Borrowed Trust: How Saudis Build, Extend, and Inherit Credibility

In Saudi Arabia, trust is not built alone. It is borrowed from lineage, confirmed by tribe, and extended through intermediaries. This article maps the architecture of Saudi social trust and how it is adapting across generations of globalization and transformation.

Tribe, Region, Religion, and the Architecture of Social Trust in a Transforming Kingdom

Research Article


Abstract

Trust in Saudi Arabia is not primarily an individual achievement. It is a social inheritance. It is borrowed from lineage, confirmed by tribal affiliation, reinforced by regional belonging, and sanctified by religious obligation. This article examines the architecture of trust in Saudi society across its multiple dimensions. It traces the concept from Ibn Khaldun's foundational theory of asabiyya through the layered mechanics of wasta, the geography of regional identity, and the role of Islamic values in creating shared norms of reliability. It then examines how this architecture is being tested and renegotiated by globalization, education abroad, Vision 2030, and the expectations of a generation born into the digital age. The central argument is this: Saudi trust is not dissolving under modernization. It is adapting. The borrowed trust of tribal and familial networks is being supplemented by new forms of institutional and experiential trust. The result is not replacement but layering. Saudi society is building a more complex trust architecture on top of foundations that have not been removed.


1. Introduction

Every society has its own grammar of trust. It has its own rules for deciding who can be believed, who can be relied upon, and how credibility is transferred from one person to another. In some societies, trust is primarily institutional. It is placed in banks, courts, and professional credentials. In others, it is primarily relational. It flows through networks of family, community, and mutual obligation. Most societies contain elements of both. The question is which is primary, and how the balance shifts under the pressure of change.

Saudi Arabia is a society where the relational grammar of trust is ancient, deep, and remarkably resilient. Its roots lie in the conditions of the Arabian Peninsula itself. In a landscape where water was scarce, trade routes were contested, and survival depended on collective solidarity, trust became a social technology of the highest importance. The tribe was not merely a cultural organization. It was a survival mechanism. And trust, within and between tribes, was its operating system.

That operating system has not been replaced by modernity. It has been updated. The same values that governed trust in the desert majlis now operate in corporate boardrooms, government ministries, social media networks, and specialty coffee shops. They operate in new forms. But they carry old logic.

This article maps that logic. It examines how trust is built, extended, transferred, and renegotiated in Saudi society. It pays particular attention to the moment Saudi Arabia is currently living through. The Kingdom is opening to the world at a speed and scale without precedent. A generation of Saudis has studied abroad, worked in multinationals, and travelled extensively. They carry both the inherited trust architecture of their families and a new set of globally acquired expectations. Understanding how these two systems are being reconciled is one of the most important questions for anyone seeking to engage seriously with Saudi society and the Saudi market.

2. Theoretical Foundations: The Roots of Relational Trust

2.1 Ibn Khaldun and Asabiyya: The Original Theory of Group Trust

No serious analysis of trust in Arab society can begin without Ibn Khaldun. The fourteenth-century North African historian and sociologist developed in his masterwork, the Muqaddimah, one of history’s most sophisticated theories of social cohesion. He called it asabiyya.

Asabiyya is usually translated as group solidarity or tribal cohesion. But the translation understates the concept’s richness. Asabiyya describes the bond of mutual obligation, shared identity, and collective loyalty that holds a group together. It is the feeling that what happens to a member of your group happens to you. It is the willingness to sacrifice personal advantage for collective survival. It is, in the deepest sense, the source of social trust.

Ibn Khaldun argued that asabiyya is generated by shared experience. It is strongest in groups that have faced common adversity, shared common ancestors, and maintained close physical proximity across generations. Desert tribal life produces asabiyya in concentrated form. The shared dependence of nomadic existence, where the group is the only guarantee of individual survival, creates bonds of trust that settled urban life gradually erodes.

For Ibn Khaldun, asabiyya is not merely a historical artifact. It is a sociological principle. It explains why some groups cohere under pressure and others fragment. It explains why some networks can be trusted and others cannot. And it explains why trust, in societies shaped by tribal history, remains primarily a group property rather than an individual one. You do not trust a person first. You trust the group they belong to. Then you trust the person as a member of that group.

