavior, but the person's perception of that behavior. Based on this definition, we can understand that the attitude is the individual evaluation of behavior, whether good or bad. A positive attitude towards a behavior will produce a positive intention and will therefore encourage the implementation of this behavior. On the other hand, a negative attitude towards a behavior will contribute to a negative intention and will not encourage the implementation of such behavior (Fishbein and Ajzen, 2005; Attak, 2018; Ghaouri et al., 2023). In this research, we assume that a positive attitude toward the payment of zakāt to an institution of zakāt positively influences the intention of the muzakkis to pay their zakāt to a specialized institution. Thus, we state the following hypothesis:

H1.

The more positive is the attitude of a muzzaki towards zakāt institutions, the higher is his intention to use this institution.

4.1.2 Social factors

Social factors called subjective norms refer to the social pressure exerted by important referent individuals or groups who are close to the individual and who approve or disapprove of the execution of a given behavior (Ajzen, 1991). According to Cialdini and Trost (1998), social norms are “rules and norms that are understood by members of a group, and which guide and limit social behavior without force of law".

According to the theory of reasoned action, the pressures to behave in a particular way can come from important referents such as friends, relatives, family members, etc. In other words, an individual will perform an action if he thinks that people important to him think he should perform this action (Bidin et al., 2009).

In our research model, social influence corresponds to the tendency of muzakkis to conform to the standards of their peer groups when it comes to the payment of zakat to a zakat institution. We can therefore assume the following:

H2.

Social factors positively influence the intention to pay zakat to a zakat institution.

4.1.3 Perceived behavioral control

Perceived behavioral control has been defined by Ajzen (1991) within the framework of the theory of planned behavior as the perceived ease or difficulty of the execution of the behavior. It refers to people's perception of their ability to perform a given behavior. The concept of PBC is very close to Bandura's (1977) concept of self-efficacy, which represents an individual's evaluation of his ability to adopt the expected behavior (Fishbein and Ajzen, 2005). The only difference between self-efficacy and perceived control is that CP is in a larger context of attitudes and beliefs that predict intentions (Ajzen, 1991). The correlation between perceived behavioral control and intention is found to be positive by many researchers. In the context of zakāt, previous studies have examined the relationship between PBC and intentions in the fulfillment of zakāt (Heikal et al., 2014).

Thus, within the framework of our study, we put forward the following hypothesis:

H3.

There is a significant and positive relationship between PBC and intention to pay zakāt.

5. The addition of four variables to the TCP model

The TPB is, by nature, open to the inclusion of other variables. As part of the present study, the four variables added come from the existing literature. It concerns the degree of religiosity, level of knowledge of zakāt, confidence and perception of state property.

5.1 Degree of religiosity

Islam is not only a religion but also a way of life. Simply put, Islam guides Muslims in all aspects of life. As believers of the truth, Muslims are expected to follow all directions from Allah, including the obligation to pay zakāt. In the literature on zakāt, the degree of religiosity is a crucial factor because Muslims with high religious values are expected to be more aware of the obligation to pay zakāt compared to Muslims with low religious values (Bidin et al., 2015). Religiosity can be defined as the degree to which an individual is committed to religion and believes in its teachings in a way that his attitude and his behavior reflect this commitment (Johnson et al., 2001).

Numerous studies have examined the influence of the degree of religiosity on the intention of zakāt payment. One of these studies was conducted by Abu Bakar and Rashid (2010), and the researchers found that there is a significant relationship between the degree of religiosity and behavioral intention to pay zakāt.

Another study by Idris et al. (2012) revealed that the degree of religiosity has a significant positive influence on behavioral intent with regard to zakāt compliance, especially when it comes to individual entrepreneurs, trading companies, and holding companies. According to the conclusions of research conducted by Abdullah and Sapiei (2018), the degree of Islamic religiosity has a significant influence on zakāt observance behavior, which suggests that Muslims with strong or higher religious values are very likely to meet the zakāt obligation.

Consistent with the arguments above, this study predicts that Muslims who have a high degree of religious value will have a strong tendency to comply with the payment of the zakāt.

H4.

The higher the degree of religiosity of the customer, the greater the intention to pay zakāt.

5.2 Knowledge about Zakāt

The level of knowledge of a Muslim is one of the factors that can have a positive effect on his intention to pay zakāt. Knowledge is defined as an information or fact acquired through education and experience (Harun et al., 2015). All Muslim must imperatively know the foundations on his Lord, his religion and including basic zakāt knowledge (zakāt conditions, Nissab rate, the types of goods subject to zakāt, the method of calculating zakāt, the laws of zakāt, the zakāt asnaf) and its prophet. There are many research results showing the significant influence of the knowledge factor on the intention to pay zakāt. For example, Sukri et al. (2016) concluded that the knowledge factor was related positively and significantly to the payment of zakāt on gold. Syahrullah and Ulfah (2016) have also found that knowledge is an important factor influencing the behavior of payment of zakāt. Furthermore, similar studies by Pangestu and Jayanto (2017) and Nurkholis and Jayanto (2020) supported the idea that knowledge has a significant effect on motivation to pay zakāt.

