AI Datasets And Licensing For Academic Research And Publishing Market Size 2025-2029
The ai datasets and licensing for academic research and publishing market size is forecast to increase by USD 1.3 billion, at a CAGR of 29.7% between 2024 and 2029.
The global AI datasets and licensing for academic research and publishing market is influenced by the proliferation of large-scale generative models, which creates a critical need for specialized data resources. This dynamic drives demand for advanced ai data management solutions and ai governance tools to handle complex ai training datasets. The maturation of synthetic data as a viable alternative presents new opportunities, offering a response to privacy concerns and the high costs of real-world data acquisition. However, the use of synthetic data also introduces challenges related to ensuring its statistical representativeness and applicability for ai in clinical trials and other high-stakes domains, requiring rigorous validation and quality control processes.Operational efficiency is constrained by the intricate and fragmented regulatory landscape governing data privacy and usage. This complex web of legislation, which varies significantly across jurisdictions, imposes substantial compliance burdens and legal risks, affecting everything from ai ip and licensing agreements to cross-border research collaborations. The lack of a harmonized global standard complicates the development of a unified ai policy and standards framework. This legal friction necessitates meticulous due diligence and specialized legal counsel, adding administrative overhead and potentially slowing the pace of innovation and the deployment of technologies like legal ai software that depend on large-scale data access.
What will be the Size of the AI Datasets And Licensing For Academic Research And Publishing Market during the forecast period?
Explore in-depth regional segment analysis with market size data - historical 2019 - 2023 and forecasts 2025-2029 - in the full report.
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The market is characterized by the continuous evolution of data-centric development practices and the integration of machine learning operations. This shift emphasizes the importance of data quality in academic ai research and the need for robust data provenance in scholarly publishing to ensure reproducibility. Consequently, there is a growing reliance on ai data management systems that support the entire data-centric ai development lifecycle, from initial curation to model validation, including advanced ai integration platforms.Demand is increasing for highly specialized and multimodal datasets for complex ai applications in various verticals. This requires sophisticated licensing frameworks for research data that can accommodate diverse data types and uses, including text and data mining rights. The development of retrieval-augmented generation systems for academic inquiry further drives the need for well-structured and verifiable knowledge bases. This specialization highlights the need for effective ai governance in academic institutions.Ethical considerations and regulatory compliance are becoming central to data licensing and acquisition strategies. The focus on mitigating bias in training datasets and adhering to ethical guidelines for ai datasets is shaping procurement processes. As new ai regulatory technology emerges, institutions are adopting more formal risk management activities, transforming how they source and manage data. This includes a greater emphasis on privacy-preserving techniques and transparent documentation to align with evolving ai policy and standards.
How is this AI Datasets And Licensing For Academic Research And Publishing Industry segmented?
The ai datasets and licensing for academic research and publishing industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in "USD million" for the period 2025-2029, as well as historical data from 2019 - 2023 for the following segments.
- Application
- Training
- Fine tuning
- RAG
- Inference
- Type
- Proprietary licensing
- Subscription-based
- Open access and public licensing
- Enterprise licensing
- End-user
- Life sciences and pharmaceuticals
- Food science
- Chemistry
- Engineering and material science
- Geography
- North America
- Europe
- Germany
- UK
- France
- Italy
- The Netherlands
- Spain
- APAC
- China
- Japan
- India
- Australia
- South Korea
- Indonesia
- South America
- Middle East and Africa
- Rest of World (ROW)
By Application Insights
The training segment is estimated to witness significant growth during the forecast period.
The training segment is a foundational pillar of the market, involving the use of massive, diverse corpora to build foundational models from the ground up. The academic imperative to advance AI, create models not exclusively controlled by commercial entities, and mitigate inherent biases drives this segment. Datasets are vast, and licensing models are critical, as they dictate the terms for model building and distribution. This has led to a bifurcated market with streams for both commercial data and open, academically aligned corpora, with the latter being crucial for an equitable research landscape where 36.9% of the market is held by training.
Academic researchers often favor permissive open licenses for unfettered research, contrasting with restrictive proprietary licenses. This creates market tension, as the most powerful models are often trained on inaccessible data, which hinders transparency. The release of large, open datasets curated for language model pretraining exemplifies a direct response to this opacity. Such initiatives democratize the ability to train powerful models, stimulating the academic market by providing tangible assets and setting new precedents for transparency in dataset composition and documentation through improved ai data management.
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The Training segment was valued at USD 51.80 million in 2019 and showed a gradual increase during the forecast period.
Regional Analysis
North America is estimated to contribute 41.3% to the growth of the global market during the forecast period.Technavio’s analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.
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The North America market for AI datasets and licensing for academic research and publishing represents the most mature and dominant global segment. This leadership in North America is built on a deeply integrated ecosystem of world-leading technology corporations, elite research universities, and significant government funding. Academic institutions function as epicenters of innovation, both creating novel datasets and driving demand for specialized, high-quality data. The US government further catalyzes this market through substantial investment from agencies focused on science and advanced research projects, with the US market alone valued at USD 155 million in 2024.
A key development in North America is the launch of national initiatives to democratize access to computational resources and curated government datasets. This directly addresses a major bottleneck in academic research and is poised to stimulate demand for a wider variety of both public and commercially licensed datasets. The region's sophisticated, albeit complex, regulatory environment, with state-level data privacy legislation, also influences how datasets containing personal information are licensed and used for research, ensuring the market's continued innovation and competitive edge through robust data governance frameworks.