2.2 Collectivism and the In-Group/Out-Group Architecture

Saudi Arabia is classified in cross-cultural research as a strongly collectivist society. In the framework developed by sociologist Geert Hofstede, collectivist cultures are characterized by strong loyalty to the in-group, a sharp distinction between in-group and out-group members, and a tendency to extend trust primarily within familiar social circles.

Research on Arab societies specifically identifies what scholars call clannism, or al-asabiyya in its contemporary form, as a defining feature of social organization. The Arab Human Development Report describes it directly: "Clannism, in all its forms, tribal, clan-based, communal, and ethnic, tightly shackles its followers through the power of the authoritarian patriarchal system. Obedience and loyalty are offered in return for protection, sponsorship, and a share of the spoils. Its positive aspects include a sense of belonging to a community and the desire to put its interests first."

This is a precise description of borrowed trust. The individual borrows credibility from the group. The group lends its reputation to the individual. Every transaction between an in-group member and an outsider is implicitly guaranteed by the group's collective reputation. To deal with one member is, in a meaningful sense, to deal with all of them.

2.3 Robert Putnam and the Saudi Distinction: Bonding vs. Bridging Capital

Political scientist Robert Putnam distinguished between two types of social capital. Bonding capital is the trust generated within homogeneous groups. It is strong, reliable, and creates dense networks of mutual support. Bridging capital is the trust that extends across different groups. It is weaker in individual bonds but wider in social reach.

Saudi society has historically excelled at bonding capital. Tribal and family networks generate extraordinary density of mutual obligation. But bridging capital, the trust that crosses tribal and regional lines, has required additional infrastructure. In Saudi Arabia, that infrastructure has been provided by three sources: shared Islamic identity, institutional intermediaries, and the mechanism of wasta.


3. The Mechanisms of Borrowed Trust

3.1 Wasta: The Architecture of Intermediary Trust

Wasta is the most studied and most misunderstood element of Arab social capital. The word comes from the Arabic root meaning middle or intermediary. Wasta refers to the practice of using personal connections, often through an intermediary, to secure advantages, access, or outcomes. It operates across virtually every domain of Saudi life: employment, business, education, government services, and dispute resolution.

The most common Western framing of wasta is negative. It is described as nepotism, favoritism, or corruption. This framing is not entirely wrong. Wasta can produce outcomes that are unfair to those outside the relevant network. In Saudi Arabia specifically, research has found that employment and professional advancement are frequently initiated through wasta rather than on the basis of merit alone.

But this framing misses the structural logic of wasta. Wasta is not primarily a mechanism for cheating. It is primarily a mechanism for transferring trust across social distances that cannot otherwise be bridged. When a person asks a trusted intermediary to vouch for them with a third party, they are not asking the intermediary to lie. They are asking the intermediary to lend their credibility to a relationship that does not yet exist. The intermediary's reputation becomes collateral for the new relationship. Trust is borrowed and extended simultaneously.

Research by Springer on wasta in Saudi universities identifies this dynamic precisely. Wasta functions as both a bonding mechanism, strengthening existing relationships within networks, and a bridging mechanism, enabling new relationships to form across network boundaries. The intermediary is the bridge. Their known trustworthiness is the infrastructure across which new trust flows.

This understanding reframes wasta from a defect in the system to a feature of it. In a society where institutional trust mechanisms are less developed, or where their development is recent, relational intermediaries perform functions that formal systems perform elsewhere. They are trust guarantors. Their social capital is the currency in which new relationships are denominated.

3.2 Ehsan and Et-moone: The Relational Vocabulary of Saudi Business Trust

Research by Hussain Shaikh, published through SSRN, identified three specific Arabic concepts that govern trust in Saudi business relationships: wasta, ehsan, and et-moone. Together, they constitute what the research describes as the relational antecedents of social capital in the Saudi context.

Ehsan refers to a quality of excellence in service and virtue in dealings that goes beyond contractual obligation. It is the disposition to give more than is required. It is the signal that a relationship is not merely transactional but genuinely motivated by respect and goodwill. In business terms, ehsan is what builds the trust that survives difficulty. When a transaction goes wrong, the party who has demonstrated ehsan is given the benefit of the doubt. Their record of generosity is collateral against the current failure.

Et-moone refers to mutual reliance and the expectation of ongoing reciprocity. It is the trust that develops through repeated interaction over time. Et-moone is not granted immediately. It is earned through a succession of reliable acts, each of which deposits confidence in the relationship's account. It is the long-term trust that Saudi business culture prizes above all others.

