<?xml version="1.0" encoding="UTF-8"?>
    <!DOCTYPE article PUBLIC "-//NLM/DTD JATS (Z39.96) Journal Publishing DTD v1.2 20120330//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd">
    <!--<?xml-stylesheet type="text/xsl" href="article.xsl">-->
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:ns0="http://www.w3.org/1999/xlink" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="1.2" xml:lang="en">
	<front>
		<journal-meta>
			<journal-id journal-id-type="eissn">3034-1566</journal-id>
			<journal-title-group>
				<journal-title>Cifra. Computer Sciences and Informatics</journal-title>
			</journal-title-group>
			<publisher>
				<publisher-name>Cifra LLC</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="doi"/>
			<article-categories>
				<subj-group>
					<subject>Brief communication</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>A Blockchain-Based Deep Learning Framework for a Smart Learning Environment</article-title>
			</title-group>
			<contrib-group>
				<contrib contrib-type="author" corresp="yes">
					<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0003-1266-8665</contrib-id>
					<name>
						<surname>Kifaru</surname>
						<given-names>Frowin Rabanus</given-names>
					</name>
					<email>frowin2005@gmail.com</email>
					<xref ref-type="aff" rid="aff-1">1</xref>
				</contrib>
			</contrib-group>
			<aff id="aff-1">
				<label>1</label>
				<institution>Moshi Cooperative University</institution>
			</aff>
			<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-07-29">
				<day>29</day>
				<month>07</month>
				<year>2026</year>
			</pub-date>
			<pub-date pub-type="collection">
				<year>2026</year>
			</pub-date>
			<volume>11</volume>
			<issue>11</issue>
			<fpage>1</fpage>
			<lpage>11</lpage>
			<history>
				<date date-type="received" iso-8601-date="2026-04-10">
					<day>10</day>
					<month>04</month>
					<year>2026</year>
				</date>
				<date date-type="accepted" iso-8601-date="2026-06-29">
					<day>29</day>
					<month>06</month>
					<year>2026</year>
				</date>
			</history>
			<permissions>
				<copyright-statement>Copyright: &amp;#x00A9; 2022 The Author(s)</copyright-statement>
				<copyright-year>2022</copyright-year>
				<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
					<license-p>
						This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See 
						<uri xlink:href="http://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</uri>
					</license-p>
					.
				</license>
			</permissions>
			<self-uri xlink:href=""/>
			<abstract>
				<p>This study proposes a decentralized blockchain-based framework for secure, scalable, and transparent educational resource sharing and monetization. The framework leverages blockchain technology to ensure data immutability, traceability, and transparency, while smart contracts automate key processes such as access control, licensing, payment execution, and royalty distribution. To address scalability challenges associated with managing large educational resources, the framework integrates distributed storage solutions that enable efficient off-chain data management while preserving on-chain integrity and verification. Furthermore, a token-based economic model is incorporated to support multiple monetization strategies, including pay-per-use access, subscription-based services, and automated revenue-sharing mechanisms. Mathematical formulations are introduced to model and validate revenue generation, incentive allocation, and royalty distribution processes within the proposed ecosystem. The framework also strengthens security through cryptographic hashing, encryption mechanisms, decentralized identity management, and secure verification procedures. Based on theoretical analysis, blockchain design principles, and evidence from existing literature, the proposed framework is expected to enhance trust, security, transparency, and operational efficiency compared with traditional centralized educational platforms. By integrating decentralized governance, secure resource management, and incentive-driven participation, the framework provides a scalable and transparent foundation for next-generation digital learning ecosystems.</p>
			</abstract>
			<kwd-group>
				<kwd>Blockchain</kwd>
				<kwd> Educational Resource Sharing</kwd>
				<kwd> Smart Contracts</kwd>
				<kwd> Token Economy</kwd>
				<kwd> Automated Royalty Distribution</kwd>
			</kwd-group>
		</article-meta>
	</front>
	<body>
		<sec>
			<title>HTML-content</title>
			<p>1. Introduction</p>
			<p>The rapid digital transformation of education has accelerated the adoption of online learning platforms and Open Educational Resources (OER), fundamentally reshaping how knowledge is created, accessed, and shared </p>
			<p>[12][2][22][11][19][13]</p>
			<p>Recent studies indicate that these challenges are closely linked to the design of centralized educational infrastructures. Research on blockchain-based educational data management shows that traditional systems suffer from inefficiencies such as data tampering risks, high verification costs, and limited interoperability </p>
			<p>[18][19][23][10][22]</p>
