- Capability group
- Artificial Intelligence
- Domain
- Critical Technology · Hard Power
- Identifier
- factbase.org/cap/F4GA2HBF1E
- Reference
- Data analysis Wikipedia
Papers
45.5k
2020–2024
Paper growth
+89%
2020–24 on 2015–19
Patent families
916k
2020–2024
Filed abroad
13%
families in more than one office
In the framework
What the capability covers and what it leaves to others, and the indicators it will be measured by.
Bounds
Covers application and diffusion capacity, the deploy layer made explicit as a capability; sector outcomes belong to the economic domains, and government adoption reads here with the machinery of government itself in governance.
Lineage
Carried from v0.0 (formerly Advanced data analytics) with the same identifier; recast from a definition of analytics to the application capacity, because national advantage increasingly accrues to states that deploy, not only to states that discover.
Indicators
- AI adoption rate among firmsPending
- AI patent familiesPatents
- AI startup formation and fundingPending
Research
Papers classified to the capability, by year and by the nation of their authors' institutions, 2020–2024. Read from the v0.0 research topic Advanced data analytics.
Papers by year
The five leading nations, papers by year
Share of papers, 2020–2024
Of papers with a known author nation; 40% have none and are left out.
- 1India21.7%7,092 papers
- 2China12.0%3,929 papers
- 3United States11.3%3,716 papers
- 4United Kingdom3.7%1,227 papers
- 5Indonesia2.6%835 papers
- 6Germany2.4%771 papers
- 7Saudi Arabia2.3%738 papers
- 8Australia1.9%630 papers
- 9Malaysia1.9%608 papers
- 10Canada1.8%600 papers
Leading institutions, 2020–2024
By fractional count: each paper divided among its authors' institutions.
- 1Vellore Institute of Technology University233fractional papers
- 2SRM Institute of Science and Technology179fractional papers
- 3Chandigarh University167fractional papers
- 4Koneru Lakshmaiah Education Foundation137fractional papers
- 5Saveetha University134fractional papers
- 6Chitkara University128fractional papers
- 7Lovely Professional University113fractional papers
- 8Graphic Era University98fractional papers
- 9Amrita Vishwa Vidyapeetham93fractional papers
- 10Jain University79fractional papers
Patents
Patent families by the nation of origin of their applicants and their earliest priority year, from the CPC and IPC classes the capability is read from. 2025 onwards is incomplete: families are published 18 months after priority.
Families by priority year
The five leading origins, families by year
71,738 applicants filed here in 2015–2024; the five largest held 6% of families (HHI 19 of 10,000: unconcentrated).
Share of families by origin, 2020–2024
- 1China78.8%721,927 families
- 2United States7.0%63,904 families
- 3South Korea6.0%54,562 families
- 4Japan3.5%32,191 families
- 5Germany1.2%10,661 families
- 6Taiwan0.6%5,487 families
- 7France0.3%3,143 families
- 8Canada0.3%2,562 families
- 9India0.2%2,278 families
- 10United Kingdom0.2%2,254 families
Applicants filing most internationally, 2015–2024
Families filed in more than one office, by applicant as the offices name them.
- 1SAMSUNG ELECTRONICS CO LTD6,744international families
- 2HUAWEI TECH CO LTD3,442international families
- 3NEC CORP3,316international families
- 4MICROSOFT TECHNOLOGY LICENSING LLC3,295international families
- 5GOOGLE LLC2,754international families
- 6TOYOTA MOTOR CORP2,523international families
- 7TOYOTA MOTOR CO LTD2,500international families
- 8CANON KK2,487international families
- 9BOSCH GMBH ROBERT2,468international families
- 10PING AN TECH SHENZHEN CO LTD2,269international families
Classification read
- G06V Image and video recognition · 4.1m documents
- G06F18/00 Pattern recognition · 1.5m documents
- G06F40/00 Natural language processing · 835.9k documents
- G10L15/00 Speech recognition · 593.9k documents
- G10L13/00 Speech synthesis · 76.4k documents
- G06N5/00 Knowledge-based systems and automated reasoning · 320.6k documents
- G16H50/20 Computer-aided medical diagnosis · 175.2k documents
- G06Q10/04 Forecasting and optimisation for management · 207.7k documents
- G06F30/27 Engineering design using machine learning · 89k documents
- G06T2207/20081 Image analysis using trained models · 206.3k documents
- G06T2207/20084 Image analysis using neural networks · 194.4k documents
- G05B13/027 Adaptive control using neural networks · 10.3k documents
Shares inventions with
Capabilities whose classes the same families also fall in, by overlap (Jaccard).
- Machine Learning & Foundation Models64,113 families · 0.256
- Autonomous Systems & Trusted Autonomy21,945 families · 0.091
Companies
50 companies in this capability, across 8 regions. The leading 12:
- 1MicrosoftRuns Azure AI Foundry, Microsoft 365 Copilot, Fabric and Power BI, the largest enterprise channel for deploying AI and analytics, and is a top international AI patent filer.Software & services
- 2Alphabet (Google DeepMind)Deploys Gemini models across Search, Workspace and Google Cloud Vertex AI and BigQuery, and is among the top AI patent applicants worldwide.Software & services
- 3Amazon (AWS)AWS offers SageMaker, Bedrock and Redshift, the most widely used cloud platform for building and running applied AI and analytics workloads.Software & services
- 4Palantir TechnologiesIts Foundry, Gotham and AIP platforms put data integration and AI decision-making into government, defence and industry operations.Software & services
- 5OpenAIDevelops GPT models and sells ChatGPT Enterprise and its API, the most widely adopted generative AI products in business and government.Research
- 6IBMSells the watsonx AI and data platform and its consulting arm runs large enterprise AI and analytics deployments.Integration
- 7AccentureThe largest IT services and consulting firm by revenue, with tens of thousands of data and AI practitioners deploying AI for enterprises and governments.Integration
- 8DatabricksIts Data Intelligence Platform (lakehouse, Mosaic AI) is a leading enterprise platform for large-scale analytics and machine learning.Software & services
- 9SalesforceBuilds AI into enterprise CRM through Agentforce and Einstein, and analytics through Tableau.Software & services
- 10HuaweiDeploys its Pangu models and Huawei Cloud ModelArts in industry and government across China and emerging markets, and is the second-largest AI patent applicant in this capability.Software & services
- 11Alibaba GroupAlibaba Cloud, China's largest cloud provider, offers Qwen models and the PAI and MaxCompute AI and analytics platforms.Software & services
- 12OraclePuts AI and analytics into its databases, Fusion applications and OCI cloud services used by enterprises and governments.Software & services