Market Dynamics
Our researchers analyzed the data with 2024 as the base year, along with the key drivers, trends, and challenges. A holistic analysis of drivers will help companies refine their marketing strategies to gain a competitive advantage.
The market for AI datasets for academic research is rapidly evolving, driven by the need for high-quality data. Institutions are navigating complex licensing frameworks for research data, balancing proprietary dataset licensing models with the push for open access data for AI innovation. Strong AI governance in academic institutions is becoming critical to manage text and data mining rights and ensure compliance with data privacy in AI research. Adherence to FAIR principles for research data is now a standard expectation, promoting transparency and reusability across the scholarly landscape. This focus on governance is essential for fostering a sustainable ecosystem for AI development.To advance research, there's a growing reliance on synthetic data for AI model training and sophisticated multimodal datasets for complex AI. The emphasis on the data-centric AI development lifecycle highlights the importance of data quality in academic AI research and effective bias mitigation in training datasets. Robust ethical guidelines for AI datasets and clear data provenance in scholarly publishing are non-negotiable. Furthermore, the adoption of MLOPS platforms for academic research and innovative RAG systems for academic inquiry is accelerating. This trend, combined with domain specific data curation and established AI model benchmarking standards, supports the overarching goal of AI research resource democratization, making advanced tools and data accessible to a wider community.
What are the key market drivers leading to the rise in the adoption of AI Datasets And Licensing For Academic Research And Publishing Industry?
- The proliferation of large-scale generative models and the resulting demand for specialized datasets is the primary driver for the market.
The proliferation of large-scale generative models and the subsequent demand for specialized datasets are fundamentally shaping the market. The introduction of powerful foundational models has altered academic inquiry, creating a need for high-quality, domain-specific datasets for fine-tuning and retrieval-augmented generation. This dynamic establishes a direct link between model releases and the demand for licensed data resources that offer clear data provenance tracking and are structured for modern AI architectures. Academic researchers require meticulously curated and contextually relevant data, driving a sophisticated market where data providers license specialized collections. This symbiotic relationship, where model availability creates a corresponding need for data, is a primary growth catalyst.A heightened focus on AI ethics, fairness, and emerging regulatory frameworks is another critical market driver. The academic community's growing awareness of how biased data can amplify societal harms has shifted focus toward qualitative attributes like representativeness and transparency in datasets. There is now a profound demand for data that has been audited for demographic bias and sourced with explicit consent. This pursuit of responsible AI is becoming a mandate under new legal frameworks, compelling academic researchers to use datasets that meet rigorous ethical and legal standards, particularly in high-stakes applications. North America is poised to capture over 41.3% of the market's incremental growth, reflecting the region's leadership in this area.
What are the market trends shaping the AI Datasets And Licensing For Academic Research And Publishing Industry?
- The ascent of synthetic data as a viable and necessary alternative is a transformative trend reshaping the market.
A transformative trend is the rapid maturation and adoption of synthetic data. This represents a paradigm shift away from exclusive reliance on real-world data, addressing challenges like stringent data privacy regulations and the prohibitive costs of acquiring and annotating high-quality information. Synthetic data, being artificially generated, often falls outside the purview of privacy laws, offering an effective solution for research in sensitive domains. This trend is gaining momentum globally as it also helps overcome data scarcity for cutting-edge research, augments datasets with rare edge cases, and helps create perfectly balanced corpora to mitigate algorithmic bias. The use of an ai content creation tool is integral to this process.The intellectual shift from a model-centric to a data-centric approach, combined with the rising adoption of Machine Learning Operations (MLOPS) principles, is another significant trend. There is a growing consensus that the quality and governance of underlying data are critical determinants of a model's performance and reliability. This philosophy, supported by agentic ai for data engineering, alters requirements for research datasets and management platforms. This trend, impacting ai in omics studies, translates to a demand for datasets with robust data versioning, detailed provenance, and lineage tracking to ensure the precise replication of experiments. With Europe projected to constitute nearly 23.92% of the market opportunity, the emphasis on FAIR data principles in the region reinforces this shift toward holistic data lifecycle management.
What challenges does the AI Datasets And Licensing For Academic Research And Publishing Industry face during its growth?
- Navigating the complex and fragmented regulatory landscape for data privacy and usage is a primary challenge constraining market growth.
A primary challenge is navigating the intricate and fragmented regulatory landscape for data privacy and usage. This complex web of legislation creates significant compliance burdens, legal risks, and operational friction for academic institutions and researchers operating globally. The absence of a harmonized standard requires market participants to handle a patchwork of disparate legal frameworks, each with its own definitions and obligations. This legal fragmentation complicates the drafting of standardized licensing agreements and increases the cost and time required for legal review, thereby impeding the efficient flow of data for research. In the APAC region, which accounts for 24.4% of the geographic opportunity, the diversity of data protection laws presents a particularly challenging environment.The prohibitive costs and limited accessibility of high-quality, specialized data represent a second formidable challenge. This creates a significant gap between well-resourced institutions and the broader academic community. The development of research-grade datasets is an immensely expensive and labor-intensive endeavor, reflecting substantial investments in data acquisition, cleaning, structuring, and expert annotation. The high fees for licensing premium datasets place them beyond the reach of many academic departments and individual researchers, particularly those with constrained budgets. This economic barrier fosters an environment of inequity, concentrating cutting-edge research capabilities within a small number of elite, well-funded institutions and limiting the diversity of perspectives in the global research community.