			<p>Recent literature further highlights blockchain’s transformative potential in education. Comprehensive reviews indicate that blockchain supports the development of secure, paperless, and decentralized educational infrastructures that contribute to sustainable digital transformation </p>
			<p>[11][16][2, С. 532][22][10, С. 33–37][21]</p>
			<p>Existing blockchain-based educational frameworks mainly focus on isolated functions such as credential verification, certificate authentication, and secure content storage </p>
			<p>[16][2][6][10]</p>
			<table-wrap id="T1">
				<label>Table 1</label>
				<caption>
					<p>Comparative Analysis of Existing Blockchain-Based Educational Studies</p>
				</caption>
				<table>
					<tr>
						<td>Study</td>
						<td>Focus</td>
						<td>Limitation</td>
					</tr>
					<tr>
						<td>Pankaj Gupta (2025)</td>
						<td>Blockchain adoption and applications in education</td>
						<td>Limited focus on monetization and revenue-sharing mechanisms</td>
					</tr>
					<tr>
						<td>International Telecommunication Union (2024).</td>
						<td>Digital technologies and blockchain for sustainable development</td>
						<td>No education-specific technical implementation framework</td>
					</tr>
					<tr>
						<td>Yogesh K. Dwivedi et al. (2023)</td>
						<td>Blockchain and metaverse integration in education</td>
						<td>Limited emphasis on incentive and monetization mechanisms</td>
					</tr>
					<tr>
						<td>Khalid Arar (2026).</td>
						<td>Blockchain-enabled educational governance</td>
						<td>Focuses mainly on governance without decentralized storage integration</td>
					</tr>
					<tr>
						<td>Gaurav Tripathi et al. (2023).</td>
						<td>Blockchain principles, architecture, and challenges</td>
						<td>Limited focus on educational resource monetization</td>
					</tr>
					<tr>
						<td>Proposed Study</td>
						<td>Secure educational resource sharing and monetization</td>
						<td>Integrated framework combining blockchain, decentralized storage, smart contracts, and transparent revenue sharing</td>
					</tr>
				</table>
			</table-wrap>
			<p>The comparative analysis indicates that existing blockchain-based educational studies mainly emphasize credential verification, governance, or general blockchain adoption. However, limited attention has been given to integrated educational resource monetization, decentralized storage scalability, and automated royalty distribution. The proposed framework addresses these gaps by combining secure sharing, smart-contract automation, distributed storage, and token-based incentives within a unified architecture.</p>
			<p>While blockchain technology, InterPlanetary File System (IPFS), smart contracts, and token-based incentive mechanisms have been individually investigated in previous studies. According to </p>
			<p>[13][21]</p>
			<p>The primary contributions of this study are as follows:</p>
			<p>1. Integrated Educational Resource-Sharing Architecture. This study proposes a multi-layer blockchain architecture that integrates educational content providers, learners, institutions, decentralized storage systems, smart contracts, and token-based transactions within a unified platform </p>
			<p>[2]</p>
			<p>2. Educational Content Monetization Mechanism. The framework introduces a token-enabled monetization model that allows educators, researchers, and content creators to receive compensation for sharing high-quality educational resources. This mechanism promotes sustainable content development while encouraging broader participation within digital learning ecosystems.</p>
			<p>3. Automated Royalty Distribution Model. The proposed framework employs smartcontracts to automatically calculate and distribute royalties whenever educational resources are accessed, purchased, licensed, or reused. This eliminates manual payment processing, improves transparency, and ensures fair compensation for content creators.</p>
			<p>4. Educational-Sector-Specific Blockchain Governance Workflow. The framework incorporates governance procedures tailored to educational environments, including content validation, institutional approval, ownership verification, access control, dispute resolution, and transaction auditing. These governance mechanisms address challenges unique to educational resource management and stakeholder collaboration.</p>
			<p>5. Theoretical Evaluation of Security, Transparency, and Trust. The study further provides a theoretical assessment of the proposed framework's ability to enhance transparency, data integrity, ownership protection, traceability, and trust among educational stakeholders through decentralized blockchain mechanisms.</p>
			<p> </p>
			<p>2. Related Work</p>
			<p>The education sector has undergone significant digital transformation in recent years, leading to increased reliance on electronic records, online learning platforms, and digital credential management systems </p>
			<p>[12][18][9]</p>