In the Moroccan context, research in this area is limited. As a result, the introduction of the zakāt knowledge factor as part of this study will be an important contribution to the zakāt environment in Morocco. The emerging question is whether the growth in the understanding of the basic concepts of zakat by Muslims has effectively an impact when it comes to an issue like the institutional management of zakat. Thereby, as part of our study, we have hypothesized:

H5.

There is a significant relationship between the level of understanding of a Muslim of the concepts of zakat and the intention of muzakkis.

5.3 Trust

For any institution, gaining the trust of the user is not an easy task. It is the case for the institution of zakat, it must indeed demonstrate professionalism in the management of zakāt funds, efficiency and transparency to encourage muzakkis to choose this form of payment. Event when a zakat institution is available, some muzakkis can prefer to pay it directly to the beneficiaries out of distrust of this institution. Starting from this logic, trust is a relevant criterion in the choice of a means of payment of the zakat (Munawaroh, 2019). The same opinion was expressed by Martono et al. (2019) according to which trust is a factor that can influence the intention to pay zakāt.

In their study, Ghazali et al. (2016) found that trust is the main determining factor in the choice of the institution of zakāt. Rizka Nurfadhilah and Sasongko (2019) asserted that in Indonesia, trust is one of the factors influencing the low collection of revenue by the institution of zakat. According to them, to increase zakāt revenues, the institution must consolidate the confidence of the user in it through a good management of collected funds. Thus, within the framework of our study, we put forward this hypothesis:

H6.

There is a significant relationship between the trust of muzakkis and intention to pay zakāt.

The perception of Moroccans regarding the management of the institution by the State.

According to Al-Qaradawi (1999), zakāt institutions should be managed by the Islamic government. But in the case of non-Islamic governments, the institutions of zakāt are managed by private organizations that function as the only administrators of zakāt funds or coexist with government institutions. However, people's perceptions of the performance of public sector organizations and private companies differ. Many people believe that private organizations are more efficient than the state, but others may have different views.

Therefore, it is absolutely necessary to understand the perception of payers of zakāt with regard to the institution model of zakāt. This leads to the following hypothesis:

H7.

The more the perception of state ownership of the institution of zakāt is positive, the higher the intention to pay zakāt.

5.4 Intention: the dependent variable

Intention is the antecedent of all behavior. Ajzen and Fishbein (1980) define intention as the conative representation of the will to perform the behavior. The stronger the person's intention is, the more he is expected to try, and therefore the more he has chances of carrying out the behavior (Ajzen, 1991). Intention plays an important role in Islamic worship (Al-Qaradawi, 1999). In Islam, any worship without intention will not be fully rewarded by God, since each person's reward is in accordance with its intention (Al-Qaradawi, 1999). If a Muslim has the firm intention to pay zakāt to the institution of zakāt, he will be all the stronger to comply with it by paying it to the institution. But in the opposite case, he will be reluctant to pay zakāt to the institution of zakāt. The model used in this study, shown in Figure 2, is inspired by the TPB model aimed at studying the factors influencing the intention to pay zakāt by Moroccan muzzaki.

5.5 Research methodology

The desire to identify the main determinants of compliance behavior with the zakat in an institutional framework in Morocco led us to place ourselves in a positivist position, and we use a quantitative hypothetico-deductive approach. This choice is guided by the nature of the set objectives, namely to describe and verify the hypotheses of a model that we have established from a literature review. Data collection for our study was done through a questionnaire based on existing literature. To administrate it, we opted for two modes: face-to-face and online via LinkedIn and other social networking platforms. A total of 302 questionnaires (see Appendix) were personally distributed to selected respondents in Morocco starting from June 2021 to July 2021.

6. Population and a sample of the study

Morocco still does not have funds for zakāt. Therefore, this religious duty remains an individual act of Muslims who are pious and anxious to fulfill their duties to their Creator. It is therefore very difficult to identify zakat payers. This justifies the choice of the non-probability sampling method, more precisely the convenience method, which consists of questioning the individuals available at the place and time of information collection. This method is the most suitable because we do not have a database containing a list of potential zakāt payers in Morocco, and it is very difficult to identify them. Thus, we have targeted employed participants through LinkedIn (as we know this is the population that most probably is eligible to paying zakat). We have also designed our questionnaire so that only zakat payers will have access (see questionnaire details in Appendix).

7. Results

To purify the measurement scales, we carried out a factor analysis by principal components (PCA) and a reliability analysis using Cronbach's alpha. In order to test our research model, we followed the methodology usually used in studies using the partial least square (PLS) approach. This is to examine first place the general characteristics of the model variables (descriptive statistics, level and significance of the correlations), secondly, to evaluate the measurement model in order to verify the reliability and validity of the constructs and, third, the evaluation of the structural model in order to test our hypotheses. For the implementation of PLS regression analyses, we have chosen to use the Smart PLS software (Ringle and Wende, 2005), due to the simplicity of its interface and the possibility of obtaining graphical representations of the estimated models.