Exclusive Customer Landscape
The ai datasets and licensing for academic research and publishing market forecasting report includes the adoption lifecycle of the market, covering from the innovator’s stage to the laggard’s stage. It focuses on adoption rates in different regions based on penetration. Furthermore, the ai datasets and licensing for academic research and publishing market report also includes key purchase criteria and drivers of price sensitivity to help companies evaluate and develop their market growth analysis strategies.
Customer Landscape
Key Companies & Market Insights
Companies are implementing various strategies, such as strategic alliances, ai datasets and licensing for academic research and publishing market forecast, partnerships, mergers and acquisitions, geographical expansion, and product/service launches, to enhance their presence in the industry.
American Chemical Society - The company provides AI datasets and licensing for academic research and publishing through its AI studio, offering open access to a diverse range of datasets. This enables researchers and developers to access foundational resources for building and training AI models, fostering innovation within the academic community. The offering is designed to support the development of various AI applications by providing a platform with accessible and varied data collections, which are essential for advancing scholarly inquiry and technological development in the field of artificial intelligence.
The industry research and growth report includes detailed analyses of the competitive landscape of the market and information about key companies, including:
- American Chemical Society
- Baidu Inc.
- ByteDance Ltd.
- Clarivate PLC
- Copyright Clearance Center Inc.
- DataCite
- Digital Science and Research Solutions Ltd.
- Elsevier Ltd.
- Informa PLC
- Institute of Electrical and Electronics Engineers Inc.
- John Wiley and Sons Inc.
- Microsoft Corp.
- OpenAI
- ProQuest LLC
- SAGE Publications Inc.
- Springer Verlag GmbH
- Taylor and Francis
- Wolters Kluwer NV
- Zenodo
Qualitative and quantitative analysis of companies has been conducted to help clients understand the wider business environment as well as the strengths and weaknesses of key industry players. Data is qualitatively analyzed to categorize companies as pure play, category-focused, industry-focused, and diversified; it is quantitatively analyzed to categorize companies as dominant, leading, strong, tentative, and weak.
Recent Development and News in Ai Datasets And Licensing For Academic Research And Publishing Market
In April 2024, Meta released its Llama 3 suite of open-source generative AI models, with licensing terms structured to encourage broad adoption within the research community while maintaining certain commercial restrictions.In March 2024, Databricks released DBRX, a powerful open-source mixture-of-experts large language model, under a permissive license for research and most commercial uses, providing the global academic community with a freely accessible, state-of-the-art tool.In February 2024, it was reported that Reddit finalized a contract valued at approximately $60 million per year to license its vast corpus of user-generated content to Google for training its artificial intelligence models.In January 2024, the National Science Foundation, in partnership with other federal agencies, initiated the National AI Research Resource (NAIRR) pilot program, which aims to provide American researchers with democratized access to computational resources and curated datasets.
Research Analyst Overview
The global AI datasets and licensing for academic research and publishing market is characterized by evolving data governance frameworks that manage the complexities of proprietary data licensing and permissive open license models. As generative model pretraining and retrieval augmented generation become more sophisticated, the focus intensifies on data privacy compliance and ai ethics and fairness. Effective machine learning operations now necessitate rigorous algorithmic bias mitigation and complete data provenance tracking. This operational shift supports ai model validation while navigating the challenges of subscription data access and cross border data transfer, shaping how academic entities procure and utilize domain specific datasets for advanced AI development. The establishment of a robust open science infrastructure depends on balancing accessibility with stringent regulatory adherence.Specialized research fields drive demand for diverse datasets, with market expansion expectations reaching 32% in the coming years. For instance, developing instruction following models relies on curated computational linguistics data, while legal document analysis leverages sophisticated text and data mining. Life sciences research requires access to bioinformatics research datasets, including genomic sequence data and molecular structure libraries for chemical reaction prediction, alongside radiological image annotation and electronic health records. To supplement real world evidence from clinical trial datasets, researchers are employing synthetic data generation and federated learning approaches. Integrating these assets, from material composition databases created via high throughput screening to institutional data repositories, demands strict data quality assurance and consistent ai model benchmarking to facilitate multimodal dataset integration.
Dive into Technavio’s robust research methodology, blending expert interviews, extensive data synthesis, and validated models for unparalleled AI Datasets And Licensing For Academic Research And Publishing Market insights. See full methodology.
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Market Scope
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Report Coverage
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Details
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Page number
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316
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Base year
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2024
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Historic period
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2019 - 2023 |
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Forecast period
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2025-2029
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Growth momentum & CAGR
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Accelerating at a CAGR of 29.7%
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Market growth 2024-2029
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USD 1.3 billion
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Market structure
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Fragmented
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YoY growth 2024-2029(%)
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25.3%
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Key countries
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US, Canada, Mexico, Germany, UK, France, Italy, The Netherlands, Spain, China, Japan, India, Australia, South Korea, Indonesia, Brazil, Argentina, Colombia, Saudi Arabia, UAE, South Africa, Israel, Turkey
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Competitive landscape
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Leading Companies, Market Positioning of Companies, Competitive Strategies, and Industry Risks
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What are the Key Data Covered in this AI Datasets And Licensing For Academic Research And Publishing Market Research and Growth Report?