			<p>Blockchain is a decentralized distributed ledger technology that records transactions across multiple nodes in a secure and immutable manner. Unlike traditional centralized databases, blockchain ensures that stored information cannot be altered without network consensus, thereby enhancing data integrity and security. In educational environments, blockchain technology has attracted considerable attention due to its potential to securely manage academic records, student credentials, transcripts, and certificates. According to Alwakid </p>
			<p>[1][1]</p>
			<p> </p>
			<p>Blockchain technology has been applied in various educational contexts, including student record management, digital certificates, academic credential verification, learning achievement tracking, and lifelong learning portfolios. One of the most widely explored applications is digital credential management. Traditional certificate verification processes are often time-consuming and susceptible to forgery. Blockchain-based systems provide immutable digital certificates that can be independently verified by employers, universities, and professional organizations without relying on manual verification procedures. Researchers have also proposed blockchain-enabled systems for managing student transcripts and academic achievements </p>
			<p>[22][19]</p>
			<p>Smart contracts are self-executing programs deployed on blockchain platforms that automatically perform predefined actions when specified conditions are satisfied. In educational systems, smart contracts can automate numerous administrative processes, reduce operational costs and minimize human intervention </p>
			<p>[12][25][23]</p>
			<p> </p>
			<p>Numerous blockchain-based educational frameworks have been proposed to address challenges associated with credential verification, record management, and academic data security </p>
			<p>[12][26][18][10]</p>
			<p>Recent studies have also explored integrating blockchain with emerging technologies such as cloud computing, artificial intelligence, and the Internet of Things to create intelligent educational ecosystems </p>
			<p>[28]</p>
			<p> </p>
			<p>The reviewed literature demonstrates that blockchain technology has been widely applied in educational environments for credential verification, certificate authentication, transcript management, and secure academic record storage </p>
			<p>[16][20]</p>
			<p>However, limited attention has been given to educational resource sharing, creator compensation, content monetization, and governance mechanisms that support sustainable knowledge exchange </p>
			<p>[18]</p>
			<table-wrap id="T2">
				<label>Table 2</label>
				<caption>
					<p>Comparison Between Existing Studies and the Proposed Framework</p>
				</caption>
				<table>
					<tr>
						<td>Feature</td>
						<td>Existing Studies</td>
						<td>Proposed Framework</td>
					</tr>
					<tr>
						<td>Certificate Verification</td>
						<td>✓</td>
						<td>✓</td>
					</tr>
					<tr>
						<td>Academic Record Management</td>
						<td>✓</td>
						<td>✓</td>
					</tr>
					<tr>
						<td>Credential Authentication</td>
						<td>✓</td>
						<td>✓</td>
					</tr>
					<tr>
						<td>Educational Resource Sharing</td>
						<td>Limited</td>
						<td>✓</td>
					</tr>
					<tr>
						<td>Educational Content Monetization</td>
						<td>Rare</td>
						<td>✓</td>
					</tr>
					<tr>
						<td>Automated Royalty Distribution</td>
						<td>Rare</td>
						<td>✓</td>
					</tr>
					<tr>
						<td>Token-Based Incentive Mechanism</td>
						<td>Limited</td>
						<td>✓</td>
					</tr>
					<tr>
						<td>Decentralized Educational Marketplace</td>
						<td>Rare</td>
						<td>✓</td>
					</tr>
					<tr>
						<td>Educational Governance Workflow</td>
						<td>Limited</td>
						<td>✓</td>
					</tr>
					<tr>
						<td>Integrated Educational Ecosystem</td>
						<td>Limited</td>
						<td>✓</td>
					</tr>
				</table>
			</table-wrap>
			<p>Based on the identified gaps, this study proposes a blockchain-enabled educational ecosystem that extends beyond credential verification and record management </p>
			<p>[23][30]</p>
			<p>3. Framework Design and Theoretical Evaluation</p>
			<p>This section presents the proposed blockchain-based framework for secure and transparent agricultural supply chain management </p>
			<p>[18][3][6][19][23]</p>
			<p>The proposed architecture employs a layered, decentralized architecture for secure and transparent educational resource sharing </p>
			<p>[27][28][28]</p>
			<fig id="F1">
				<label>Figure 1</label>
				<caption>
					<p>Proposed Multi-Layer Blockchain Architecture for Educational Resource Sharing and Monetization</p>
				</caption>
				<alt-text>Proposed Multi-Layer Blockchain Architecture for Educational Resource Sharing and Monetization</alt-text>
				<graphic ns0:href="/media/images/2026-07-29/9bcc739e-dac1-402d-b57b-b739c81a2227.jpg"/>
			</fig>
