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This dataset contains rows of known fraud and valid transactions made over Ethereum.
--Index: the index number of a row --Address: the address of the ethereum account --FLAG: whether the transaction is fraud or not --Avg min between sent tnx: Average time between sent transactions for account in minutes. --Avgminbetweenreceivedtnx: Average time between received transactions for account in minutes --TimeDiffbetweenfirstand_last(Mins): Time difference between the first and last transaction. --Sent_tnx: Total number of sent normal transactions. --Received_tnx: Total number of received normal transactions. --NumberofCreated_Contracts: Total Number of created contract transactions. --UniqueReceivedFrom_Addresses: Total Unique addresses from which account received transactions. ---UniqueSentTo_Addresses20: Total Unique addresses from which account sent transactions. --MinValueReceived: Minimum value in Ether ever received. --AvgValueReceived5Average value in Ether ever received. --MinValSent: Minimum value of Ether ever sent. --AvgValSent: Average value of Ether ever sent. --MinValueSentToContract: Minimum value of Ether sent to a contract --AvgValueSentToContract: Average value of Ether sent to contracts. --MaxValueSentToContract: Maximum value of Ether sent to a contract --TotalTransactions(IncludingTnxtoCreate_Contract): Total number of transactions --TotalEtherSent:Total Ether sent for account address --TotalEtherReceived: Total Ether received for account address --TotalEtherSent_Contracts: Total Ether sent to Contract addresses --TotalEtherBalance: Total Ether Balance following enacted transactions --TotalERC20Tnxs: Total number of ERC20 token transfer transactions --ERC20TotalEther_Received: Total ERC20 token received transactions in Ether --ERC20TotalEther_Sent: Total ERC20token sent transactions in Ether --ERC20TotalEtherSentContract: Total ERC20 token transfer to other contracts in Ether --ERC20UniqSent_Addr: Number of ERC20 token transactions sent to Unique account addresses --ERC20UniqRec_Addr: Number of ERC20 token transactions received from Unique addresses. --ERC20UniqRecContractAddr: Number of ERC20token transactions received from Unique contract addresses. --ERC20AvgTimeBetweenSent_Tnx: Average time between ERC20 token sent transactions in minutes --ERC20AvgTimeBetweenRec_Tnx: Average time between ERC20 token received transactions in minutes --ERC20AvgTimeBetweenContract_Tnx: Average time ERC20 token between sent token transactions --ERC20MinVal_Rec: Minimum value in Ether received from ERC20 token transactions for account. --ERC20MaxVal_Rec: Maximum value in Ether received from ERC20 token transactions for account --ERC20AvgVal_Rec: Average value in Ether received from ERC20 token transactions for account --ERC20MinVal_Sent: Minimum value in Ether sent from ERC20 token transactions for account --ERC20MaxVal_Sent: Maximum value in Ether sent from ERC20 token transactions for account --ERC20AvgVal_Sent: Average value in Ether sent from ERC20 token transactions for account --ERC20UniqSentTokenName: Number of Unique ERC20 tokens transferred --ERC20UniqRecTokenName: Number of Unique ERC20 tokens received --ERC20MostSentTokenType: Most sent token for account via ERC20 transaction --ERC20MostRecTokenType: Most received token for account via ERC20 transactions
The dataset acknowledges the way to perform machine learning classifiers to identify frauds in a complex network of technologies like blockchain.
Understanding and identifying Fraud in the blockchain space and preparing more robust fraud detection networks to fulfill the purpose of unhackble blockchain technology.
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This dataset was created by vasavi chithanuru
Released under MIT
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The recent technological advent of cryptocurrencies and their respective benefits have been shrouded with a number of illegal activities operating over the network such as money laundering, bribery, phishing, fraud, among others. In this work we focus on the Ethereum network, which has seen over 400 million transactions since its inception. Using 2179 accounts flagged by the Ethereum community for their illegal activity coupled with 2502 normal accounts, we seek to detect illicit accounts based on their transaction history using the XGBoost classifier. Using 10 fold cross-validation, XGBoost achieved an average accuracy of 0.963 ( ± 0.006) with an average AUC of 0.994 ( ± 0.0007). The top three features with the largest impact on the final model output were established to be ‘Time diff between first and last (Mins)’, ‘Total Ether balance’ and ‘Min value received’. Based on the results we conclude that the proposed approach is highly effective in detecting illicit accounts over the Ethereum network. Our contribution is multi-faceted; firstly, we propose an effective method to detect illicit accounts over the Ethereum network; secondly, we provide insights about the most important features; and thirdly, we publish the compiled data set as a benchmark for future related works.
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The recent technological advent of cryptocurrencies and their respective benefits have been shrouded with a number of illegal activities operating over the network such as money laundering, bribery, phishing, fraud, among others. In this work we focus on the Ethereum network, which has seen over 400 million transactions since its inception. Using 2179 accounts flagged by the Ethereum community for their illegal activity coupled with 2502 normal accounts, we seek to detect illicit accounts based on their transaction history using the XGBoost classifier. Using 10 fold cross-validation, XGBoost achieved an average accuracy of 0.963 ( ± 0.006) with an average AUC of 0.994 ( ± 0.0007). The top three features with the largest impact on the final model output were established to be ‘Time diff between first and last (Mins)’, ‘Total Ether balance’ and ‘Min value received’. Based on the results we conclude that the proposed approach is highly effective in detecting illicit accounts over the Ethereum network. Our contribution is multi-faceted; firstly, we propose an effective method to detect illicit accounts over the Ethereum network; secondly, we provide insights about the most important features; and thirdly, we publish the compiled data set as a benchmark for future related works.