- CAGR of the AI Datasets And Licensing For Academic Research And Publishing industry during the forecast period
- Detailed information on factors that will drive the growth and forecasting between 2024 and 2029
- Precise estimation of the size of the market and its contribution of the industry in focus to the parent market
- Accurate predictions about upcoming growth and trends and changes in consumer behaviour
- Growth of the market across North America, Europe, APAC, South America, Middle East and Africa
- Thorough analysis of the market’s competitive landscape and detailed information about companies
- Comprehensive analysis of factors that will challenge the ai datasets and licensing for academic research and publishing market growth of industry companies
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1 Executive Summary
- 1 Executive Summary
- 1.1 Market overview
- Executive Summary - Chart on Market Overview
- Executive Summary - Data Table on Market Overview
- Executive Summary - Chart on Global Market Characteristics
- Executive Summary - Chart on Market by Geography
- Executive Summary - Chart on Market Segmentation by Application
- Executive Summary - Chart on Market Segmentation by Type
- Executive Summary - Chart on Market Segmentation by End-user
- Executive Summary - Chart on Incremental Growth
- Executive Summary - Data Table on Incremental Growth
- Executive Summary - Chart on Company Market Positioning
2 Technavio Analysis
- 2 Technavio Analysis
- 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- 2.2 Criticality of inputs and Factors of differentiation
- Chart on Overview on criticality of inputs and factors of differentiation
- 2.3 Factors of disruption
- Chart on Overview on factors of disruption
- 2.4 Impact of drivers and challenges
- Chart on Impact of drivers and challenges in 2024 and 2029
3 Market Landscape
- 3 Market Landscape
- 3.1 Market ecosystem
- Chart on Parent Market
- Data Table on - Parent Market
- 3.2 Market characteristics
- Chart on Market characteristics analysis
- 3.3 Value chain analysis
- Chart on Value chain analysis
4 Market Sizing
- 4 Market Sizing
- 4.1 Market definition
- Data Table on Offerings of companies included in the market definition
- 4.2 Market segment analysis
- 4.3 Market size 2024
- 4.4 Market outlook: Forecast for 2024-2029
- Chart on Global - Market size and forecast 2024-2029 ($ billion)
- Data Table on Global - Market size and forecast 2024-2029 ($ billion)
- Chart on Global Market: Year-over-year growth 2024-2029 (%)
- Data Table on Global Market: Year-over-year growth 2024-2029 (%)
5 Historic Market Size
- 5 Historic Market Size
- 5.1 Global AI Datasets And Licensing For Academic Research And Publishing Market 2019 - 2023
- Historic Market Size - Data Table on Global AI Datasets And Licensing For Academic Research And Publishing Market 2019 - 2023 ($ billion)
- 5.2 Application segment analysis 2019 - 2023
- Historic Market Size - Application Segment 2019 - 2023 ($ billion)
- 5.3 Type segment analysis 2019 - 2023
- Historic Market Size - Type Segment 2019 - 2023 ($ billion)
- 5.4 End-user segment analysis 2019 - 2023
- Historic Market Size - End-user Segment 2019 - 2023 ($ billion)
- 5.5 Geography segment analysis 2019 - 2023
- Historic Market Size - Geography Segment 2019 - 2023 ($ billion)
- 5.6 Country segment analysis 2019 - 2023
- Historic Market Size - Country Segment 2019 - 2023 ($ billion)
6 Five Forces Analysis
- 6 Five Forces Analysis
- 6.1 Five forces summary
- Five forces analysis - Comparison between 2024 and 2029
- 6.2 Bargaining power of buyers
- Bargaining power of buyers - Impact of key factors 2024 and 2029
- 6.3 Bargaining power of suppliers
- Bargaining power of suppliers - Impact of key factors in 2024 and 2029
- 6.4 Threat of new entrants
- Threat of new entrants - Impact of key factors in 2024 and 2029
- 6.5 Threat of substitutes
- Threat of substitutes - Impact of key factors in 2024 and 2029
- 6.6 Threat of rivalry
- Threat of rivalry - Impact of key factors in 2024 and 2029
- 6.7 Market condition
- Chart on Market condition - Five forces 2024 and 2029
7 Market Segmentation by Application
- 7 Market Segmentation by Application
- 7.1 Market segments
- Chart on Application - Market share 2024-2029 (%)
- Data Table on Application - Market share 2024-2029 (%)
- 7.2 Comparison by Application
- Chart on Comparison by Application
- Data Table on Comparison by Application
- 7.3 Training - Market size and forecast 2024-2029
- Chart on Training - Market size and forecast 2024-2029 ($ billion)
- Data Table on Training - Market size and forecast 2024-2029 ($ billion)
- Chart on Training - Year-over-year growth 2024-2029 (%)
- Data Table on Training - Year-over-year growth 2024-2029 (%)
- 7.4 Fine tuning - Market size and forecast 2024-2029
- Chart on Fine tuning - Market size and forecast 2024-2029 ($ billion)
- Data Table on Fine tuning - Market size and forecast 2024-2029 ($ billion)
- Chart on Fine tuning - Year-over-year growth 2024-2029 (%)
- Data Table on Fine tuning - Year-over-year growth 2024-2029 (%)
- 7.5 RAG - Market size and forecast 2024-2029
- Chart on RAG - Market size and forecast 2024-2029 ($ billion)
- Data Table on RAG - Market size and forecast 2024-2029 ($ billion)