			<p>The Blockchain Layer forms the core of the framework by maintaining immutable transaction records, executing smart contracts, and ensuring transparency and trust among participants. The Storage Layer manages educational resources and metadata using distributed storage mechanisms, thereby reducing dependence on centralized repositories while enhancing data availability and integrity. The Token Economy Layer introduces incentive mechanisms that reward users for contributing, sharing, reviewing, and utilizing educational resources. Through token-based transactions, the framework encourages active participation and sustainable resource exchange within the educational ecosystem. Together, these layers provide a secure, transparent, and decentralized environment for educational content management and value exchange.</p>
			<p>The system workflow begins with an educator uploading a resource, which is hashed and stored in distributed storage (e.g., IPFS), while its metadata is recorded on the blockchain </p>
			<p>[12][24]</p>
			<fig id="F2">
				<label>Figure 2</label>
				<caption>
					<p>System workflow architecture components illustrating the key processes and interactions within the proposed platform</p>
				</caption>
				<alt-text>System workflow architecture components illustrating the key processes and interactions within the proposed platform</alt-text>
				<graphic ns0:href="/media/images/2026-07-29/a7949b66-ff96-4be4-8e9a-fea5acb962a7.jpg"/>
			</fig>
			<p>[12][20]</p>
			<p> </p>
			<p>The operational workflow begins when an educator uploads educational content to distributed storage such as IPFS </p>
			<p>[20][29][29][27][26][28]</p>
			<p>The proposed framework incorporates a robust token-based economy designed to ensure fair compensation, transparency, and sustainability within the educational ecosystem </p>
			<p>[28][20][21]</p>
			<mml:math display="inline">
				<mml:mrow>
					<mml:mi>E</mml:mi>
					<mml:mo>=</mml:mo>
					<mml:mi>α</mml:mi>
					<mml:mi>S</mml:mi>
				</mml:mrow>
			</mml:math>
			<p>Where:</p>
			<p> E = total earnings;</p>
			<p> S = subscription pool;</p>
			<p> α = proportional share.</p>
			<p>Equation (2) ensures fair and automated revenue distribution among content creators according to their contribution levels. The proportional share can be determined using predefined smart-contract rules stored on the blockchain.</p>
			<table-wrap id="T3">
				<label>Table 3</label>
				<caption>
					<p>Monetization Models in Blockchain-Based Educational Systems</p>
				</caption>
				<table>
					<tr>
						<td>Model</td>
						<td>Description</td>
						<td>Advantages</td>
						<td>Limitations</td>
					</tr>
					<tr>
						<td>Pay-Per-Use</td>
						<td>Users pay per resource accessed</td>
						<td>Flexible, user-friendly</td>
						<td>Unpredictable revenue</td>
					</tr>
					<tr>
						<td>Subscription-Based</td>
						<td>Periodic payment for access</td>
						<td>Stable income stream</td>
						<td>May limit occasional users</td>
					</tr>
					<tr>
						<td>Token-Based Economy</td>
						<td>Uses digital tokens for transactions</td>
						<td>Decentralized, transparent</td>
						<td>Token volatility</td>
					</tr>
					<tr>
						<td>Royalty Distribution</td>
						<td>Earnings are shared among contributors</td>
						<td>Fair compensation</td>
						<td>Requires accurate tracking</td>
					</tr>
					<tr>
						<td>Freemium Model</td>
						<td>Basic access is free, and premium is paid</td>
						<td>Attracts more users</td>
						<td>Limited revenue from free users</td>
					</tr>
					<tr>
						<td>Licensing Model</td>
						<td>Content licensed under smart contracts</td>
						<td>Strong IP protection</td>
						<td>Complex implementation</td>
					</tr>
				</table>
			</table-wrap>
			<p>Table 2 presents a summary of key monetization models used in blockchain-based educational systems. These models include pay-per-use, subscription-based, token-based, royalty distribution, freemium, and licensing approaches, each offering distinct advantages in flexibility, fairness, and revenue generation, while presenting limitations such as complexity, revenue uncertainty, or user accessibility constraints.</p>
			<p>The proposed framework incorporates several security mechanisms to protect educational resources and user data. Blockchain records ensure data integrity and prevent unauthorized modification of transactions and metadata </p>
			<p>[17][20][31]</p>
			<mml:math display="inline">
				<mml:mrow>
					<mml:mi>H</mml:mi>
					<mml:mo>=</mml:mo>
					<mml:mi>h</mml:mi>
					<mml:mo stretchy="false">(</mml:mo>
					<mml:mi>D</mml:mi>
					<mml:mo stretchy="false">)</mml:mo>
				</mml:mrow>
			</mml:math>
			<p>Where:</p>
			<p> D = original educational resource;</p>
			<p> H = hash value;</p>
			<p> h(⋅) = cryptographic hash function.</p>
			<p> </p>
			<p>Equation (3) guarantees that any modification of educational content results in a completely different hash value, enabling immediate detection of unauthorized alterations. Authentication mechanisms rely on public-key cryptography, which can be expressed as:</p>
			<mml:math display="inline">
				<mml:mrow>
					<mml:mtext> C=EKpub</mml:mtext>
					<mml:mo stretchy="false">(</mml:mo>
					<mml:mi>M</mml:mi>
					<mml:mo stretchy="false">)</mml:mo>
				</mml:mrow>
			</mml:math>
			<p>Where:</p>
			<p> M = original message;</p>
			<p> C = encrypted ciphertext;</p>
			<p> KpubMissing Mark : sub = public key.</p>
			<p>Privacy protection through encryption can be further represented as:</p>