Together, wasta, ehsan, and et-moone describe a trust system that is relational in its structure, temporal in its accumulation, and social in its guarantee. Trust is not established by credentials alone. It is established by social position, behavioral demonstration, and time.

3.3 Islamic Values as a Universal Trust Framework

Across the tribal and regional variations of Saudi society, Islamic values provide a common normative framework within which trust expectations are set and enforced. The Islamic prohibition on deception, the obligation of honesty in commercial dealings, the concept of amana (trustworthiness as a religious duty), and the social sanction against breaking a covenant are not merely spiritual principles. They are social trust infrastructure.

In a society where trust crosses tribal and regional lines, shared religious identity provides the bridging capital that tribal asabiyya cannot generate on its own. To deal with a fellow Muslim is to deal within a shared normative framework. Both parties understand the obligations that govern their interaction. Both know that deception carries not only social but spiritual consequence.

Research on social trust in the Middle East and North Africa has found that religious identity plays a significant direct role in trust levels. Religious belonging creates a form of group membership that transcends tribal and regional affiliation. It expands the circle within which the logic of in-group trust applies. For Saudi society, where Islam is not merely a personal faith but the foundational identity of the state and community, this trust-generating function of religious identity is particularly powerful.


4. The Geography of Trust: Regional Identity and Belonging

4.1 Najd, Hijaz, Asir: Regional Identity as Trust Signal

Saudi Arabia is not a single cultural space. It is a federation of regional identities, each with its own historical character, social norms, and trust culture. These regional distinctions are not merely historical. They remain active in the present. They shape expectations, create social networks, and carry reputational information that precedes individual encounters.

Najd, the central plateau region centered on Riyadh, is the heartland of the Saudi state and of the Najdi tribal tradition. Its social culture is characterized by strong tribal identity, conservative social norms, and a commercial culture rooted in the merchant traditions of Al-Qassim. The Najdi reputation for reliability in commercial dealings, examined elsewhere in this series, is itself a form of regional trust capital.

The Hijaz, centered on Jeddah and Makkah, carries a different historical identity. As the region of the holy cities and of centuries of pilgrimage commerce, it developed a more cosmopolitan social culture. Its commercial class had direct experience of trade with the world. Its social norms were shaped by the encounter with millions of Muslims from every background. Hijazi trust culture is generally understood as somewhat more open to transactional trust with strangers, reflecting a history of hospitality to those of diverse origins.

Asir and the southern regions carry their own distinct identity, shaped by the mountainous terrain, the agricultural heritage, and cultural patterns that differ from both Najd and Hijaz. In smaller towns and rural areas across the Kingdom, trust is mediated most directly through extended family and community networks that have known each other across generations.

These regional distinctions matter for understanding how trust operates in Saudi Arabia. Knowing someone's regional origin carries predictive information about the trust culture they have been socialized into. It is itself a form of social shorthand. Regional belonging is a trust signal. It tells you, with varying degrees of accuracy, something about the norms by which a person navigates social obligation.

4.2 Tribal Affiliation in the Contemporary Kingdom

In the contemporary Kingdom, tribal affiliation has not disappeared. It has migrated to new platforms and taken new forms. Research on digital tribalism in Saudi Arabia documents that Saudi nationals are increasingly expressing and affirming their tribal affiliations through social media. Tribal identity is not diminishing under modernity. In some respects, it is becoming more explicit and more visible.

Saudi nationals from tribes that are integrated into the state's historical alliance structure carry particular forms of social capital. Tribes from Najd were historically favored for positions of military and administrative leadership. The integration of tribal identity into state structure means that tribal affiliation continues to carry reputational information within institutional contexts.

Tribes also maintain cross-border connections that extend the geography of borrowed trust beyond the Kingdom's boundaries. The Saudi ruling family's tribal connections include affiliations with the Unaiza tribal confederation with counterparts in Syria. Al-Murrah tribe members in Saudi Arabia and Qatar share identity across a state border. These connections demonstrate that tribal trust architecture is not a domestic phenomenon. It is a transnational social capital system.

The resilience of tribalism into the contemporary period is due, as scholars note, to its adaptability and its capacity to concentrate strong bonds of solidarity. Tribal identity is useful precisely because it is durable. It creates the predictability that trust requires.