7.1 Descriptive analysis of the data

Of the total respondents, two hundred and thirty are male, i.e. (76%) of the population studied, and seventy-two is female, i.e. (24%). The majority of respondents (67%) are between 25 and 40 years old. This age group is made up of young and active people with (33%) who are traders, and 27% are farmers. The socio-demographic profile of our respondents is presented in Table 1 below:

7.2 Confirmatory factor analysis

Confirmatory factor analysis is the step that follows an exploratory factor analysis. It makes it possible to test the hypotheses formulated and validate the results obtained. In this perspective, structural equation methods seem relevant.

Three criteria to ensure the quality of the measurement model, namely (1) reliability, (2) convergent validity, and (3) discriminant validity (Hulland, 1999; Tenenhaus et al., 2005), have been used. Results are shown in Table 2 below:

7.3 Reliability

At the end of the following operations: drawing of the model under Smart PLS, launching of the PLS algorithm and removal of items with a weak “loading”, we continue the processing of the adjusted model whose loadings are presented in the following table:

Correlations greater than 0.6 were accepted for all constructs, and items having a weak link with the corresponding constructs were eliminated. Although the items C2 (loading = 0.628), NS3 (loading = 0.686) have low loadings, we decide to keep them because their value is close to the threshold and to delete the other items.

To ensure the reliability of the measurements, we calculated the composite index of reliability which, according to Nunnally (1978), is considered to indicate a good level of reliability when it is equal to 0.7. Table 3 below shows that the reliability of scales is high since the composite reliability is greater than 0.7. In addition, the AVE is greater than 0.5, which confirms the convergent validity of all the constructs.

8. Validity

8.1 Convergent validity

This is to ensure that the items supposed to measure the same latent variable are strongly correlated through the extracted average variance (AVE: “average variance extracted”) whose value is supposed to be at least equal to 0.5, as recommended by Fornell and Larcker (1981).

Table 3 above shows that the reliability of the scales is high since the reliability composite is greater than 0.7. Moreover, the AVE is greater than 0.5, which confirms the convergent validity of all the constructs.

8.2 Discriminant validity

Then we went to the discriminant validity test which allows us to analyze the extent to which a construct does not contribute too strongly to other constructs. There exists two measures of discriminant validity, namely cross-loading and comparing the square root of the AVE values. The results obtained, shown in Tables 4 and 5, indicate that the convergent and discriminant validity are respected, so the measurement model, presented in Figure 3, is valid.

9. Evaluation of the structural model

9.1 Testing of research hypotheses

Before measuring the different links that may exist between the different components of our conceptual model, we want to verify our research hypotheses. This involves calculating the criterion suggested by Chin (1998) to indicate the relationship between the endogenous and exogenous variables of the model. For this, we used the bootstraping technique (sample = 5000; n = 302) under SMART PLS3, the results of which are presented in the table below. The first column of Table 6 presents the assumptions, and the second and third column show, respectively, the coefficients (β), and Student's t which must be > 2.58 for a level of significance α = 1%, >1.96 for an α = 5% or > 1.65 for an α = 10%.

Of the seven variables used, we were able to demonstrate the existence of a significant relationship between five exogenous variables; In this case, attitude, ease and accessibility, the perception of Moroccans regarding the management of the institution by the State, trust and knowledge about zakat and the endogenous variable namely the intention to pay zakāt in institutional frame. A more contrasting result concerns the degree of attachment to religion and the factors social.

9.2 R2 (The coefficient of determination)

In order to measure the explanatory power of our model, we proceeded to calculate the coefficient of determination R2 using the Smart PLS3 software. The coefficient of determination obtained “R2” is greater than 0.1, which attests that the model has a sufficient explanatory power (see Table 7 below).

  1. Stone–Geisser coefficient (Q2)

To calculate the Q2 index, we used the “Blindfolding” procedure under the Smart PLS3 software. Table 8 shows that the value of Q2 in our model is (0.253 > 0), a positive value (different from zero). We, therefore, conclude that our model has a predictive quality.

  1. GoF (Goodness-of-fit)

In order to measure the overall quality of our model, we calculated the index of adequacy (GoF) by applying the following formula:

GoF=(average(R2))×average(Community)

The value obtained is 0.72 which exceeds 0.36 and indicates a significant validity of our global model, in accordance with the recommendations of Wetzels et al. (2009). As we can see, the results associated with the values of R2, GoF and Q2 show that the internal (structural) model is valid. Since the two submodels (internal and external) are valid, the conceptual (global) model is valid.

10. Discussion

10.1 Perception

The results show an adherence of Moroccan muzakkis to the creation of a zakāt organization to move from an informal distribution of zakāt to an institutional management. This adherence is largely dependent on the perception that the muzakki has of this institution, hence the need for public authorities to encourage them by facilitating access to this means and to carry out a real awareness-raising policy to awaken the conscience of Moroccans in matters of zakāt.

10.2 Knowledge of zakāt

The knowledge of zakāt has a non-significant influence on the intention of muzakkis to pay zakāt to an institution. This means that the degree of knowledge of zakāt and its conditions has no influence on the intention of paying zakāt. These results are opposite to previous studies (Pangestu and Jayanto 2017; Sukri et al., 2016; Tajuddin et al., 2017; Ghaouri et al., 2023). This contradiction may be due to the chosen theory behind the research, knowing that the previous studies haven't had the theory of planned behavior as their theoretical framework.