			<mml:math display="inline">
				<mml:mrow>
					<mml:mi>C</mml:mi>
					<mml:mo>=</mml:mo>
					<mml:mrow>
						<mml:mi mathvariant="normal">E</mml:mi>
						<mml:mi mathvariant="normal">n</mml:mi>
						<mml:mi mathvariant="normal">c</mml:mi>
						<mml:mi mathvariant="normal">K</mml:mi>
					</mml:mrow>
					<mml:mo stretchy="false">(</mml:mo>
					<mml:mi>D</mml:mi>
					<mml:mo stretchy="false">)</mml:mo>
				</mml:mrow>
			</mml:math>
			<p>Where:</p>
			<p> D = sensitive data;</p>
			<p> K = encryption key;</p>
			<p> C = encrypted data.</p>
			<p>Equations (4) and (5) ensure confidentiality and secure communication among participants within the decentralized educational ecosystem. Finally, distributed consensus ensures trust across the network and can be abstractly expressed as:</p>
			<mml:math display="inline">
				<mml:mrow>
					<mml:mo>Consensus</mml:mo>
					<mml:mo stretchy="false">(</mml:mo>
					<mml:mi>B</mml:mi>
					<mml:mo stretchy="false">)</mml:mo>
					<mml:mo>=</mml:mo>
					<mml:mi>i</mml:mi>
					<mml:mo>=</mml:mo>
					<mml:mn>1</mml:mn>
					<mml:mo>∑</mml:mo>
					<mml:mrow>
						<mml:mi mathvariant="normal">N</mml:mi>
						<mml:mi mathvariant="normal">V</mml:mi>
						<mml:mi mathvariant="normal">i</mml:mi>
					</mml:mrow>
					<mml:mo stretchy="false">(</mml:mo>
					<mml:mi>B</mml:mi>
					<mml:mo stretchy="false">)</mml:mo>
				</mml:mrow>
			</mml:math>
			<p>Where:</p>
			<p> B = candidate block;</p>
			<p> ViMissing Mark : sub(B) = validation vote of node i;</p>
			<p> N = total validating nodes.</p>
			<p>Equation (6) represents the aggregation of validation votes required to approve and append a block to the blockchain ledger.</p>
			<p>The proposed framework integrates cryptographic mechanisms to ensure data integrity, confidentiality, and authentication </p>
			<p>[4][19]</p>
			<mml:math display="inline">
				<mml:mrow>
					<mml:mi>H</mml:mi>
					<mml:mo>=</mml:mo>
					<mml:mi>h</mml:mi>
					<mml:mo stretchy="false">(</mml:mo>
					<mml:mi>D</mml:mi>
					<mml:mo stretchy="false">)</mml:mo>
				</mml:mrow>
			</mml:math>
			<p>Where:</p>
			<p>D = educational resource data;</p>
			<p>H = blockchain hash value.</p>
			<p>This mechanism ensures that any modification to educational content generates a different hash value, making tampering immediately detectable. The encryption process is represented as:</p>
			<mml:math display="inline">
				<mml:mrow>
					<mml:mtext> C=EKpub(M) </mml:mtext>
				</mml:mrow>
			</mml:math>
			<p>while the decryption process is expressed as:</p>
			<mml:math display="inline">
				<mml:mrow>
					<mml:mtext> M=DKpriv(C) </mml:mtext>
				</mml:mrow>
			</mml:math>
			<p>Where:</p>
			<p> M = original message or educational data </p>
			<p> C = encrypted ciphertext;</p>
			<p> KpubMissing Mark : sub = public key;</p>
			<p> KprivMissing Mark : sub = private key.</p>
			<p>These mechanisms ensure secure data transmission, confidentiality, authentication, and non-repudiation across the decentralized blockchain network.</p>
			<fig id="F3">
				<label>Figure 3</label>
				<caption>
					<p>Secured layer features illustrate the core security mechanisms, including data integrity, authentication, encryption, and consensus processes</p>
				</caption>
				<alt-text>Secured layer features illustrate the core security mechanisms, including data integrity, authentication, encryption, and consensus processes</alt-text>
				<graphic ns0:href="/media/images/2026-07-29/8fe93fce-741c-4c4e-99db-615528c5c91f.jpg"/>
			</fig>
			<p>[24][26]</p>
			<p>The proposed blockchain-based framework supports secure, transparent, and decentralized management of educational resources in higher learning institutions </p>
			<p>[19]</p>
			<p> </p>
			<p>The framework enables universities and other higher learning institutions to securely share lecture materials and research publications </p>
			<p>[2][21][12][19][10][27][19][26][24][27]</p>
			<p>For e-learning providers, the proposed system enables efficient and secure course monetization through blockchain-supported token-based payments </p>
			<p>[2][6][12][18]</p>
			<p>The platform enables researchers and academic institutions to securely share datasets and publications </p>
			<p>[13][15][14][28][18]</p>
			<p>The proposed framework adopts a decentralized trust model, eliminating reliance on central authorities while ensuring reliability through distributed consensus </p>
			<p>[19][20][4][11]</p>
			<p>Despite the potential benefits of blockchain-enabled educational systems, several practical challenges may hinder large-scale adoption in higher learning institutions </p>
			<p>[13][14][11][25][26][2]</p>
			<p> </p>
			<p>Because this study is conceptual in nature and does not include prototype implementation or empirical experimentation, the proposed framework was evaluated through theoretical analysis, workflow assessment, and comparative examination against traditional centralized learning management systems </p>
			<p>[12]</p>
			<p> </p>