5. Generational Trust: Continuity and Renegotiation

5.1 The Generation That Went to the World

Saudi Arabia's King Abdullah Scholarship Program, launched in 2005 and expanded significantly in subsequent years, sent hundreds of thousands of young Saudis to study at universities in the United States, the United Kingdom, Australia, and elsewhere. By the time the program reached its peak, it was the largest scholarship program in the world by number of participants. Its stated goal was for these students to see the world, and the world to see them.

The students who went abroad came home changed in ways that are directly relevant to trust. They had spent years in societies where institutional trust operates differently. They had learned to trust strangers on the basis of credentials and track record rather than tribal affiliation and intermediary vouching. They had built personal trust networks that crossed national, cultural, and religious lines. They returned carrying this experience alongside their inherited trust architecture.

The question is how these two systems interact. The evidence suggests they do not replace each other. They coexist, with different systems activated in different contexts. The same young Saudi who trusts a LinkedIn recommendation from a former classmate at a British university will also rely on wasta when navigating a domestic bureaucratic process. The same person who evaluates a business partner on the basis of internationally legible credentials will also want to know which family they come from before making a significant commitment.

This is not hypocrisy. It is sophistication. It is the rational navigation of a social environment that contains multiple trust systems simultaneously.

5.2 Institutional Trust in the Vision 2030 Era

One of the most striking data points in the contemporary Saudi trust landscape is the Kingdom's performance in the Edelman Trust Barometer. In 2025, Saudi citizens recorded the highest level of government trust of any country in the world. The figure was 87 percent. This compared to 47 percent in the United States, 43 percent in the United Kingdom, and 41 percent in Germany.

This finding is significant for multiple reasons. It demonstrates that the transition from relational to institutional trust is not necessarily a linear progression from one to the other. Saudi Arabia has achieved extraordinarily high institutional trust while maintaining a strongly relational social culture. The two are not in tension. They are complementary.

The Edelman findings are interpreted by many analysts as reflecting the success of Vision 2030 in strengthening institutional stability and governance. The government's delivery on transformation commitments, the visible investment in public infrastructure, the expansion of economic opportunity, and the fulfillment of social reforms that large segments of the population had wanted for decades have all contributed to an institutional credibility that supplements rather than replaces relational trust.

The social contract in Saudi Arabia has historically rested on a straightforward exchange. Political quiescence in return for cradle-to-grave social guarantees. This contract was under stress when oil revenues declined and the state's capacity to deliver employment for all graduates was questioned. Vision 2030 has renegotiated this contract. It has shifted from a guarantor model, where the state guarantees outcomes, to an enabler model, where the state enables citizens to achieve outcomes through their own enterprise. For this renegotiation to succeed, the state itself needs to be trusted. The Edelman data suggests it is.

5.3 The New Trust Vocabulary of Young Saudis

Young Saudis are developing a layered vocabulary of trust that draws from multiple sources. They use the inherited framework of family, tribe, and region as a baseline. They use shared values and norms as a screening mechanism. They use institutional credentials and professional track records as supplementary evidence. And they use direct personal experience as the ultimate validator.

This layered approach is not a rejection of the inherited system. It is its evolution. The core insight of the traditional Saudi trust architecture has not changed: trust is built through demonstrated reliability over time, extended through known intermediaries, and guaranteed by the reputation of a recognized community. What has changed is the range of communities that can function as trust guarantors.

For a young Saudi entrepreneur today, their Oxford MBA is a form of community membership. It signals that they have been admitted to and have performed within a globally recognized institution of quality. Their wasta network is another community membership. It signals their family's standing within domestic social structures. Their personal track record of deliveries and relationships is yet another. Trust is now multivariate. It is assessed across more dimensions than it was in their grandparents' generation. But the fundamental logic, community membership as the primary guarantor of individual trustworthiness, has not changed.


6. The Opening of Saudi Arabia and the Stress Test of Trust

6.1 Globalization as a Trust Challenge

Every major opening of a society to external contact creates pressure on the existing trust architecture. When the circle of potential partners expands rapidly, the mechanisms for vetting them must either expand or be supplemented. Saudi Arabia's opening under Vision 2030, the arrival of international investors, multinational employers, tourists, and global cultural influences, creates exactly this pressure.