10.3 Attitude

The muzakki's positive attitude of intention and payment behavior of zakāt to an institution is dominated by the perception of that muzakki who believes that this behavior has a high chance of being executed because of its ease. This result joins the findings of Ghaouri et al. (2023). Thus, if the institution wishes to improve this perception, it must improve the quality of these services. This institution must therefore choose its location carefully to stay close to its target. The competence and availability of personnel also appear to be very important. Also, the use of technology has become imperative for any institution, thus, it can suggest online services through websites. Therefore, the muzakki will have the pleasure to make a transaction with the institution of zakāt and expects that the quality of services meets his expectations. These conclusions are in line with previous studies (Abashah et al., 2018; Andam and Osman, 2019), and they are in opposition to those of Pratiwi (2018).

10.4 Trust

Results show that trust in the institution does not have a significant effect on the intention of muzakkis to pay zakāt. These results are in opposition to those found in Munawaroh (2019). If the muzakki is not satisfied with the quality of the services, the experience will be unpleasant for him. So in order that the institution of zakāt wins the trust of the payer and encourages him to pay, it must be able to demonstrate professionalism in the management of zakāt funds. Also, the institution must honestly disclose information about this last and ensure that the activities are Shari'ah compliant.

10.5 Subjective norms

The hypothesis related to this variable has not been validated by the results. This means that family support regarding the decision of paying zakāt to an institution has no impact on the muzakkis intention. This conclusion confirms results of previous study by Huda et al. (2012). This indicates that zakāt, as a religious act, is done regardless of the significant family members' or friends' support.

10.6 Behavioural control

This variable has a significant influence on the intention of muzakkis. It shows that the easier it is for moroccan muzakkis to pay zakāt to an institution, the more important is their readiness to paying institutional zakāt. Our results join those of previous studies by Hassan et al., (2019), Heikal et al. (2014) and Huda et al. (2012).

10.7 Religiosity

According to our results, the degree of religiosity is shown to have no influence on the intention to pay zakāt to an institution in Morocco. This result contradicts conclusions of other research studies saying that religiosity has a positive effect on the intention to pay zakāt (Bidin et al., 2015; Othman et al., 2017). This indicates that zakāt payers give more attention to the payment of zakāt rather than the mean of paying it (be it directly given to the beneficiaries or given to an institution).

10.8 State ownership of the institution

The perception of muzakkis in regards to the state ownership of the zakāt institution has a significant influence on their intention to paying zakāt to this institution. This result is in coherence with the existing litterature according to which the collection and distribution of zakāt funds is amongst the main responsibilities of the Islamic state (Al-Qaradawi, 1999).

11. Conclusion

In short, like other neighboring countries, Morocco must introduce zakāt into its system to benefit from all these advantages in terms of the eradication of poverty, inequality and unemployment. For such an introduction, Morocco must draw up a legal and economic framework of zakāt in the light of experiences developed in other countries which succeeded in creating such an institution. However, the lack of relevant data covering the number of zakāt payers in Morocco, their potential contributions and the amounts paid each year, slows down the progress of this project as it hinders the ability of state officials and decision makers to assess the potential zakāt funds that are currently in circulation and thus makes it hard for them to attribute financial support to such project. However, the success of any project to institutionalize the zakāt system in Morocco depends above all on the will of the public, and more particularly of the muzzaki.

Figures

Ajzen's model of planned behavior (1991)

Figure 1

Ajzen's model of planned behavior (1991)

Research design: factors influencing institutional payout zakat

Figure 2

Research design: factors influencing institutional payout zakat

Measurement model after adjustment

Figure 3

Measurement model after adjustment

Descriptive analysis: profile of respondents

FrequencyPercentage
GenderWomen7224
Cadre Profession libéraleMen23076
AgeFrom 25 to 40 year old20367
From 40 to 60 year old7525
More than 60 year old248
Study LevelSecondary6255
Bac+37421
Bac+5 and more16624
Farmer8327
Liberal Profession4716
Socio-Professional CategoryTrader9933
Employee3010
State employee4314

Source(s): The authors

Confirmatory factor analysis

ConstructsItemsAttitudeTrustPerceived behavioral controlKnowledge about zakatDegree of religiosityIntention of muzakkisSocial factorsPerception of Moroccans regarding the management of the institution by the state
AttitudeA10.962
A40.961
Knowledge about zakatC2 0.628
C6 0.963
TrustCF2 0.902
CF3 0.972
CF4 0.922
CF5 0.962
Perceived behavioral controlCP1 0.922
CP2 0.907
CP3 0.808
CP4 0.903
Intention of muzakkisI1 0.747
I2 0.797
I3 0.942
I4 0.91
PerceptionMG1 0.954
MG2 0.918
MG3 0.965
MG4 0.958
Social factorsNS1 0.904
NS2 0.898
NS3 0.686
NS4 0.849
R7 1