- Chart on RAG - Year-over-year growth 2024-2029 (%)
- Data Table on RAG - Year-over-year growth 2024-2029 (%)
- 7.6 Inference - Market size and forecast 2024-2029
- Chart on Inference - Market size and forecast 2024-2029 ($ billion)
- Data Table on Inference - Market size and forecast 2024-2029 ($ billion)
- Chart on Inference - Year-over-year growth 2024-2029 (%)
- Data Table on Inference - Year-over-year growth 2024-2029 (%)
- 7.7 Market opportunity by Application
- Market opportunity by Application ($ billion)
- Data Table on Market opportunity by Application ($ billion)
8 Market Segmentation by Type
- 8 Market Segmentation by Type
- 8.1 Market segments
- Chart on Type - Market share 2024-2029 (%)
- Data Table on Type - Market share 2024-2029 (%)
- 8.2 Comparison by Type
- Chart on Comparison by Type
- Data Table on Comparison by Type
- 8.3 Proprietary licensing - Market size and forecast 2024-2029
- Chart on Proprietary licensing - Market size and forecast 2024-2029 ($ billion)
- Data Table on Proprietary licensing - Market size and forecast 2024-2029 ($ billion)
- Chart on Proprietary licensing - Year-over-year growth 2024-2029 (%)
- Data Table on Proprietary licensing - Year-over-year growth 2024-2029 (%)
- 8.4 Subscription-based - Market size and forecast 2024-2029
- Chart on Subscription-based - Market size and forecast 2024-2029 ($ billion)
- Data Table on Subscription-based - Market size and forecast 2024-2029 ($ billion)
- Chart on Subscription-based - Year-over-year growth 2024-2029 (%)
- Data Table on Subscription-based - Year-over-year growth 2024-2029 (%)
- 8.5 Open access and public licensing - Market size and forecast 2024-2029
- Chart on Open access and public licensing - Market size and forecast 2024-2029 ($ billion)
- Data Table on Open access and public licensing - Market size and forecast 2024-2029 ($ billion)
- Chart on Open access and public licensing - Year-over-year growth 2024-2029 (%)
- Data Table on Open access and public licensing - Year-over-year growth 2024-2029 (%)
- 8.6 Enterprise licensing - Market size and forecast 2024-2029
- Chart on Enterprise licensing - Market size and forecast 2024-2029 ($ billion)
- Data Table on Enterprise licensing - Market size and forecast 2024-2029 ($ billion)
- Chart on Enterprise licensing - Year-over-year growth 2024-2029 (%)
- Data Table on Enterprise licensing - Year-over-year growth 2024-2029 (%)
- 8.7 Market opportunity by Type
- Market opportunity by Type ($ billion)
- Data Table on Market opportunity by Type ($ billion)
9 Market Segmentation by End-user
- 9 Market Segmentation by End-user
- 9.1 Market segments
- Chart on End-user - Market share 2024-2029 (%)
- Data Table on End-user - Market share 2024-2029 (%)
- 9.2 Comparison by End-user
- Chart on Comparison by End-user
- Data Table on Comparison by End-user
- 9.3 Life sciences and pharmaceuticals - Market size and forecast 2024-2029
- Chart on Life sciences and pharmaceuticals - Market size and forecast 2024-2029 ($ billion)
- Data Table on Life sciences and pharmaceuticals - Market size and forecast 2024-2029 ($ billion)
- Chart on Life sciences and pharmaceuticals - Year-over-year growth 2024-2029 (%)
- Data Table on Life sciences and pharmaceuticals - Year-over-year growth 2024-2029 (%)
- 9.4 Food science - Market size and forecast 2024-2029
- Chart on Food science - Market size and forecast 2024-2029 ($ billion)
- Data Table on Food science - Market size and forecast 2024-2029 ($ billion)
- Chart on Food science - Year-over-year growth 2024-2029 (%)
- Data Table on Food science - Year-over-year growth 2024-2029 (%)
- 9.5 Chemistry - Market size and forecast 2024-2029
- Chart on Chemistry - Market size and forecast 2024-2029 ($ billion)
- Data Table on Chemistry - Market size and forecast 2024-2029 ($ billion)
- Chart on Chemistry - Year-over-year growth 2024-2029 (%)
- Data Table on Chemistry - Year-over-year growth 2024-2029 (%)
- 9.6 Engineering and material science - Market size and forecast 2024-2029
- Chart on Engineering and material science - Market size and forecast 2024-2029 ($ billion)
- Data Table on Engineering and material science - Market size and forecast 2024-2029 ($ billion)
- Chart on Engineering and material science - Year-over-year growth 2024-2029 (%)
- Data Table on Engineering and material science - Year-over-year growth 2024-2029 (%)
- 9.7 Market opportunity by End-user
- Market opportunity by End-user ($ billion)
- Data Table on Market opportunity by End-user ($ billion)
10 Customer Landscape
- 10 Customer Landscape
- 10.1 Customer landscape overview
- Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
11 Geographic Landscape
- 11 Geographic Landscape
- 11.1 Geographic segmentation
- Chart on Market share by geography 2024-2029 (%)
- Data Table on Market share by geography 2024-2029 (%)
- 11.2 Geographic comparison
- Chart on Geographic comparison
- Data Table on Geographic comparison
- 11.3 North America - Market size and forecast 2024-2029
- Chart on North America - Market size and forecast 2024-2029 ($ billion)
- Data Table on North America - Market size and forecast 2024-2029 ($ billion)
- Chart on North America - Year-over-year growth 2024-2029 (%)