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This dataset was created by Wei John
Released under MIT
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3MEth Dataset OverviewSection 1: Token TransactionsThis section provides 303 million transaction records from 3,880 tokens and 35 million users on the Ethereum blockchain. The data is stored in 3,880 CSV files, each representing a specific token. Each transaction includes the following information:Sender and receiver wallet addresses: Enables network analysis and user behavior studies.Token address: Links transactions to specific tokens for token-specific analysis.Transaction value: Reflects the number of tokens transferred, essential for liquidity studies.Blockchain timestamp: Captures transaction timing for temporal analysis.Apart from the large dataset, we also provide a smaller CSV file containing 267,242 transaction records from 29,164 wallet addresses. This smaller dataset involves a total of 1,194 tokens, covering the time period September 2016 to November 2023. This detailed transaction data is critical for studying user behavior, liquidity patterns, and tasks such as link prediction and fraud detection.Section 2: Token InformationThis section offers metadata for 3,880 tokens, stored in corresponding CSV files. Each file contains:Timestamp: Marks the time of data update.Token price: Useful for price prediction and volatility studies.Market capitalization: Reflects the token's market size and dominance.24-hour trading volume: Indicates liquidity and trading activity.Section 3: Global Market IndicesThis section provides macro-level data to contextualize token transactions, stored in separate CSV files. Key indicators include:Bitcoin dominance: Tracks Bitcoin's share of the cryptocurrency market.Total market capitalization: Measures the overall market's value, with breakdowns by token type.Stablecoin market capitalization: Highlights stablecoin liquidity and stability.24-hour trading volume: A key measure of market activity.These indices are essential for integrating global market trends into predictive models for volatility and risk-adjusted returns.Section 4: Textual IndicesThis section contains sentiment data from Reddit's Ethereum community, covering 7,800 top posts from 2014 to 2024. Each post includes:Post score (net upvotes): Reflects engagement and sentiment strength.Timestamp: Aligns sentiment with price movements.Number of comments: Gauges sentiment intensity.Sentiment indices: Sentiment scores computed using methods detailed in the data preprocessing section.The full Reddit textual dataset is available upon request; please contact us for access. Alternatively our open-source repository includes a tool to guide users in collecting Reddit data. Researchers are encouraged to apply for a Reddit API Key and adhere to Reddit's policies. This data is valuable for understanding social dynamics in the market and enhancing sentiment analysis models that can explain market movements and improve behavioral predictions.
This dataset was created by Pablo Garcia Carreira
It contains the following files:
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The Ethereum market size is poised to witness substantial growth over the forecast period, with an estimated CAGR of 12.5% from 2024 to 2032. The global market size, valued at approximately $35 billion in 2023, is anticipated to reach around $110 billion by 2032. This impressive growth can be attributed to the increasing adoption of decentralized applications (dApps), the burgeoning interest in smart contracts, and the overall expansion of blockchain technology into various industries.
One of the primary growth factors driving the Ethereum market is the rising popularity and acceptance of blockchain technology across different sectors. Ethereum’s unique ability to support smart contracts and decentralized applications (dApps) has made it a preferred choice for developers and businesses alike. Additionally, the expanding decentralized finance (DeFi) ecosystem, which leverages Ethereum’s platform for creating financial products without intermediaries, is contributing significantly to market growth. The ongoing advancements in Ethereum’s network, including the much-anticipated Ethereum 2.0 upgrade, are also expected to enhance scalability, security, and sustainability, thereby attracting more users and investors.
The widespread adoption of Ethereum in the financial sector is another crucial driver for market growth. Financial institutions and fintech companies are increasingly integrating Ethereum’s blockchain to enhance transparency, reduce operational costs, and improve transaction speeds. The implementation of Ethereum in areas such as cross-border payments, trade finance, and asset tokenization is revolutionizing traditional financial systems, creating new revenue streams, and fostering innovation. Additionally, the interest in cryptocurrencies as an asset class is growing, with Ethereum being one of the most sought-after digital currencies due to its robust ecosystem and technological advancements.
Moreover, the healthcare sector is exploring Ethereum’s potential to streamline processes, ensure data integrity, and enhance patient care. Blockchain technology’s inherent characteristics of immutability and transparency make it ideal for applications such as patient data management, drug traceability, and clinical trials. The ability to create secure and tamper-proof medical records on the Ethereum blockchain can significantly reduce fraud, improve data sharing among stakeholders, and ultimately lead to better health outcomes. The ongoing digital transformation in healthcare, coupled with the need for secure data management solutions, is likely to propel the demand for Ethereum-based applications.
Regionally, North America holds a significant share of the Ethereum market, driven by the presence of major technology companies, a robust startup ecosystem, and favorable regulatory frameworks. The Asia Pacific region is also expected to witness substantial growth, fueled by increasing investments in blockchain technology, rising adoption of cryptocurrencies, and government initiatives supporting blockchain development. Europe, with its progressive approach towards digital innovation and strong emphasis on data privacy, is another prominent market for Ethereum. The Middle East & Africa and Latin America are gradually catching up, with growing interest in blockchain applications and digital finance solutions.