Source(s): Results under smart PLS

Reliability and validity of the constructs

Cronbach's Alpharho_AComposite reliabilityAverage variance extracted (AVE)
Attitude0.9190.9190.9610.925
Trust0.9560.9700.9680.883
Knowledge about zakat0.5671.0260.7890.661
Degree of religiosity1.0001.0001.0001.000
Intention of muzakkis0.8740.8810.9140.729
Social factors0.8770.9540.9230.800
Perceived behavioral control0.9100.9430.9360.785
Perception of Moroccans regarding the management of the institution by the state0.9630.9650.9730.901

Source(s): Results under smart PLS

Cross loading analysis

AttitudeKnowledge about zakatTrustPerceived behavioral controlIntention of muzakkiMoroccans' perception of institution management by stateSocial factorsDegree of religiosity
A10.9620.9120.2650.8580.7280.5440.3940.336
A40.9610.1620.1190.7710.7220.4960.4610.273
C2−0.0140.6280.339−0.0820.0930.088−0.144−0.098
C60.2390.9630.2830.1350.2680.279−0.1010.189
CF20.2840.2520.9020.3490.2670.2960.1370.064
CF30.1790.3620.9720.1930.2540.196−0.0280.102
CF40.0970.3750.9220.0730.1800.120−0.1270.068
CF50.1590.3040.9620.1670.2360.192−0.0380.055
CP10.8580.1500.2290.9220.7680.5980.4110.293
CP20.7030.1700.2860.9070.6420.4510.2940.371
CP30.630−0.0020.1340.8080.4420.4060.2340.192
CP40.7770.0210.1050.9030.5760.4930.3120.201
I10.7700.2800.2870.7700.7470.5100.3630.457
I20.4760.1380.1610.4930.7970.3140.1600.074
I30.5990.2490.2440.5030.9420.4850.2380.066
I40.6350.1620.1380.5520.9100.4950.271−0.007
MG10.5530.2170.2200.5840.5450.9540.223−0.020
MG20.5160.1210.1680.4980.4970.9180.354−0.043
MG30.4860.3380.2620.5170.5390.9650.202−0.030
MG40.4980.3170.1880.5200.4920.9580.209−0.072
NS10.397−0.129−0.0210.2970.3620.2160.9040.199
NS20.437−0.208−0.1360.3430.2590.1190.8980.120
NS30.244−0.0810.1090.3100.1840.2920.686−0.121
NS40.3910.0230.0960.2890.2110.2890.849−0.167
R70.3170.1320.0770.3060.202−0.0430.0531.000

Discriminant validity

AttitudeTrustPerceived behavioral controlKnowledge about zakatDegree of religiosityIntention of muzakkiSocial factorsMoroccans' perception of institution management by state
Attitude0.962
Trust0.2000.940
Perceived behavioral control0.1980.2400.813
Knowledge about zakat0.3800.3590.1590.619
Degree of religiosity0.7500.6500.2530.2860.854
Intention of muzakki0.4520.291−0.1280.1450.3220.894
Social factors0.8470.5780.0900.3860.7010.3430.886
Moroccans' perception of institution management by state0.5410.2960.2620.0570.5450.2260.5590.949

Source(s): Results under smart PLS

Results of hypothesis testing

Original sample (O)Standard deviation (STDEV)T statistics (|O/STDEV|)p values
H1Attitude → Intention of muzakkis0.2110.1052.0140.044Accepted
H2Trust → Intention of muzakkis0.2720.0624.3510.000Accepted
H3Knowledge about zakat → Intention of muzakkis0.0870.0392.2440.025Accepted
H4Degree of religiosity → Intention of muzakkis−0.0430.0450.9640.335Rejected
H5Social factors → Intention des muzakkis0.0330.0321.0390.299Rejected
H6Perceived behavioral control → Intention des muzakkis0.2640.0614.3420.000Accepted
H7Moroccans' perception of institution management by state → Intention des muzakkis0.1700.0354.8800.000Accepted