- Data Table on North America - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - North America
- Data Table on Regional Comparison - North America
- 11.3.1 US - Market size and forecast 2024-2029
- Chart on US - Market size and forecast 2024-2029 ($ billion)
- Data Table on US - Market size and forecast 2024-2029 ($ billion)
- Chart on US - Year-over-year growth 2024-2029 (%)
- Data Table on US - Year-over-year growth 2024-2029 (%)
- 11.3.2 Canada - Market size and forecast 2024-2029
- Chart on Canada - Market size and forecast 2024-2029 ($ billion)
- Data Table on Canada - Market size and forecast 2024-2029 ($ billion)
- Chart on Canada - Year-over-year growth 2024-2029 (%)
- Data Table on Canada - Year-over-year growth 2024-2029 (%)
- 11.3.3 Mexico - Market size and forecast 2024-2029
- Chart on Mexico - Market size and forecast 2024-2029 ($ billion)
- Data Table on Mexico - Market size and forecast 2024-2029 ($ billion)
- Chart on Mexico - Year-over-year growth 2024-2029 (%)
- Data Table on Mexico - Year-over-year growth 2024-2029 (%)
- 11.4 Europe - Market size and forecast 2024-2029
- Chart on Europe - Market size and forecast 2024-2029 ($ billion)
- Data Table on Europe - Market size and forecast 2024-2029 ($ billion)
- Chart on Europe - Year-over-year growth 2024-2029 (%)
- Data Table on Europe - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - Europe
- Data Table on Regional Comparison - Europe
- 11.4.1 Germany - Market size and forecast 2024-2029
- Chart on Germany - Market size and forecast 2024-2029 ($ billion)
- Data Table on Germany - Market size and forecast 2024-2029 ($ billion)
- Chart on Germany - Year-over-year growth 2024-2029 (%)
- Data Table on Germany - Year-over-year growth 2024-2029 (%)
- 11.4.2 UK - Market size and forecast 2024-2029
- Chart on UK - Market size and forecast 2024-2029 ($ billion)
- Data Table on UK - Market size and forecast 2024-2029 ($ billion)
- Chart on UK - Year-over-year growth 2024-2029 (%)
- Data Table on UK - Year-over-year growth 2024-2029 (%)
- 11.4.3 France - Market size and forecast 2024-2029
- Chart on France - Market size and forecast 2024-2029 ($ billion)
- Data Table on France - Market size and forecast 2024-2029 ($ billion)
- Chart on France - Year-over-year growth 2024-2029 (%)
- Data Table on France - Year-over-year growth 2024-2029 (%)
- 11.4.4 Italy - Market size and forecast 2024-2029
- Chart on Italy - Market size and forecast 2024-2029 ($ billion)
- Data Table on Italy - Market size and forecast 2024-2029 ($ billion)
- Chart on Italy - Year-over-year growth 2024-2029 (%)
- Data Table on Italy - Year-over-year growth 2024-2029 (%)
- 11.4.5 The Netherlands - Market size and forecast 2024-2029
- Chart on The Netherlands - Market size and forecast 2024-2029 ($ billion)
- Data Table on The Netherlands - Market size and forecast 2024-2029 ($ billion)
- Chart on The Netherlands - Year-over-year growth 2024-2029 (%)
- Data Table on The Netherlands - Year-over-year growth 2024-2029 (%)
- 11.4.6 Spain - Market size and forecast 2024-2029
- Chart on Spain - Market size and forecast 2024-2029 ($ billion)
- Data Table on Spain - Market size and forecast 2024-2029 ($ billion)
- Chart on Spain - Year-over-year growth 2024-2029 (%)
- Data Table on Spain - Year-over-year growth 2024-2029 (%)
- 11.5 APAC - Market size and forecast 2024-2029
- Chart on APAC - Market size and forecast 2024-2029 ($ billion)
- Data Table on APAC - Market size and forecast 2024-2029 ($ billion)
- Chart on APAC - Year-over-year growth 2024-2029 (%)
- Data Table on APAC - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - APAC
- Data Table on Regional Comparison - APAC
- 11.5.1 China - Market size and forecast 2024-2029
- Chart on China - Market size and forecast 2024-2029 ($ billion)
- Data Table on China - Market size and forecast 2024-2029 ($ billion)
- Chart on China - Year-over-year growth 2024-2029 (%)
- Data Table on China - Year-over-year growth 2024-2029 (%)
- 11.5.2 Japan - Market size and forecast 2024-2029
- Chart on Japan - Market size and forecast 2024-2029 ($ billion)
- Data Table on Japan - Market size and forecast 2024-2029 ($ billion)
- Chart on Japan - Year-over-year growth 2024-2029 (%)
- Data Table on Japan - Year-over-year growth 2024-2029 (%)
- 11.5.3 India - Market size and forecast 2024-2029
- Chart on India - Market size and forecast 2024-2029 ($ billion)
- Data Table on India - Market size and forecast 2024-2029 ($ billion)
- Chart on India - Year-over-year growth 2024-2029 (%)
- Data Table on India - Year-over-year growth 2024-2029 (%)
- 11.5.4 Australia - Market size and forecast 2024-2029
- Chart on Australia - Market size and forecast 2024-2029 ($ billion)
- Data Table on Australia - Market size and forecast 2024-2029 ($ billion)
- Chart on Australia - Year-over-year growth 2024-2029 (%)
- Data Table on Australia - Year-over-year growth 2024-2029 (%)
- 11.5.5 South Korea - Market size and forecast 2024-2029
- Chart on South Korea - Market size and forecast 2024-2029 ($ billion)
- Data Table on South Korea - Market size and forecast 2024-2029 ($ billion)
- Chart on South Korea - Year-over-year growth 2024-2029 (%)
- Data Table on South Korea - Year-over-year growth 2024-2029 (%)