			<p>In a typical use case, an educator uploads educational content to distributed storage such as the InterPlanetary File System (IPFS), where a cryptographic hash is generated and recorded on the blockchain to ensure integrity and traceability. A smart contract then defines pricing, access permissions, and royalty distribution rules. When a learner requests access, payment is processed using digital tokens, and the smart contract automatically verifies the transaction, grants access, and distributes royalties to the content creator without intermediary involvement </p>
			<p>[8][19]</p>
			<p>Comparative Theoretical Analysis</p>
			<table-wrap id="T4">
				<label>Table 4</label>
				<caption>
					<p>Comparative Validation of Traditional Learning Management Systems (LMS) and Proposed Blockchain Framework</p>
				</caption>
				<table>
					<tr>
						<td>Feature</td>
						<td>Learning Management Systems (LMS)</td>
						<td>Proposed Blockchain Framework</td>
					</tr>
					<tr>
						<td>Ownership Tracking</td>
						<td>Weak</td>
						<td>Strong</td>
					</tr>
					<tr>
						<td>Transparency</td>
						<td>Limited</td>
						<td>Full</td>
					</tr>
					<tr>
						<td>Revenue Automation</td>
						<td>Manual</td>
						<td>Smart-contract based</td>
					</tr>
					<tr>
						<td>Tamper Resistance</td>
						<td>Low</td>
						<td>High</td>
					</tr>
					<tr>
						<td>Intermediaries</td>
						<td>Required</td>
						<td>Eliminated</td>
					</tr>
					<tr>
						<td>Royalty Distribution</td>
						<td>Limited</td>
						<td>Automated</td>
					</tr>
					<tr>
						<td>Traceability</td>
						<td>Partial</td>
						<td>Immutable</td>
					</tr>
					<tr>
						<td>Access Verification</td>
						<td>Centralized</td>
						<td>Decentralized</td>
					</tr>
					<tr>
						<td>Content Integrity</td>
						<td>Vulnerable</td>
						<td>Cryptographically Secured</td>
					</tr>
					<tr>
						<td>Trust Mechanism</td>
						<td>Institution-dependent</td>
						<td>Blockchain Consensus</td>
					</tr>
				</table>
			</table-wrap>
			<p>The comparative theoretical analysis suggests that the proposed blockchain framework has the potential to improve transparency, traceability, trust, and automation when compared with traditional learning management systems </p>
			<p>[5][24]</p>
			<p>4. Discussion</p>
			<p>The theoretical analysis suggests that blockchain technology can improve trust, security, transparency, and monetization in educational resource-sharing systems. By removing centralized control, the framework reduces single points of failure and enhances transparency through immutable transaction records. The token-based economic model also encourages active participation from educators and content creators. Unlike existing blockchain-based educational systems that mainly focus on credential verification, the proposed framework integrates decentralized storage, smart contracts, monetization, and royalty distribution within a unified architecture. Despite these advantages, challenges such as scalability, regulatory uncertainty, and adoption barriers remain important considerations for future research.</p>
			<p>5. Conclusion</p>
			<p>This paper presents a robust decentralized blockchain framework that enables trusted, verifiable, and efficient sharing and monetization of educational resources. By leveraging blockchain technology and smart contracts, the proposed framework is designed to address critical challenges such as trust, data integrity, security, and fair compensation for content creators. The proposed framework not only streamlines resource distribution but also introduces a sustainable, token-driven economic model that incentivizes participation and knowledge exchange </p>
			<p>[10][23]</p>
		</sec>
		<sec sec-type="supplementary-material">
			<title>Additional File</title>
			<p>The additional file for this article can be found as follows:</p>
			<supplementary-material xmlns:xlink="http://www.w3.org/1999/xlink" id="S1" xlink:href="https://doi.org/10.5334/cpsy.78.s1">
				<!--[<inline-supplementary-material xlink:title="local_file" xlink:href="https://informatics.cifra.science/media/articles/24855.docx">24855.docx</inline-supplementary-material>]-->
				<!--[<inline-supplementary-material xlink:title="local_file" xlink:href="https://informatics.cifra.science/media/articles/24855.pdf">24855.pdf</inline-supplementary-material>]-->
				<label>Online Supplementary Material</label>
				<caption>
					<p>
						Further description of analytic pipeline and patient demographic information. DOI:
						<italic>
							<uri>https://doi.org/None</uri>
						</italic>
					</p>
				</caption>
			</supplementary-material>
		</sec>
	</body>
	<back>
		<ack>
			<title>Acknowledgements</title>
			<p>The author would like to express sincere gratitude to the Faculty of Business and Information Sciences at Moshi Cooperative University for providing an enabling academic environment and support for this research. Appreciation is also extended to colleagues and reviewers whose constructive feedback contributed to improving the quality of this work. Finally, the author acknowledges the contributions of the global research community in advancing knowledge on blockchain technology and digital education systems, which informed this study.</p>