Source(s): Results under smart PLS

The coefficient of determination “R2

R squareR square adjustedInterpretation
Behavioral intention0.5790.560Moderated

Source(s): Results under smart PLS

Predictive capacity of the construct

ConstructCv-redundancy
Behavioral intention0.253

Source(s): Results under smart PLS

Questionnaire

Strongly disagree (1), disagree (2), Neither agree nor disagree (3), agree (4), strongly agree (5)(1)(2)(3)(4)(5)
Knowledge of Zakat
You have knowledge about Zakat
Zakat is obligatory for Muslims
You can easily calculate your zakat
You know the conditions of obligation to paying zakat
You know the beneficiaries of zakat
Zakat is a religious act
Degree of religiosity
You read the Quran regularly
You pray 5 times a day regularly
You fast during Ramadan
You give zakat al fitr every year
Committing minor and major sins makes you feel guilty
The reward of heaven encourages you to do good deeds
Allah punishes believers who do not pay their Zakat
Attitude
In case of setting up a Zakat institution in Morocco, you will be ready to pay Zakat to it
Paying Zakat purifies wealth
Paying Zakat is very beneficial for individuals and Moroccan society
The creation of a Zakat institution in Morocco will contribute to the fight against poverty
Every individual will have to pay Zakat as it is a social responsibility
The payment of Zakat is at the center of your priorities
Subjective norms
The influence of those around you will push you to pay Zakat to the institution as soon as it is set up
Your colleagues/friends expect you to pay Zakat to the Zakat institution when it is established
Your parents and relatives recommend that you pay Zakat to the institution when it is established
Your partner will support you to pay Zakat to the state Zakat institution
When it comes to Zakat remittance method, you would like to be like your friends
Behavioral control
You will voluntarily pay Zakat to the institution
You are convinced to pay Zakat to the special institution and not directly to the beneficiaries
The institution of Zakat will be your only means of payment
You will pay Zakat to the institution without constraint
Trust
You rely on the institution to honestly disclose information about Zakat funds
You rely on the institution to comply with Sharia in all its activities
You rely on the institution to have a board of directors whose members are reputable
You rely on the institution not to exploit Zakat payers
You count on the institution for a fair distribution of the funds raised
Perception of state ownership
Administrative officers recruited by the state will be able to manage the Zakat fund well
The state could manage the institution of Zakat effectively
The state could lend additional credibility to Zakat institutions
Private associations may not be able to effectively manage the institution of Zakat
State ownership will positively impact the effectiveness of the Zakat board
Intention
You will remit Zakat to the Zakat Institution
You will pay Zakat this year
You will pay Zakat in the future
If your income increases, you will pay more Zakat
Appendix

Table A1

  1. You are

    • Female

    • Male

  2. Your age

    • Less than 25-year-old

    • From 25 to 40-year-old

    • From 40 to 60-year-old

    • More than 60-year-old

  3. What is your level of education

    • Baccalaureate

    • Baccalaureate+3 years

    • Baccalaureate+5 years

    • other:

  4. What is your profession ?

    • Merchant

    • State employee

    • Liberal profession

    • Employee

    • other:

  5. Do you pay zakat ?

    • Yes

    • No

P.S: participants who have chosen “yes” as a response for the above question get excess to the remainder of the questionnaire. The questionnaire comes to an end for participants who do not pay zakat.

  1. To what degree do you agree with the statements below?

References

bashah, A., Samah, I.H.A., Saraih, U.N., Rashid, I.M.A., Ramlan, S.N. and Radzi, W.N.S.W.M. (2018), “The impact of attitude and subjective norms towards Zakat compliance behavior in Malaysia”, International Journal of Engineering and Technology (UAE), Vol. 7 No. 3, pp. 171-174.

Abdullah, M. and Sapiei, N.S. (2018), “Do religiosity, gender and educational background influence Zakat compliance? The case of Malaysia”, International Journal of Social Economics, Vol. 45 No. 8, pp. 1250-1264.

Abu Bakar, N.B. and Rashid, H.M.A. (2010), “Motivations of paying Zakat on income: evidence from Malaysia”, International Journal of Economics and Finance, Vol. 2 No. 3, pp. 76-84.

Ajzen, I. (1986), “Dispositional prediction of behavior in personality and social-psychology”, Bulletin of the British Psychological Society Conference, BRITISH PSYCHOLOGICAL SOC, p. A65.

Ajzen, I. (1991), “The theory of planned behavior, Organizational behavior and human decision processes”, Sciencedirect, available at: https://www.sciencedirect.com/science/article/pii/074959789190020T (accessed 12 December 2020).

Ajzen, I. and Fishbein, M. (1980), Understanding Attitudes and Predicting Social Behavior, 1st ed., Prentice Hall, Englewood Cliffs.

Al-Qaradawi, Y. (1999), “Fiqh al zakah: A Comparative study of zakah, regulations and philosophy in the light of Quran and Sunnah”, Translated by: Dr. Monzer Kahf, King Abdulaziz University Centre for Research in Islamic Economics, Jeddah, available at: https://www.getbookfast.com/now/fiqh-alzakah-a-comparative-study-of-zakah-regulations-and-philosophy-in-the-light-of-quran-and-sunnah/ (accessed 20 October 2020).

Andam, A.C. and Osman, A.Z. (2019), “Determinants of intention to give Zakat on employment income: experience from Marawi City, Philippines”, Journal of Islamic Accounting and Business Research, Vol. 10 No. 4, pp. 528-545.

Armitage, C.J. and Conner, M. (2001), “Efficacy of the theory of planned behaviour : a meta-analytic review”, British Journal of Social Psychology, Vol. 40 No. 4, pp. 471-499.

Attak, E. (2018), “L’attitude du redevable de la zakāt à l’égard de son institutionnalisation au Maroc : analyse par catégories socio-professionnelles”, Revue "Repères et Perspectives Economiques, No. 3, pp. 45-58.

Badawi, J. (2013), Muslim/non-Muslim Relations, Reflections on Some Qur’anic Texts, Islamic Information Foundation, p. 39.

Bandura, A. (1977), “Self-efficacy: toward a unifying theory of behavioral change”, Psychological Review, Vol. 84 No. 2, pp. 191-215.