The Ethereum market can be segmented by component into software, hardware, and services. The software segment encompasses platforms and tools that enable the development and deployment of decentralized applications (dApps) and smart contracts on the Ethereum blockchain. This segment is expected to witness significant growth due to the increasing demand for blockchain-based solutions across various industries. The proliferation of blockchain development platforms, integrated development environments (IDEs), and software development kits (SDKs) tailored for Ethereum will drive the market forward. Furthermore, ongoing innovations in blockchain technology, such as layer 2 scaling solutions and interoperability protocols, are likely to enhance the capabilities and adoption of Ethereum-based software.
The hardware segment includes computing devices and infrastructure required to support Ethereum’s blockchain operations. This includes mining rigs, nodes, and other specialized hardware for validating transactions and maintaining network security. The introduction of Ethereum 2.0, which transitions the network from a proof-of-work (PoW) to a proof-of-stake (PoS) consensus mechanism, is expected to reduce the demand f
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The comparison between (smart contract)-based delegate contract signing and traditional delegate contract signing.
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The global blockchain finance market size is projected to experience significant growth, with an estimated value of USD 13 billion in 2023 and a forecasted value of USD 161 billion by 2032, at a compounded annual growth rate (CAGR) of 31.2%. This impressive growth can be attributed to the increasing demand for secure and transparent financial transactions, along with the rising adoption of blockchain technology by financial institutions and other key players in the market. Key growth drivers include the growing interest in decentralized finance (DeFi), enhanced regulatory clarity, and the expanding use of blockchain in various financial applications such as payments, exchanges, and smart contracts.
One of the major growth factors for the blockchain finance market is the increasing demand for secure and transparent transactions. Blockchain technology provides a decentralized and tamper-proof ledger system, which ensures the integrity and security of financial transactions. This is particularly important in the current digital age, where cyber threats and data breaches are on the rise. As a result, financial institutions and businesses are increasingly adopting blockchain technology to enhance security, reduce fraud, and build trust with their customers.
Another key driver of market growth is the rising interest in decentralized finance (DeFi). DeFi leverages blockchain technology to create an open and permissionless financial ecosystem, allowing users to access financial services without relying on traditional intermediaries such as banks. This has led to the development of various DeFi applications, including lending platforms, decentralized exchanges, and yield farming protocols. The growing popularity of DeFi is expected to drive the adoption of blockchain technology in the finance sector, further propelling the market's growth.
Enhanced regulatory clarity is also playing a crucial role in the growth of the blockchain finance market. Governments and regulatory bodies worldwide are increasingly recognizing the potential benefits of blockchain technology and are working towards creating a supportive regulatory environment. This includes the development of clear guidelines and frameworks for the use of blockchain in finance, which helps reduce uncertainties and encourages more businesses to adopt the technology. As regulatory frameworks continue to evolve, the blockchain finance market is expected to witness further growth.
From a regional perspective, North America is expected to dominate the blockchain finance market, owing to the presence of major financial institutions and blockchain technology providers in the region. Additionally, the region's strong regulatory framework and supportive government initiatives are likely to drive market growth. Europe is also expected to witness significant growth, driven by the increasing adoption of blockchain technology by financial institutions and businesses. The Asia Pacific region is expected to experience the highest growth rate, fueled by the rapid digitalization of economies and the growing interest in blockchain technology among businesses and governments.
The blockchain finance market is segmented by component into platform and services. The platform segment includes various blockchain protocols and infrastructures that facilitate the development and deployment of blockchain-based financial applications. These platforms provide the foundational technology needed to create secure and transparent financial systems. The increasing demand for robust and scalable blockchain platforms is driving the growth of this segment. Major blockchain platforms such as Ethereum, Hyperledger, and Corda are gaining traction among financial institutions and businesses, contributing to the overall growth of the market.
Within the platform segment, Ethereum has emerged as a dominant player due to its versatile smart contract capabilities and wide range of decentralized applications (dApps). Ethereum's ability to facilitate complex financial transactions and automate processes through smart contracts has made it a popular choice among developers and businesses. Additionally, the ongoing development of Ethereum 2.0, which aims to improve scalability and security, is expected to further boost the adoption of Ethereum in the finance sector.
The services segment, on the other hand, encompasses a wide range of offerings, including consulting, implementation, and support services. These services are crucial for businesses looking to adop
Decentralized Finance Market Size 2024-2028
The decentralized finance market size is forecast to increase by USD 363.64 billion at a CAGR of 65.92% between 2023 and 2028.
Decentralized Finance (DeFi) is a groundbreaking financial system built on blockchain technology, which is gaining significant traction worldwide. Key drivers fueling the market's growth include the rising investments in digital assets and the increasing adoption of technology in finance. Furthermore, the decentralized nature of DeFi offers enhanced data privacy and security compared to traditional financial systems. Cryptocurrency wallets and tokenized assets enable gamers to monetize their virtual assets and participate in decentralized applications (dApps) built on Ethereum blockchains. However, challenges persist, such as regulatory uncertainty, complex user interfaces, and potential scalability issues. Despite these hurdles, DeFi's potential to disrupt the financial industry is immense, offering increased accessibility, transparency, and control to users. As the market continues to evolve, it is crucial for stakeholders to stay informed of the latest trends and developments to capitalize on the opportunities presented by this innovative financial ecosystem.
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Decentralized Finance (DeFi) is revolutionizing the financial industry by leveraging blockchain technology to create open, transparent, and inclusive financial systems. Unlike traditional centralized financial institutions, DeFi operates on decentralized platforms that enable peer-to-peer transactions, automate processes, and reduce transaction costs. The insurance industry is one sector exploring the potential of DeFi technology providers. Blockchain-based prediction solutions, such as Augur, offer decentralized insurance pools that allow participants to create and bet on the outcome of events, reducing the need for intermediaries. DeFi also offers opportunities in the e-sports and gaming industry.