- 11.5.6 Indonesia - Market size and forecast 2024-2029
- Chart on Indonesia - Market size and forecast 2024-2029 ($ billion)
- Data Table on Indonesia - Market size and forecast 2024-2029 ($ billion)
- Chart on Indonesia - Year-over-year growth 2024-2029 (%)
- Data Table on Indonesia - Year-over-year growth 2024-2029 (%)
- 11.6 South America - Market size and forecast 2024-2029
- Chart on South America - Market size and forecast 2024-2029 ($ billion)
- Data Table on South America - Market size and forecast 2024-2029 ($ billion)
- Chart on South America - Year-over-year growth 2024-2029 (%)
- Data Table on South America - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - South America
- Data Table on Regional Comparison - South America
- 11.6.1 Brazil - Market size and forecast 2024-2029
- Chart on Brazil - Market size and forecast 2024-2029 ($ billion)
- Data Table on Brazil - Market size and forecast 2024-2029 ($ billion)
- Chart on Brazil - Year-over-year growth 2024-2029 (%)
- Data Table on Brazil - Year-over-year growth 2024-2029 (%)
- 11.6.2 Argentina - Market size and forecast 2024-2029
- Chart on Argentina - Market size and forecast 2024-2029 ($ billion)
- Data Table on Argentina - Market size and forecast 2024-2029 ($ billion)
- Chart on Argentina - Year-over-year growth 2024-2029 (%)
- Data Table on Argentina - Year-over-year growth 2024-2029 (%)
- 11.6.3 Colombia - Market size and forecast 2024-2029
- Chart on Colombia - Market size and forecast 2024-2029 ($ billion)
- Data Table on Colombia - Market size and forecast 2024-2029 ($ billion)
- Chart on Colombia - Year-over-year growth 2024-2029 (%)
- Data Table on Colombia - Year-over-year growth 2024-2029 (%)
- 11.7 Middle East and Africa - Market size and forecast 2024-2029
- Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ billion)
- Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ billion)
- Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - Middle East and Africa
- Data Table on Regional Comparison - Middle East and Africa
- 11.7.1 Saudi Arabia - Market size and forecast 2024-2029
- Chart on Saudi Arabia - Market size and forecast 2024-2029 ($ billion)
- Data Table on Saudi Arabia - Market size and forecast 2024-2029 ($ billion)
- Chart on Saudi Arabia - Year-over-year growth 2024-2029 (%)
- Data Table on Saudi Arabia - Year-over-year growth 2024-2029 (%)
- 11.7.2 UAE - Market size and forecast 2024-2029
- Chart on UAE - Market size and forecast 2024-2029 ($ billion)
- Data Table on UAE - Market size and forecast 2024-2029 ($ billion)
- Chart on UAE - Year-over-year growth 2024-2029 (%)
- Data Table on UAE - Year-over-year growth 2024-2029 (%)
- 11.7.3 South Africa - Market size and forecast 2024-2029
- Chart on South Africa - Market size and forecast 2024-2029 ($ billion)
- Data Table on South Africa - Market size and forecast 2024-2029 ($ billion)
- Chart on South Africa - Year-over-year growth 2024-2029 (%)
- Data Table on South Africa - Year-over-year growth 2024-2029 (%)
- 11.7.4 Israel - Market size and forecast 2024-2029
- Chart on Israel - Market size and forecast 2024-2029 ($ billion)
- Data Table on Israel - Market size and forecast 2024-2029 ($ billion)
- Chart on Israel - Year-over-year growth 2024-2029 (%)
- Data Table on Israel - Year-over-year growth 2024-2029 (%)
- 11.7.5 Turkey - Market size and forecast 2024-2029
- Chart on Turkey - Market size and forecast 2024-2029 ($ billion)
- Data Table on Turkey - Market size and forecast 2024-2029 ($ billion)
- Chart on Turkey - Year-over-year growth 2024-2029 (%)
- Data Table on Turkey - Year-over-year growth 2024-2029 (%)
- 11.8 Market opportunity by geography
- Market opportunity by geography ($ billion)
- Data Tables on Market opportunity by geography ($ billion)
12 Drivers, Challenges, and Opportunity
- 12 Drivers, Challenges, and Opportunity
- 12.1 Market drivers
- Proliferation of large scale generative models and consequent demand for specialized datasets
- Heightened focus on AI ethics, fairness, and emerging regulatory frameworks
- Strategic government and public-private initiatives to democratize AI research capabilities
- 12.2 Market challenges
- Navigating complex and fragmented regulatory landscape for data privacy and usage
- Prohibitive costs and accessibility barriers for high-quality datasets
- Ensuring data quality, mitigating inherent bias, and establishing ethical frameworks
- 12.3 Impact of drivers and challenges
- Impact of drivers and challenges in 2024 and 2029
- 12.4 Market opportunities
- Ascendance of synthetic data as viable and necessary alternative
- Proliferation of data-centric AI and integrated MLOps platforms
- Surge in demand for highly specialized, domain-specific, and multimodal datasets
13 Competitive Landscape
- 13 Competitive Landscape
- 13.1 Overview
- 13.2 Competitive Landscape
- Overview on criticality of inputs and factors of differentiation
- 13.3 Landscape disruption
- Overview on factors of disruption
- 13.4 Industry risks
- Impact of key risks on business
14 Competitive Analysis
- 14 Competitive Analysis
- 14.1 Companies profiled
- 14.2 Company ranking index
- 14.3 Market positioning of companies
- Matrix on companies position and classification
- 14.4 Baidu Inc.