Beik, I.S. (2015), “Towards international standardization of Zakat system’ in FZIK 2015”, Proceedings of the World Zakat Forum Fiqh Zakat International Conference, World Zakat Forum Kuala Lumpur, Malaysia, pp. 3-17.

Bidin, Z., Idris, K.M. and Shamsudin, F.M. (2009), “Predicting compliance intention on Zakah on employ-ment income in Malaysia: an application of reasoned action theory”, Jurnal Pengurusan, No. 28, pp. 85-102.

Bidin, Z., Othman, M.Z. and Salleh, S.M. (2015), “An investigation of local sale tax compliance : an application of Theory of Planned Behavior”, Global Journal of Contemporary Research in Accounting, Auditing and Business Ethics, Vol. 1 No. 1, pp. 201-212.

Cherkaoui, A. and Haouata, S. (2016), “Eléments de Réflexion sur les Positionnements Epistémologiques et Méthodologiques en Sciences de Gestion”, Revue Interdisciplinaire, available at: https://revues.imist.ma/index.php/Revue-Interdisciplinaire/article/view/10192 (accessed 10 October 2020).

Chin, W.W. (1998), “The partial least squares approach for structural equation modeling”, in Marcoulides, G.A. (Ed.), Modern Methods for Business Research, Lawrence Erlbaum Associates Publishers, pp. 295-336.

Cialdini, R.B. and Trost, M.R. (1998), “Social influence: social norms, conformity and compliance”, in Gilbert, D.T., Gardner, L. and Fiske, T.S. (Eds), The Handbook of Social Psychology, Wiley, Hoboken, NJ, pp. 151-192.

Fishbein, M. and Ajzen, I. (1975), Belief, Attitude, Intention and Behavior: An Introduction to Theory and Research, Addison-Wesley, Reading, MA.

Fishbein, M. and Ajzen, I. (2005), “The influence of attitudes on behavior”, in Albarracín, D., Johnson, B.T. and Zanna, M.P. (Eds), The Handbook of Attitudes, Lawrence Erlbaum Associates Publishers, pp. 173-221.

Fornell, C. and Larcker, D.F. (1981), “Evaluating structural equation models with unobservable variables and measurement error”, Journal of Marketing Research, Vol. 18 No. 1, pp. 39-50.

Gallien, M., et al. (2023), “Zakat, non-state welfare provision and redistribution in times of crisis: evidence from the Covid-19 pandemic”, ICTD Working Paper 163. doi: 10.19088/ICTD.2023.021.

Ghaouri, Kassim, Othman, A. and Zakariyah (2023), “Behavioural intention of Zakat participants towards the Zakat fund in Morocco”, ISRA International Journal of Islamic Finance, Vol. 15 No. 1, pp. 36-53.

Ghazali, M.Z., Saad and Wahab, A. (2016), “A conceptual framework for examining trust towards Zakat institution”, International Journal of Economics and Financial Issues, Vol. 6 7 Special Issue, pp. 98-102.

Giles, M. and Cairns, E. (1995), “Blood donation and Ajzen’s theory of planned behaviour”, An Examination of Perceived Behavioural Control, No. 34, pp. 173-188.

Harun, T.W.R., Rashid, R.A. and Hamed, A.B. (2015), “Factors influencing products' knowledge of islamic banking employee”, Journal of Islamic Studies and Culture, Vol. 3 No. 1, pp. 23-33.

Hassan, S.G., Hameed, W.U., Basheer, M.F. and Ali, J. (2019), “Zakat compliance intention among self-employed people: evidence from Punjab, Pakistan”, Al-Azva, Vol. 51 No. 34, pp. 1-20.

Heikal, M., Khaddafi, M. and Hasballah, F. (2014), “The intention to pay Zakat Commercial: an application of revised theory of planned behavior”, Journal of Economics and Behavioral Studies, Vol. 6 No. 9, pp. 727-734.

Huda, N., Rini, N., Mardoni, Y. and Putra, P. (2012), “The analysis of attitudes, subjective norms, and behavioral control on Muzakki's intention to pay Zakah”, International Journal of Business and Social Science, Vol. 3 No. 22, pp. 271-279.

Hulland, J. (1999), “Use of partial least squares (PLS) in strategic management research: a review of four recent studies”, Strategic Management Journal, Vol. 20, pp. 195-204.

Idris, K.M., Bidin, Z. and Saad, R.A.J. (2012), “Islamic religiosity measurement and its relationship with business income Zakat compliance behavior”, Jurnal Pengurusan, Vol. 34, pp. 3-10.

Johnson, B.R., Jang, S.J., Larson, D.B. and Li, S.D. (2001), “Does adolescent religious commitment matter? A reexamination of the effects of religiosity on delinquency”, Journal of Research in Crime and Delinquency, Vol. 38 No. 1, pp. 22-44.