Furthermore, the Ethereum 2.0 network and decentralized exchanges (DEXs) are key components of the DeFi ecosystem. They provide a decentralized infrastructure for trading crypto-assets, enabling equitable participation and faster execution speeds. Financial services are also undergoing a transformation with DeFi. Decentralized platforms offer financial inclusion by providing access to financial services to underbanked populations. They also offer financial stability by reducing volatility through automated market mechanisms. Governance arrangements are crucial in the DeFi ecosystem. Peer-to-peer lending platforms, for instance, use smart contracts to enforce loan agreements and automate repayment processes. The decentralized nature of these platforms ensures transparency and fairness, reducing the risk of fraud.
How is this market segmented and which is the largest segment?
The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.
Application
Data and analytics
Assets tokenization
Payment
Others
Component
Blockchain technology
Decentralized application
Smart contracts
Geography
North America
Canada
US
Europe
Germany
UK
APAC
China
South America
Middle East and Africa
By Application Insights
The data and analytics segment is estimated to witness significant growth during the forecast period.
The market represents a new era in financial services, leveraging blockchain technology to offer decentralized applications (dApps) for equitable participation in financial markets. Transactions in these markets are facilitated through smart contracts, reducing intermediary fees and transaction costs. Notable dApps include Balancer and Bancor Network, which provide automated market-making and liquidity pools. Decentralized finance also introduces the use of stablecoins, which maintain a stable value relative to traditional currencies, enabling seamless payments and transactions. Marketplaces and liquidity pools in DeFi markets facilitate efficient price discovery and trading, making financial services more accessible to a broader audience. Overall, advanced analytics and decentralized technologies are revolutionizing financial services, offering increased transparency, efficiency, and cost savings.
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The data and analytics segment was valued at USD 2.36 billion in 2018 and showed a gradual increase during the forecast period.
Regional Analysis
North America is estimated to contribute 54% to the growth of the global market during the forecast period.
Technavio's analysts have ela
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The global cryptocurrency market size was valued at USD 1.5 trillion in 2023 and is expected to reach USD 8.8 trillion by 2032, growing at a CAGR of 21.5% during the forecast period. The rapid growth of the market can be attributed to increasing acceptance and awareness of cryptocurrencies, advancements in blockchain technology, and the growing need for secure and efficient digital payment systems. As these factors converge, they create a fertile ground for exponential growth in the market, fostering innovations and broader adoption across various sectors.
One of the primary growth factors for the cryptocurrency market is the increasing acceptance and mainstream adoption of digital currencies. Major financial institutions, corporations, and even governments are beginning to recognize the potential benefits of cryptocurrencies. For instance, companies like Tesla and Square have made significant investments in Bitcoin, signaling their confidence in the future of digital currencies. Furthermore, countries such as El Salvador have adopted Bitcoin as legal tender, which underscores the growing legitimacy and acceptance of cryptocurrencies on a global scale.
Another critical factor driving the growth of the cryptocurrency market is the advancement in blockchain technology. Blockchain, the underlying technology behind cryptocurrencies, offers a secure, transparent, and decentralized method of recording transactions. This technology is not only revolutionizing the financial industry but also has applications across various sectors, including healthcare, supply chain management, and voting systems. As blockchain technology continues to develop and mature, it is likely to drive further innovation and adoption of cryptocurrencies, thereby contributing to market growth.
The growing need for secure and efficient digital payment systems is also a significant driver for the cryptocurrency market. Traditional payment methods, such as credit cards and bank transfers, can be slow, expensive, and prone to fraud. In contrast, cryptocurrencies offer a faster, cheaper, and more secure alternative. For example, cross-border remittances can be completed within minutes and at a fraction of the cost when using cryptocurrencies. As businesses and consumers increasingly seek more efficient payment solutions, the demand for cryptocurrencies is expected to rise, fueling market growth.
The regional outlook for the cryptocurrency market reveals significant growth potential across various regions. North America, particularly the United States, is expected to maintain its dominance in the market due to the presence of major cryptocurrency companies, a supportive regulatory environment, and widespread adoption. Meanwhile, the Asia Pacific region is anticipated to experience the highest growth rate, driven by increasing investments in blockchain technology, favorable government policies, and the rising popularity of digital currencies in countries like China, Japan, and South Korea. Europe and Latin America are also expected to witness substantial growth, supported by growing awareness and adoption of cryptocurrencies.
The cryptocurrency market by type includes Bitcoin, Ethereum, Ripple, Litecoin, and others. Bitcoin, being the first and most well-known cryptocurrency, continues to dominate the market. Its widespread recognition and acceptance have solidified its position as the leading digital currency. Bitcoin's decentralized nature and deflationary monetary policy make it an attractive store of value, often referred to as "digital gold." Despite market volatility, Bitcoin's market capitalization remains significantly higher than other cryptocurrencies, and it is often seen as the benchmark for the industry.
Ethereum, the second-largest cryptocurrency by market capitalization, has carved out its niche by offering a versatile platform for decentralized applications (dApps) and smart contracts. Unlike Bitcoin, which primarily serves as a digital currency, Ethereum's blockchain allows for the creation and execution of decentralized applications. This flexibility has attracted a wide range of developers and businesses, leading to a robust ecosystem of dApps, decentralized finance (DeFi) projects, and non-fungible tokens (NFTs). Ethereum's continuous development and upcoming upgrades, such as Ethereum 2.0, are expected to further enhance its scalability and security, driving its growth in the market.