		</ack>
		<sec>
			<title>Competing Interests</title>
			<p/>
		</sec>
		<ref-list>
			<ref id="B1">
				<label>1</label>
				<mixed-citation publication-type="confproc">Ahmed A. A blockchain-driven framework for educational document verification in Pakistan / A. Ahmed, K. Taj, F. Hyder // Mehran University Research Journal of Engineering and Technology. — 2026. — DOI: 10.22581/0362.</mixed-citation>
			</ref>
			<ref id="B2">
				<label>2</label>
				<mixed-citation publication-type="confproc">Alwakid W.N. Adopting blockchain gamification in education: Exploring security, transparency, and trust using SEM analysis / W.N. Alwakid, N.A. Dahri // Education and Information Technologies. — 2026. — Vol. 31, № 2. — P. 447–485. — DOI: 10.1007/s10639-025-13777-1.</mixed-citation>
			</ref>
			<ref id="B3">
				<label>3</label>
				<mixed-citation publication-type="confproc">Alajlan R. Cybersecurity for blockchain-based IoT systems: A review / R. Alajlan, N. Alhumam, M. Frikha // Applied Sciences. — 2023. — Vol. 13, № 13. — P. 7432. — DOI: 10.3390/app13137432.</mixed-citation>
			</ref>
			<ref id="B4">
				<label>4</label>
				<mixed-citation publication-type="confproc">Catalini C. Some simple economics of the blockchain / C. Catalini, J.S. Gans // Communications of the ACM. — 2020. — Vol. 63, № 7. — P. 80–90. — DOI: 10.1145/3359552.</mixed-citation>
			</ref>
			<ref id="B5">
				<label>5</label>
				<mixed-citation publication-type="confproc">Chen Y. Blockchain disruption and decentralized finance: The rise of decentralized business models / Y. Chen, C. Bellavitis // Journal of Business Venturing Insights. — 2020. — Vol. 13. — Art. e00151. — DOI: 10.1016/j.jbvi.2019.e00151.</mixed-citation>
			</ref>
			<ref id="B6">
				<label>6</label>
				<mixed-citation publication-type="confproc">Chohan U.W. Tokenization: The future of digital asset management / U.W. Chohan // Journal of Alternative Investments. — 2021. — Vol. 23, № 4. — P. 1–12. — DOI: 10.3905/jai.2021.1.109.</mixed-citation>
			</ref>
			<ref id="B7">
				<label>7</label>
				<mixed-citation publication-type="confproc">Cong L.W. Decentralized mining in centralized pools / L.W. Cong, Z. He, J. Li // Review of Financial Studies. — 2021. — Vol. 34, № 3. — P. 1191–1235. — DOI: 10.1093/rfs/hhaa079.</mixed-citation>
			</ref>
			<ref id="B8">
				<label>8</label>
				<mixed-citation publication-type="confproc">Dwivedi Y.K. Metaverse and blockchain in education: Future directions and challenges / Y.K. Dwivedi, L. Hughes, A.M. Baabdullah [et al.] // International Journal of Information Management. — 2023. — Vol. 71. — Art. 102642. — DOI: 10.1016/j.ijinfomgt.2023.102642.</mixed-citation>
			</ref>
			<ref id="B9">
				<label>9</label>
				<mixed-citation publication-type="confproc">Ganesamoorthy M. Copyright and IPR ethical concerns and solutions in the digital age / M. Ganesamoorthy, M. Mani, C. Pandeeswaran [et al.] // Journal of Communication Engineering and Its Innovations. — 2023. — Vol. 9, № 3. — P. 33–37. — DOI: 10.46610/JOCEI.2023.v09i03.004.</mixed-citation>
			</ref>
			<ref id="B10">
				<label>10</label>
				<mixed-citation publication-type="confproc">Gupta P. Can blockchain revolutionize educational practices? An in-depth bibliometric and systematic review / P. Gupta // Heliyon. — 2025. — DOI: 10.1016/j.heliyon.2025.101171.</mixed-citation>
			</ref>
			<ref id="B11">
				<label>11</label>
				<mixed-citation publication-type="confproc">What is blockchain? // IBM. — 2024. — URL: https://www.ibm.com/topics/blockchain (accessed: 10.04.2026).</mixed-citation>
			</ref>
			<ref id="B12">
				<label>12</label>
				<mixed-citation publication-type="confproc">Kumar M. Blockchain-inspired secure and reliable data exchange architecture for cyber-physical healthcare system 4.0 / M. Kumar, H. Raj, N. Chaurasia [et al.] // arXiv. — 2023. — DOI: 10.48550/arXiv.2307.13603.</mixed-citation>
			</ref>
			<ref id="B13">
				<label>13</label>
				<mixed-citation publication-type="confproc">Miller L. Collaborative cybersecurity using blockchain: A survey / L. Miller, M.-O. Pahl // arXiv. — 2024. — DOI: 10.48550/arXiv.2403.04410.</mixed-citation>
			</ref>
			<ref id="B14">
				<label>14</label>
				<mixed-citation publication-type="confproc">Qizi L.R.M. Blockchain technology usage on intellectual property rights / L.R.M. Qizi, B.K. Kamalovich // International Journal for the Semiotics of Law. — 2025. — Vol. 38, № 2. — P. 363–380. — DOI: 10.1007/s11196-024-10224-1.</mixed-citation>
			</ref>
			<ref id="B15">
				<label>15</label>
				<mixed-citation publication-type="confproc">Rahayu I.T. Integration of blockchain technology for security and transparency of educational data archiving systems in the digital age / I.T. Rahayu, D. Susanti // PISCES: Proceeding of Integrative Science Education Seminar. — 2026. — Vol. 5, № 1. — P. 178–186. </mixed-citation>
			</ref>
			<ref id="B16">
				<label>16</label>
				<mixed-citation publication-type="confproc">Rustemi A. From Concept to Practice: A Blockchain-Based Solution for Secure and Efficient Academic Credentials in Higher Education / A. Rustemi, F. Dalipi // IET Blockchain. — 2026. — Vol. 6, № 1. — DOI: 10.1049/blc2.70030.</mixed-citation>