Kahf, M. (2000), Zakah Management in Some Muslim Society, Islamic Research and Training Institute Report, Islamic Development Bank, Jeddah, available at: http://www.iefpedia.com/english/wp-content/uploads/2009/10/Zakah-Management-in-Some-Muslim-Societies-by-Monzer-Kahf.pdf

Lahjouji, H. (2020), “‘L’institutionnalisation de la Zakat: un chantier de lutte contre la pauvreté”, Journal d'Economie, de Management, d'Environnement et de Droit, available at: https://www.researchgate.net/publication/340264098_L'institutionnalisation_de_la_zakat_un_chantier_de_lutte_contre_la_pauvrete_The_institutionalization_of_zakat_a_way_to_poverty_alleviation- (accessed 20 September 2020).

Martono, S., Nurkhin, Luthfiyah, F., Rofiq and Sumiadji (2019), “The relationship between knowledge, trust, intention to pay zakah, and zakah-paying behavior”, International Journal of Financial Research, Vol. 10 No. 2, pp. 75-81.

Munawaroh, P.Y.J.S. (2019), “The influences of reputation, financial statement transparency, accountability, religiosity, and trust on interest in paying Zakat of profession”, Jurnal Dinamika Akuntansi, Vol. 11 No. 1, pp. 59-69.

Nunnally, J.C. (1978), Psychometric Theory, 2nd ed., McGraw-Hill, New York.

Nurkholis, N. and Jayanto, P. (2020), “Determination of motivation Muzakki paying Zak at Zakat management institution (case study on Msme owners”, Journal of Applied Finance and Accounting, Vol. 7 No. 1, pp. 17-28.

Oliver, R.L. and Bearden, W.O. (1985), “Crossover effects in the theory of reasoned action: a moderating influence attempt”, Journal of Consumer Research, Vol. 12 No. 3, available at: oup.com (accessed 25 October 2020).

Othman, Y. H.-, Alwi, I., Yusuff, M.S.S. and Saufi, M.S.A.M. (2017), “The influence of attitude, subjective norm, and Islamic religiosity on compliance behavior of income Zakat among educators”, International Journal of Academic Research in Business and Social Sciences, Vol. 7 No. 11, pp. 1110-1116.

Pangestu, I. and Jayanto, P.Y. (2017), “Analysis in factors affecting muzakki motivation to pay Zakat in Semarang city”, Accounting Analysis Journal, Vol. 6 No. 1, pp. 90-99.

Pratiwi, I.E. (2018), “Factors influencing Muslims compliance behavior in paying Zakah of income: a case study in Jayapura (a non-muslim region in Indonesia)”, Qudus International Journal of Islamic Studies, Vol. 6 No. 1, pp. 69-88.

Raedah, S., Noormala and Marziana. (2011), “A study on Zakah of employment income: factors that influence academics intention to pay Zakah’ in ICBER 2011”, Proceedings of the Conference Master Resources 2nd International conference on business and economic research, Conference Master Resources, Langkawi, Kedah, Malaysia, pp. 2492-2507.

Ringle, Wende and Will. (2005), Smart PLS 2.0 M3, University of Hamburg, Hamburg, available at: www.smartpls.de

Rizka Nurfadhilah, I. and Sasongko, C. (2019), “Web-based accountability in an Islamic non-profit organization”, A Case Study of Badan Amil Zakat National in Indonesia, Vol. 89 No. Apbec 2018, pp. 252-259.

Rouijel, R. and El Marzouki, A. (2018), “‘Quel Modèle pour une Gestion Efficace de la Zakat ?’ in BEMM 2018”, Proceedings of the EMM 6th International Conference on Business Economics, Marketing and Management Research, EMM, Hammamet, Tunisia, pp. 78-85.

Shimp, T.A. and Kavas, A. (1984), “The theory of reasoned action applied to Coupon usage”, Journal of Consumer Research, Vol. 11 No. 3, available at: https://www.jstor.org/stable/2489069 (accessed 1 September 2020).

Sukri, N.F.A.M., Wahab, N.A. and Hamed, B.H. (2016), “Compliance to pay Zakat on Gold: a study on UUM staff”, Global Review of Islamic Economics and Business, Vol. 4 No. 2, pp. 90-101.

Syahrullah and Ulfah, M. (2016), “Response of Indonesian academicians toward factors influencing the payment of Zakat on employment income”, Research on Humanities and Social Sciences ISSN, Vol. 6 No. 10, pp. 87-94.

Tajuddin, T.S., Azman, A.S. and Shamsuddin, N. (2017), “Zakāh compliance behaviour on income among muslim Youth in Klang Valley”, Jurnal Syariah, Vol. 24 No. 3, pp. 445-464.

Tenenhaus, M., Vinzi, V., Chatelin, Y. and Lauro, B. (2005), “PLS path modeling”, Computational Statistics and Data Analysis, Vol. 48, pp. 159-205.

Van der Linden, S. (2011), “Charitable intent: a moral or social construct? A revised theory of planned behavior model”, Current Psychology, Vol. 30 No. 4, pp. 355-374.

Wetzels, M., Odekerken-Schroder, G. and Van Oppen, C. (2009), “Using PLS path modeling for assessing hierarchical construct models: guidelines and empirical illustration”, MIS Quarterly, Vol. 33, pp. 177-195.

Corresponding author

Oumaima Bezoui can be contacted at: boumaima@hotmail.fr

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