Ripple, known for its real-time gross settlement system, currency exchange, and remittanc
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The NFT online marketplace is experiencing explosive growth, projected to reach a significant market size. While the provided data states a 2025 market size of $1918.6 million, a realistic CAGR (Compound Annual Growth Rate) considering the volatility and rapid innovation within the NFT space would be in the range of 25-35% for the forecast period (2025-2033). This implies a substantial increase in market value over the next decade. Several factors drive this expansion. The increasing adoption of cryptocurrencies and blockchain technology creates a fertile ground for NFT transactions. Furthermore, the growing interest from both individual collectors and institutional investors fuels demand. The diversification of NFT applications, ranging from digital art and collectibles to in-game assets and virtual real estate, contributes significantly to market expansion. The emergence of new blockchain platforms like Flow and NEAR, alongside established ones such as Ethereum and Binance Smart Chain, offers greater scalability and functionality, further enhancing the market's potential. The B2C segment currently dominates, but C2C marketplaces are rapidly gaining traction, facilitating direct peer-to-peer transactions and fostering a more vibrant community. However, regulatory uncertainty, market volatility, and the potential for scams and fraud remain significant challenges. Overcoming these challenges through robust regulatory frameworks and improved security measures is crucial for sustained growth. The competitive landscape is dynamic, with established players like OpenSea and Rarible vying for market share alongside newer entrants. Geographic distribution reveals a strong concentration in North America and Europe, but emerging markets in Asia Pacific and other regions offer promising growth opportunities. The continued evolution of blockchain technology, the development of innovative applications, and the broadening appeal of NFTs to a wider audience will be key determinants of the NFT online marketplace's future trajectory. The market's success hinges on addressing scalability issues, security concerns, and promoting greater accessibility and ease of use for both creators and collectors. Diversification of NFT applications beyond digital art will also play a crucial role in long-term market expansion and stability.
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BASE YEAR | 2024 |
HISTORICAL DATA | 2019 - 2024 |
REPORT COVERAGE | Revenue Forecast, Competitive Landscape, Growth Factors, and Trends |
MARKET SIZE 2023 | 0.45(USD Billion) |
MARKET SIZE 2024 | 0.67(USD Billion) |
MARKET SIZE 2032 | 16.41(USD Billion) |
SEGMENTS COVERED | Transaction Type ,Currency ,Business Type ,Integration Method ,Security Features ,Regional |
COUNTRIES COVERED | North America, Europe, APAC, South America, MEA |
KEY MARKET DYNAMICS | Rising Adoption of Cryptocurrencies Growing Demand for CrossBorder Transactions Increase in Ecommerce Penetration Government Regulations and Policy Changes Competitive Landscape with New Players Emerging |
MARKET FORECAST UNITS | USD Billion |
KEY COMPANIES PROFILED | Kraken ,Bittrex ,Binance ,Crypto.com ,Bitstamp ,Bitfinex ,KuCoin ,FTX ,Coinbase ,Huobi ,OKEx ,Gate.io ,Gemini ,Poloniex |
MARKET FORECAST PERIOD | 2024 - 2032 |
KEY MARKET OPPORTUNITIES | Growing adoption of cryptocurrency payments Integration with ecommerce platforms Rising demand for secure and convenient payment methods Expansion of the cryptocurrency market Government regulations and initiatives promoting cryptocurrency adoption |
COMPOUND ANNUAL GROWTH RATE (CAGR) | 49.25% (2024 - 2032) |
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The global blockchain solution market size is anticipated to grow from USD 5.8 billion in 2023 to USD 84.1 billion by 2032, reflecting an impressive CAGR of 35.2% during the forecast period. This explosive growth is driven by the increasing adoption of blockchain technology across various industries due to its ability to provide enhanced security, transparency, and efficiency.
One of the primary growth factors contributing to the expansion of the blockchain solution market is the rising demand for secure and transparent digital transactions. Blockchain technology's decentralization ensures that no single entity has control over the entire data chain, significantly reducing the risk of fraud and cyberattacks. This makes blockchain an ideal solution for financial institutions, government bodies, and healthcare providers who manage sensitive information and require robust security measures. Moreover, the increasing popularity of cryptocurrencies like Bitcoin and Ethereum has also fueled the adoption of blockchain solutions, as these digital currencies rely on blockchain technology to function.
Another significant growth driver is the growing implementation of blockchain technology in supply chain management. Companies are increasingly leveraging blockchain to enhance the traceability and transparency of their supply chains, which helps in mitigating risks related to counterfeiting and fraud. By providing an immutable record of transactions, blockchain enables businesses to track the entire lifecycle of a product, ensuring authenticity and reducing the chances of fraud. Furthermore, blockchain's potential to streamline and automate processes such as inventory management and logistics is attracting significant interest from industries like retail, manufacturing, and logistics.
Additionally, the rise of smart contracts is another factor propelling the growth of the blockchain solution market. Smart contracts are self-executing contracts with the terms of the agreement directly written into code. These contracts automatically execute and enforce the terms without the need for intermediaries, reducing the chances of disputes and errors. Industries such as real estate, insurance, and legal services are increasingly adopting smart contracts to facilitate faster, more secure, and cost-effective transactions. The ability of smart contracts to provide transparency, reduce costs, and improve efficiency is driving their widespread adoption across various sectors.