			</ref>
			<ref id="B17">
				<label>17</label>
				<mixed-citation publication-type="confproc">Samala A.D. Blockchain Technology in Education: Opportunities, Challenges, and Beyond / A.D. Samala, D. Mhlanga, L. Bojic [et al.] // International Journal of Interactive Mobile Technologies (iJIM). — 2024. — Vol. 18, № 1. — P. 20–42. — DOI: 10.3991/ijim.v18i01.46307.</mixed-citation>
			</ref>
			<ref id="B18">
				<label>18</label>
				<mixed-citation publication-type="confproc">Soomro M.A. Blockchain-enabled academic certificate validation using Hyperledger Fabric and IPFS / M.A. Soomro, A.A. Memon, M.H. Shaikh // Mehran University Research Journal of Engineering and Technology. — 2025. — Vol. 44, № 2. </mixed-citation>
			</ref>
			<ref id="B19">
				<label>19</label>
				<mixed-citation publication-type="confproc">Selvi G.C. Blockchain in education: Transforming the future of document verification management / G.C. Selvi, V.M. Vishnu Priya // AIP Conference Proceedings. — 2026. — Vol. 3345, № 1. — Art. 020281. — DOI: 10.1063/5.0275796.</mixed-citation>
			</ref>
			<ref id="B20">
				<label>20</label>
				<mixed-citation publication-type="confproc">Tomar P. Transformation of Higher Education System Using Blockchain Technology / P. Tomar, H. Bhardwaj, U. Sharma [et al.] // Applications of Blockchain and Big IoT Systems. — Boca Raton, FL: Apple Academic Press, 2023. — P. 499–524. — DOI: 10.1007/978-3-032-23897-9_26.</mixed-citation>
			</ref>
			<ref id="B21">
				<label>21</label>
				<mixed-citation publication-type="confproc">Tapscott D. Blockchain revolution: How the technology behind bitcoin is changing money, business, and the world / D. Tapscott, A. Tapscott. — Penguin, 2018. — DOI: 10.1108/978178714933920181007.</mixed-citation>
			</ref>
			<ref id="B22">
				<label>22</label>
				<mixed-citation publication-type="confproc">Tripathi G. A comprehensive review of blockchain technology: Underlying principles and future challenges / G. Tripathi, M.A. Ahad, G. Casalino // Decision Analytics Journal. — 2023. — Vol. 9. — Art. 100344. — DOI: 10.1016/j.dajour.2023.100344.</mixed-citation>
			</ref>
			<ref id="B23">
				<label>23</label>
				<mixed-citation publication-type="confproc">World Economic Forum. Global cybersecurity outlook 2024. — 2024. — URL: https://www.weforum.org/reports/global-cybersecurity-outlook-2024 (accessed: 10.04.2026).</mixed-citation>
			</ref>
			<ref id="B24">
				<label>24</label>
				<mixed-citation publication-type="confproc">Xu X. Architecture for blockchain applications / X. Xu, I. Weber, M. Staples. — Springer, 2023. — DOI: 10.1007/978-3-030-03035-3.</mixed-citation>
			</ref>
			<ref id="B25">
				<label>25</label>
				<mixed-citation publication-type="confproc">Yaga D. Blockchain technology overview / D. Yaga, P. Mell, N. Roby [et al.]. — National Institute of Standards and Technology, 2023. — DOI: 10.6028/NIST.IR.8202.</mixed-citation>
			</ref>
			<ref id="B26">
				<label>26</label>
				<mixed-citation publication-type="confproc">Yli-Huumo J. Where is current research on blockchain technology? A systematic review / J. Yli-Huumo, D. Ko, S. Choi [et al.] // PLOS ONE. — 2016. — Vol. 11, № 10. — P. e0163477. — DOI: 10.1371/journal.pone.0163477.</mixed-citation>
			</ref>
			<ref id="B27">
				<label>27</label>
				<mixed-citation publication-type="confproc">Yuan Y. Blockchain and cryptocurrencies: Model, techniques, and applications / Y. Yuan, F.-Y. Wang // IEEE Transactions on Systems, Man, and Cybernetics: Systems. — 2018. — Vol. 48, № 9. — P. 1421–1428. — DOI: 10.1109/TSMC.2018.2854904.</mixed-citation>
			</ref>
			<ref id="B28">
				<label>28</label>
				<mixed-citation publication-type="confproc">Yang Z. A blockchain-based reputation system for data credibility assessment in vehicular networks / Z. Yang, K. Zheng, K. Yang [et al.] // Future Generation Computer Systems. — 2020. — Vol. 102. — P. 390–398. — DOI: 10.1016/j.future.2018.05.027.</mixed-citation>
			</ref>
			<ref id="B29">
				<label>29</label>
				<mixed-citation publication-type="confproc">Yin H. Secure and trustworthy data sharing using blockchain and smart contracts / H. Yin, J. Zhang, Y. Xiong // Journal of Network and Computer Applications. — 2021. — Vol. 187. — Art. 103041. — DOI: 10.1016/j.jnca.2021.103041.</mixed-citation>
			</ref>
			<ref id="B30">
				<label>30</label>
				<mixed-citation publication-type="confproc">Yadav P. Smart contract-enabled secure digital rights management using blockchain technology / P. Yadav, R. Singh, A. Gupta // International Journal of Information Management Data Insights. — 2023. — Vol. 3, № 2. — Art. 100178. — DOI: 10.1016/j.jjimei.2023.100178.</mixed-citation>
			</ref>
			<ref id="B31">
				<label>31</label>
				<mixed-citation publication-type="confproc">Yousefnezhad M. Blockchain-based decentralized access control for secure digital content distribution / M. Yousefnezhad, R. Malekian // Computer Communications. — 2022. — Vol. 188. — P. 32–42. — DOI: 10.1016/j.comcom.2022.02.021.</mixed-citation>
			</ref>
		</ref-list>
	</back>
	<fundings/>
</article>