The challenge is not that Saudis do not know how to trust new people. They do. The mechanism of wasta exists precisely for this purpose. The challenge is speed and scale. Wasta operates through personal networks. It requires an intermediary who knows both parties. As the circle of interaction expands beyond the range of any personal network, purely relational trust mechanisms become insufficient.

Saudi Arabia is responding to this challenge by developing institutional trust infrastructure at a pace that matches its opening. Corporate governance standards, regulatory frameworks, independent auditing, professional certification, and the meritocratic employment practices being promoted under Vision 2030 are all forms of institutional trust infrastructure. They are mechanisms for extending reliable expectations across social distances that personal networks cannot bridge.

6.2 When Borrowed Trust Meets Earned Trust

The most interesting dynamic in contemporary Saudi society is the encounter between borrowed trust, the inherited relational variety, and earned trust, the individually demonstrated variety that globalization requires.

In the business world, this encounter plays out in predictable ways. International partners arrive expecting to evaluate a Saudi counterpart on the basis of credentials, track record, and contractual clarity. Saudi counterparts arrive expecting the relationship to be mediated through a known intermediary and to develop through a period of personal relationship-building before significant commercial commitment is made. Neither is wrong. They are applying different trust grammars to the same situation.

Successful cross-cultural business in Saudi Arabia requires fluency in both grammars. The international partner who understands that the initial investment of time in relationship-building is not a delay but a precondition will build more durable partnerships. The Saudi partner who understands that international counterparts need institutionally legible signals of credibility will invest in those signals alongside the relational ones.

The most sophisticated Saudi business actors already operate this way. They maintain the relational networks of their families and tribes while also building institutional credentials that communicate reliably to international partners. They are, in effect, bilingual in trust.

6.3 Digital Networks and the Evolution of Tribal Solidarity

Social media has done something unexpected to Saudi tribal identity. Instead of dissolving it, it has amplified and made it more visible. Saudi nationals use Twitter, WhatsApp, and other platforms to maintain tribal networks, assert genealogical connections, and mobilize collective solidarity in ways that were previously limited by geography.

The Al-Murrah tribe members who used Twitter to coordinate responses to Qatari government policies. The tribal networks that circulate job opportunities among members. The family WhatsApp groups that serve as informal job markets, information networks, and mutual support systems. These are all expressions of asabiyya adapted to digital infrastructure.

This digital tribalism is not simply a remnant of the past. It is an active contemporary social practice. And it demonstrates that trust in Saudi society is not becoming less relational. It is becoming differently relational. The network is the same. The platform has changed.


7. Implications for Those Engaging with Saudi Society

7.1 Understanding the Trust Map

Anyone seeking to engage seriously with Saudi society, whether as an investor, a business partner, a policymaker, or a researcher, needs to understand the trust map. It is not a simple map. It has multiple layers.

The first layer is family and tribal affiliation. This is the foundation. It is the deepest and most durable form of trust. It is also the least accessible to outsiders. You cannot join someone's family or tribe. But you can understand its role and treat it with respect.

The second layer is regional identity. Knowing that a partner is from Jeddah or from Al-Qassim or from Asir tells you something about the trust culture they have been shaped by. Not everything. But something.

The third layer is religious identity. Shared Islamic values create a normative framework that transcends tribal and regional lines. Demonstrating knowledge of and respect for Islamic principles of commercial ethics is a significant trust signal.

The fourth layer is institutional credentials. Education, professional certification, track record, and organizational affiliation. These are increasingly important, especially in Vision 2030 sectors where international partnership is frequent.

The fifth layer is personal relationship. Demonstrated ehsan, accumulated et-moone, the personal history of reliable behavior over time. This is the trust that is hardest to earn and most valuable when achieved.

7.2 The Wasta Entry Point

For those without existing connections to Saudi networks, the practical question is: how do you enter? The answer, almost invariably, is through an intermediary. This is not a corruption of the system. It is the system working as designed. A trusted intermediary who vouches for a new relationship is performing a legitimate trust function. They are lending their credibility to enable a connection that could not otherwise form.

This means that the most important investment an outsider can make in accessing Saudi social capital is not in marketing or credentials but in relationships with credible intermediaries. Finding someone who has already built trust within the networks you wish to enter is the logical first step. Their introduction is worth more than any credential.