Blockchain has emerged as a transformative force in the digital landscape, offering unparalleled security and transparency. Its decentralized nature ensures that data is distributed across a network of nodes, making it virtually tamper-proof. This characteristic is particularly appealing to industries that handle sensitive information, such as finance and healthcare, where data integrity is paramount. As businesses continue to explore the potential of blockchain, they are discovering new applications that extend beyond traditional uses, such as digital currency. From enhancing supply chain transparency to enabling secure voting systems, blockchain is poised to revolutionize various sectors by providing a reliable and efficient method of data management.
On the regional front, North America is expected to dominate the blockchain solution market during the forecast period, owing to early adoption of blockchain technology and the presence of major blockchain solution providers in the region. The United States, in particular, has been a frontrunner in the adoption of blockchain technology, with numerous startups and established companies investing heavily in blockchain research and development. Additionally, favorable regulations and government initiatives aimed at promoting the use of blockchain technology further support the market's growth in the region. Europe and the Asia Pacific are also expected to witness significant growth, driven by increasing investments in blockchain technology and growing awareness of its benefits across various industries.
The blockchain solution market is segmented by component into platform and services. The platform segment is expected to hold a significant share of the market due to the increasing demand for blockchain platforms that provide the infrastructure and tools needed to buil
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BASE YEAR | 2024 |
HISTORICAL DATA | 2019 - 2024 |
REPORT COVERAGE | Revenue Forecast, Competitive Landscape, Growth Factors, and Trends |
MARKET SIZE 2023 | 6.3(USD Billion) |
MARKET SIZE 2024 | 8.02(USD Billion) |
MARKET SIZE 2032 | 55.3(USD Billion) |
SEGMENTS COVERED | Deployment Mode ,Function ,Game Type ,Cryptocurrency Type ,Casino Type ,Regional |
COUNTRIES COVERED | North America, Europe, APAC, South America, MEA |
KEY MARKET DYNAMICS | Increasing adoption of cryptocurrencies Growing demand for online gambling Technological advancements Strategic partnerships Regulatory landscape |
MARKET FORECAST UNITS | USD Billion |
KEY COMPANIES PROFILED | BC.Game ,Roobet ,Stake.com ,Duelbits |
MARKET FORECAST PERIOD | 2025 - 2032 |
KEY MARKET OPPORTUNITIES | Growing acceptance of cryptocurrencies Expansion into emerging markets Integration of advanced technologies Increasing demand for provably fair gaming Rising popularity of virtual reality and augmented reality |
COMPOUND ANNUAL GROWTH RATE (CAGR) | 27.29% (2025 - 2032) |
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Blockchain Software Market size was valued at USD 6.9 Billion in 2023 and is projected to reach USD 63 Billion by 2031, growing at a CAGR of 58% from 2024 to 2031.
Blockchain Software Market Dynamics
The key market dynamics that are shaping the global Blockchain Software Market include:
Key Market Drivers:
Enhanced Transparency and Security: By supplying a decentralised ledger that logs transactions over a network of computers, blockchain software increases transparency and security. Participants across a range of businesses have more trust as a result of this openness, which lowers the chance of fraud.
Efficiency and Cost Savings: Peer-to-peer transactions without the need for middlemen are made possible by blockchain software, which speeds up transaction settlement and reduces transaction costs. This efficiency may lower operating costs and streamline procedures in sectors including supply chain management, healthcare, and finance.
Growing Adoption of Cryptocurrencies: The need for blockchain software solutions that facilitate cryptocurrency transactions and digital asset management has been fuelled by the growing popularity of cryptocurrencies like Bitcoin and Ethereum. Because of this development, blockchain technology now has applications outside of finance.
Key Challenges:
Scalability Problems: Due to restrictions on consensus procedures and transaction throughput, blockchain networks frequently experience scalability problems. These problems are most evident in public blockchains. Blockchain software may not be widely used in sectors like banking and e-commerce that demand high transaction volumes and low latency due to scalability concerns.
Regulatory Uncertainties: Blockchain software providers and consumers face difficulties due to the regulatory uncertainties around blockchain technology and cryptocurrencies. Businesses may be discouraged from using blockchain technologies if there are unclear rules and inadequate compliance frameworks, especially in regulated industries where adherence to current laws and regulations is crucial.
Key Opportunities:
Supply Chain Management: The transparency, traceability, and immutability of transactions provided by blockchain technology present substantial prospects for enhancing supply chain management. Throughout the supply chain, items may be tracked and authenticated using blockchain software, which lowers the risk of counterfeiting, maintains quality control, and streamlines logistical procedures.
Financial Services: By allowing safe and transparent transactions, cutting transaction costs, and eliminating fraud, blockchain software offers prospects for innovation in the financial services sector. Applications that have the potential to upend established banking and financial institutions include remittances, smart contracts, cross-border payments, and decentralised finance (DeFi) platforms.
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According to cognitive market research, the global blockchain finance market size will be USD 816.6 million in 2024. It will expand at a compound annual growth rate (CAGR) of 61.00% from 2024 to 2031.
North America held the major market share for more than 40% of the global revenue with a market size of USD 326.64 million in 2024 and will grow at a compound annual growth rate (CAGR) of 59.2% from 2024 to 2031.
Europe accounted for a market share of over 30% of the global revenue with a market size of USD 244.98 million.
Asia Pacific held a market share of around 23% of the global revenue with a market size of USD 187.82 million in 2024 and will grow at a compound annual growth rate (CAGR) of 63.0% from 2024 to 2031.
Latin America had a market share of more than 5% of the global revenue with a market size of USD 40.83 million in 2024 and will grow at a compound annual growth rate (CAGR) of 60.4% from 2024 to 2031.