- Baidu Inc. - Overview
- Baidu Inc. - Business segments
- Baidu Inc. - Key offerings
- Baidu Inc. - Segment focus
- SWOT
- 14.5 ByteDance Ltd.
- ByteDance Ltd. - Overview
- ByteDance Ltd. - Product / Service
- ByteDance Ltd. - Key offerings
- SWOT
- 14.6 Clarivate PLC
- Clarivate PLC - Overview
- Clarivate PLC - Business segments
- Clarivate PLC - Key offerings
- Clarivate PLC - Segment focus
- SWOT
- 14.7 Copyright Clearance Center Inc.
- Copyright Clearance Center Inc. - Overview
- Copyright Clearance Center Inc. - Product / Service
- Copyright Clearance Center Inc. - Key offerings
- SWOT
- 14.8 Elsevier Ltd.
- Elsevier Ltd. - Overview
- Elsevier Ltd. - Product / Service
- Elsevier Ltd. - Key offerings
- SWOT
- 14.9 Informa PLC
- Informa PLC - Overview
- Informa PLC - Product / Service
- Informa PLC - Key offerings
- SWOT
- 14.10 Institute of Electrical and Electronics Engineers Inc.
- Institute of Electrical and Electronics Engineers Inc. - Overview
- Institute of Electrical and Electronics Engineers Inc. - Product / Service
- Institute of Electrical and Electronics Engineers Inc. - Key offerings
- SWOT
- 14.11 John Wiley and Sons Inc.
- John Wiley and Sons Inc. - Overview
- John Wiley and Sons Inc. - Business segments
- John Wiley and Sons Inc. - Key offerings
- John Wiley and Sons Inc. - Segment focus
- SWOT
- 14.12 Microsoft Corp.
- Microsoft Corp. - Overview
- Microsoft Corp. - Business segments
- Microsoft Corp. - Key news
- Microsoft Corp. - Key offerings
- Microsoft Corp. - Segment focus
- SWOT
- 14.13 OpenAI
- OpenAI - Overview
- OpenAI - Product / Service
- OpenAI - Key offerings
- SWOT
- 14.14 ProQuest LLC
- ProQuest LLC - Overview
- ProQuest LLC - Product / Service
- ProQuest LLC - Key offerings
- SWOT
- 14.15 SAGE Publications Inc.
- SAGE Publications Inc. - Overview
- SAGE Publications Inc. - Product / Service
- SAGE Publications Inc. - Key offerings
- SWOT
- 14.16 Springer Verlag GmbH
- Springer Verlag GmbH - Overview
- Springer Verlag GmbH - Business segments
- Springer Verlag GmbH - Key offerings
- Springer Verlag GmbH - Segment focus
- SWOT
- 14.17 Taylor and Francis
- Taylor and Francis - Overview
- Taylor and Francis - Product / Service
- Taylor and Francis - Key offerings
- SWOT
- 14.18 Wolters Kluwer NV
- Wolters Kluwer NV - Overview
- Wolters Kluwer NV - Business segments
- Wolters Kluwer NV - Key news
- Wolters Kluwer NV - Key offerings
- Wolters Kluwer NV - Segment focus
- SWOT
15 Appendix
- 15 Appendix
- 15.1 Scope of the report
- Market definition
- Objectives
- Notes and caveats
- 15.2 Inclusions and exclusions checklist
- Inclusions checklist
- Exclusions checklist
- 15.3 Currency conversion rates for US$
- Currency conversion rates for US$
- 15.4 Research methodology
- 15.5 Data procurement
- 15.6 Data validation
- 15.7 Validation techniques employed for market sizing
- Validation techniques employed for market sizing
- 15.8 Data synthesis
- 15.9 360 degree market analysis
- 360 degree market analysis
- 15.10 List of abbreviations
INFORMATION SOURCES
DATA ANALYSIS
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