7.3 Time as Trust Infrastructure

Saudi trust is slow to build and highly durable once established. This has direct implications for how to approach Saudi partnerships. The instinct of many international actors is to accelerate the relationship-building phase and move quickly to commercial commitment. This instinct is usually counterproductive.

The Saudi counterpart who is rushing to commitment is either exceptionally motivated by commercial interest or is not operating in the traditional trust framework. Most serious Saudi partners will want to invest time in personal relationship-building before significant commitment. They want to see how you behave across multiple encounters, not just one. They want to know that you are the same person in informal settings as in formal ones. They want to observe your generosity, your reliability, and your character under minor stress before trusting you with significant stakes.

This investment of time is not a delay. It is the construction of the trust infrastructure on which the future relationship will rest. Treating it as a prerequisite rather than an obstacle changes both the experience and the outcome.


8. Conclusion: The Durability of Borrowed Trust

Ibn Khaldun argued that asabiyya is the foundation of civilization. Groups with strong collective solidarity build states, sustain institutions, and transmit culture across generations. Groups whose solidarity dissolves become vulnerable to conquest by those whose bonds remain intact.

Saudi Arabia's extraordinary trust architecture has been one of its most durable social assets. The borrowed trust of tribal and familial networks has enabled social coordination, commercial exchange, and political stability across a vast and varied geography. It has done so for centuries.

The current transformation of the Kingdom is not dismantling this architecture. It is building on top of it. Institutional trust is supplementing relational trust, not replacing it. Digital networks are extending tribal solidarity across new geographies, not dissolving it. Young Saudis educated abroad are not returning as strangers. They are returning as people who can navigate both the inherited trust framework and the globally legible one.

The result is a society with a more complex and more capable trust architecture than it has ever had before. It can operate reliably within the intimate circles of family and tribe. It can extend trust through known intermediaries across social distances. It can read and produce the institutional trust signals that global commerce requires. And it can do all three simultaneously, switching between trust grammars as the context demands.

For those who take the time to understand it, this architecture is not an obstacle. It is an invitation. The borrowed trust of Saudi society is available to those who earn the right to borrow it. The path to that right is not a shortcut. But it is well-marked. It runs through relationship, demonstrated character, time, and the patient accumulation of the reputation that borrowed trust requires.


References and Further Reading

  • Ibn Khaldun. Muqaddimah: An Introduction to History. Translated by Franz Rosenthal. Princeton University Press, 1967.
  • Harvard Kennedy School. "The Elasticity of Trust: How to Promote Trust in the Arab Middle East." appext.hks.harvard.edu.
  • Arab Human Development Report 2004. United Nations Development Programme.
  • Springer Nature. "From Tradition to Practice: Investigating Wasta's Bonding and Bridging Roles in Modern Saudi Networks." 2025.
  • SSRN. "Arabic Business Relationship Characteristics: A Social Capital Perspective." Shaikh, H., 2020.
  • Nature/Humanities and Social Sciences Communications. "The Role of Personal Connections Wasta on Early-Stage Entrepreneurial Orientations: Evidence from Saudi Arabia." 2024.
  • Taylor and Francis. "The Powerful Influence of Connections: Exploring the Effects of Wasta Informal Networks on Human Resource Development." 2024.
  • Taylor and Francis. "Transnational Identity and Foreign Policy: Tribal Identity and the Gulf Crisis." 2022.
  • Springer. "Identity and Globalisation: Tribal Identity in the Age of Social Media." 2022.
  • European Sociological Review. "Social Trust in the Middle East and North Africa: The Context-Dependent Impact of Citizens' Socio-Economic and Religious Characteristics." 2019.
  • Arab News. "Saudi Arabia Tops Global Trust Rankings with 87% Confidence in Government." arabnews.com, February 2025.
  • Chatham House. "Vision 2030 and Saudi Arabia's Social Contract." 2017.
  • Florida Atlantic University. "#TRIBE: A Study on Digital Tribalism in Saudi Arabia." Doctoral Thesis.
  • Putnam, Robert. Bowling Alone: The Collapse and Revival of American Community. Simon and Schuster, 2000.
  • Hofstede, Geert. Culture's Consequences: Comparing Values, Behaviors, Institutions, and Organizations Across Nations. Sage Publications, 2001.

© Research Article — For Academic and Educational Use