Middle East and Africa had a market share of around 2% of the global revenue and was estimated at a market size of USD 16.33 million in 2024 and will grow at a compound annual growth rate (CAGR) of 60.7% from 2024 to 2031.
The cross-border payments and settlement held the highest Blockchain Finance market revenue share in 2024.
Market Dynamics of Blockchain Finance Market
Key Drivers for Blockchain Finance Market
The Growing Need for Safe and Open Transactions. to Increase the Demand Globally
The blockchain finance market has experienced growth due to the growing need for safe and open transactions. Blockchain technology provides a major benefit in lowering fraud and guaranteeing the integrity of financial data because of its decentralized structure and cryptographic security. With blockchain, typical procedures can be automated, and fewer go-betweens are needed, which helps businesses and financial institutions cut costs and increase operational efficiency. Additionally, the openness that blockchain provides promotes user trust, which is essential for financial transactions and aids in regulatory compliance. An increasing number of industries are adopting blockchain technology, which is helping to fuel the blockchain finance market's expansion.
Growing Use of Digital Assets and Cryptocurrencies to Propel Market Growth
The blockchain finance market has witnessed steady growth, driven by the growing use of digital assets and cryptocurrencies; this upsurge is caused by people's growing interest in decentralized financial solutions, which are more efficient, transparent, and secure than traditional financial institutions. The increasing popularity of cryptocurrencies, like Bitcoin and Ethereum, as alternative investment vehicles and exchange platforms has led financial institutions to investigate blockchain technology for asset management, international payments, and fraud prevention.
Restraint Factor for the Blockchain Finance Market
Blockchain Networks' Large Energy Usage to Limit the Sales
In The blockchain finance market, in order to verify transactions and maintain network security, blockchain networks, especially those that employ proof-of-work (PoW) consensus techniques like Bitcoin, need a major processing power. Significant quantities of electricity are used in the process of solving difficult mathematical puzzles. Regulators and stakeholders are taking notice of this energy use, but they are also criticizing it because of its high operating costs and environmental impact. Furthermore, because of concerns about sustainability and cost-efficiency, these energy demands may discourage smaller players and businesses from implementing blockchain solutions, which would restrict its further acceptance in the financial sectors.
Impact of Covid-19 on the Blockchain Finance Market
The blockchain finance market has witnessed growth due to rising demand in the banking sector; when businesses and financial institutions started looking for more transparent and safe ways to handle transactions and keep records, the pandemic's first effects on the economy caused a spike in interest in blockchain technologies. Blockchain growth in industries, including supply chain management, cross-border payments, and digital identity verification, has been further boosted by remote work and the demand for digital solutions. Introduction of the Blockchain Finance Market
Blockchain technology stores data securely using cryptography. It is a decentralized ...
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The Fintech Blockchain market is poised for substantial growth over the coming years, with the global market size estimated at $2.3 billion in 2023 and projected to reach approximately $52 billion by 2032, reflecting a remarkable compound annual growth rate (CAGR) of 41.8%. This rapid expansion is largely driven by the increased demand for secure and transparent financial services, leveraging blockchain technology's innate capabilities to enhance efficiency and trustworthiness in financial transactions. The seamless integration of fintech blockchain solutions into various financial processes is reshaping how services are delivered, with a growing emphasis on decentralization, privacy, and security as key growth factors.
One of the primary growth factors of the fintech blockchain market is the surge in demand for enhanced security and transparency in financial services. Blockchain technology offers an immutable ledger, ensuring that all transactions are recorded permanently and securely, which significantly reduces the risk of fraud and unauthorized access. As financial institutions increasingly digitize their operations, the emphasis on data protection and compliance with stringent regulatory standards has never been more critical. Blockchain's ability to provide a transparent and tamper-proof record of transactions makes it an attractive solution for addressing these challenges, thus fostering the market's growth.
Another significant factor propelling the fintech blockchain market is the rise of digital currencies and decentralized finance (DeFi) platforms. Cryptocurrencies like Bitcoin and Ethereum have paved the way for alternative financial solutions that operate outside traditional banking systems, offering lower transaction fees and faster settlement times. The growing popularity of DeFi platforms, which utilize blockchain technology to provide decentralized financial services such as lending and borrowing, further underscores the market's potential. As more consumers and businesses adopt these digital financial solutions, the demand for blockchain-based infrastructure and services is expected to surge, fueling market growth.
The increasing collaboration between financial institutions and technology providers is also a crucial driver for the fintech blockchain market. Traditional banks and financial service providers are recognizing the potential of blockchain to revolutionize their operations, leading to strategic partnerships with tech firms specializing in blockchain solutions. These collaborations aim to develop innovative applications that enhance customer experience, streamline operations, and reduce costs. By leveraging blockchain technology, financial institutions can offer new products and services that meet the evolving needs of their customers, thereby gaining a competitive edge in an increasingly digital landscape.
Blockchain in Banking and Financial Services is revolutionizing the way financial institutions operate by offering unprecedented levels of security and efficiency. This technology enables banks to process transactions with greater transparency and reduced risk of fraud, thanks to its immutable ledger system. By streamlining operations and reducing the need for intermediaries, blockchain is helping financial institutions cut costs while improving service delivery. Furthermore, the adoption of blockchain in banking is facilitating more seamless cross-border transactions, enhancing the global financial network. As banks continue to explore blockchain's potential, they are discovering new ways to improve customer experience and compliance with regulatory standards, positioning themselves for future growth in a rapidly evolving digital economy.
Regionally, North America currently dominates the fintech blockchain market, driven by the early adoption of advanced technologies and the presence of key market players in the region. The United States, in particular, has emerged as a hub for fintech innovation, with numerous start-ups and established companies exploring blockchain applications. However, the Asia Pacific region is expected to witness the highest growth rate during the forecast period, propelled by the rapid digitization of financial services in countries like China and India. The increasing investment in blockchain infrastructure and favorable government policies supporting fintech development are significant factors contributing to the regional outlook for Asia Pacific.
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BASE YEAR | 2024 |
HISTORICAL DATA | 2019 - 2024 |
REPORT COVERAGE | Revenue Forecast, Competitive Landscape, Growth Factors, and Trends |
MARKET SIZE 2023 | 5.76(USD Billion) |
MARKET SIZE 2024 | 6.83(USD Billion) |
MARKET SIZE 2032 | 26.77(USD Billion) |
SEGMENTS COVERED | Application ,Enterprise Size ,Industry Vertical ,Implementation Model ,Blockchain Platform ,Regional |
COUNTRIES COVERED | North America, Europe, APAC, South America, MEA |
KEY MARKET DYNAMICS | Increasing Demand for Supply Chain Transparency Growing Focus on Security and Fraud Prevention Rise of IoT Devices and Sensor Integration Government Regulations and Standards Partnerships and Collaborations |
MARKET FORECAST UNITS | USD Billion |
KEY COMPANIES PROFILED | Blockchain ,SAP SE ,CertiK ,Microsoft ,Ripple ,R3 Corda ,Google Cloud Platform ,Enigma Securities ,Intel ,Oracle ,Amazon Web Services (AWS) ,Maersk ,Hyperledger ,IBM ,Chainalysis |
MARKET FORECAST PERIOD | 2024 - 2032 |
KEY MARKET OPPORTUNITIES | Supply chain transparency Reduced fraud Increased efficiency Improved data security |
COMPOUND ANNUAL GROWTH RATE (CAGR) | 18.61% (2024 - 2032) |
https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/
This dataset contains rows of known fraud and valid transactions made over Ethereum.
--Index: the index number of a row --Address: the address of the ethereum account --FLAG: whether the transaction is fraud or not --Avg min between sent tnx: Average time between sent transactions for account in minutes. --Avgminbetweenreceivedtnx: Average time between received transactions for account in minutes --TimeDiffbetweenfirstand_last(Mins): Time difference between the first and last transaction. --Sent_tnx: Total number of sent normal transactions. --Received_tnx: Total number of received normal transactions. --NumberofCreated_Contracts: Total Number of created contract transactions. --UniqueReceivedFrom_Addresses: Total Unique addresses from which account received transactions. ---UniqueSentTo_Addresses20: Total Unique addresses from which account sent transactions. --MinValueReceived: Minimum value in Ether ever received. --AvgValueReceived5Average value in Ether ever received. --MinValSent: Minimum value of Ether ever sent. --AvgValSent: Average value of Ether ever sent. --MinValueSentToContract: Minimum value of Ether sent to a contract --AvgValueSentToContract: Average value of Ether sent to contracts. --MaxValueSentToContract: Maximum value of Ether sent to a contract --TotalTransactions(IncludingTnxtoCreate_Contract): Total number of transactions --TotalEtherSent:Total Ether sent for account address --TotalEtherReceived: Total Ether received for account address --TotalEtherSent_Contracts: Total Ether sent to Contract addresses --TotalEtherBalance: Total Ether Balance following enacted transactions --TotalERC20Tnxs: Total number of ERC20 token transfer transactions --ERC20TotalEther_Received: Total ERC20 token received transactions in Ether --ERC20TotalEther_Sent: Total ERC20token sent transactions in Ether --ERC20TotalEtherSentContract: Total ERC20 token transfer to other contracts in Ether --ERC20UniqSent_Addr: Number of ERC20 token transactions sent to Unique account addresses --ERC20UniqRec_Addr: Number of ERC20 token transactions received from Unique addresses. --ERC20UniqRecContractAddr: Number of ERC20token transactions received from Unique contract addresses. --ERC20AvgTimeBetweenSent_Tnx: Average time between ERC20 token sent transactions in minutes --ERC20AvgTimeBetweenRec_Tnx: Average time between ERC20 token received transactions in minutes --ERC20AvgTimeBetweenContract_Tnx: Average time ERC20 token between sent token transactions --ERC20MinVal_Rec: Minimum value in Ether received from ERC20 token transactions for account. --ERC20MaxVal_Rec: Maximum value in Ether received from ERC20 token transactions for account --ERC20AvgVal_Rec: Average value in Ether received from ERC20 token transactions for account --ERC20MinVal_Sent: Minimum value in Ether sent from ERC20 token transactions for account --ERC20MaxVal_Sent: Maximum value in Ether sent from ERC20 token transactions for account --ERC20AvgVal_Sent: Average value in Ether sent from ERC20 token transactions for account --ERC20UniqSentTokenName: Number of Unique ERC20 tokens transferred --ERC20UniqRecTokenName: Number of Unique ERC20 tokens received --ERC20MostSentTokenType: Most sent token for account via ERC20 transaction --ERC20MostRecTokenType: Most received token for account via ERC20 transactions
The dataset acknowledges the way to perform machine learning classifiers to identify frauds in a complex network of technologies like blockchain.
Understanding and identifying Fraud in the blockchain space and preparing more robust fraud detection networks to fulfill the purpose of unhackble blockchain technology.