98 datasets found
  1. F

    Private Business Sector: Contribution of Labor Composition to Labor...

    • fred.stlouisfed.org
    json
    Updated Mar 21, 2025
    + more versions
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    (2025). Private Business Sector: Contribution of Labor Composition to Labor Productivity [Dataset]. https://fred.stlouisfed.org/series/MPU4900182
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Mar 21, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Private Business Sector: Contribution of Labor Composition to Labor Productivity (MPU4900182) from 1987 to 2024 about composite, contributions, productivity, sector, business, labor, private, and USA.

  2. T

    United States - Private Business Sector: Contribution of Capital Intensity

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Mar 10, 2020
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    TRADING ECONOMICS (2020). United States - Private Business Sector: Contribution of Capital Intensity [Dataset]. https://tradingeconomics.com/united-states/private-business-sector-contribution-of-capital-intensity-fed-data.html
    Explore at:
    json, csv, excel, xmlAvailable download formats
    Dataset updated
    Mar 10, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Business Sector: Contribution of Capital Intensity was 105.68900 Index 2009=100 in January of 2024, according to the United States Federal Reserve. Historically, United States - Private Business Sector: Contribution of Capital Intensity reached a record high of 105.68900 in January of 2024 and a record low of 77.14400 in January of 1987. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Business Sector: Contribution of Capital Intensity - last updated from the United States Federal Reserve on July of 2025.

  3. T

    United States - Private Business Sector: Contribution of Capital Intensity

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Apr 23, 2020
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    TRADING ECONOMICS (2020). United States - Private Business Sector: Contribution of Capital Intensity [Dataset]. https://tradingeconomics.com/united-states/private-business-sector-contribution-of-capital-intensity-percent-change-from-year-ago-fed-data.html
    Explore at:
    json, xml, csv, excelAvailable download formats
    Dataset updated
    Apr 23, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Business Sector: Contribution of Capital Intensity was 1.10000 % Chg. from Yr. Ago in January of 2024, according to the United States Federal Reserve. Historically, United States - Private Business Sector: Contribution of Capital Intensity reached a record high of 4.30000 in January of 2020 and a record low of -1.20000 in January of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Business Sector: Contribution of Capital Intensity - last updated from the United States Federal Reserve on July of 2025.

  4. T

    United States - Private Business Sector: Contribution of Labor Composition

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Jun 2, 2018
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    TRADING ECONOMICS (2018). United States - Private Business Sector: Contribution of Labor Composition [Dataset]. https://tradingeconomics.com/united-states/private-business-sector-contribution-of-labor-composition-fed-data.html
    Explore at:
    csv, excel, json, xmlAvailable download formats
    Dataset updated
    Jun 2, 2018
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Business Sector: Contribution of Labor Composition was 102.10800 Index 2009=100 in January of 2024, according to the United States Federal Reserve. Historically, United States - Private Business Sector: Contribution of Labor Composition reached a record high of 102.23400 in January of 2020 and a record low of 91.24100 in January of 1987. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Business Sector: Contribution of Labor Composition - last updated from the United States Federal Reserve on July of 2025.

  5. F

    Contributions to Percent Change in Real GDP by Industry: Professional and...

    • fred.stlouisfed.org
    json
    Updated Jun 26, 2025
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    (2025). Contributions to Percent Change in Real GDP by Industry: Professional and Business Services: Management of Companies and Enterprises [Dataset]. https://fred.stlouisfed.org/series/CPGDPMCE
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Jun 26, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Contributions to Percent Change in Real GDP by Industry: Professional and Business Services: Management of Companies and Enterprises (CPGDPMCE) from Q2 2005 to Q1 2025 about management, contributions, enterprises, professional, companies, private industries, business, percent, services, private, real, industry, GDP, and USA.

  6. T

    United States - Private Business Sector: Contribution of Labor Composition

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Apr 23, 2020
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    TRADING ECONOMICS (2020). United States - Private Business Sector: Contribution of Labor Composition [Dataset]. https://tradingeconomics.com/united-states/private-business-sector-contribution-of-labor-composition-percent-change-from-year-ago-fed-data.html
    Explore at:
    xml, json, csv, excelAvailable download formats
    Dataset updated
    Apr 23, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Business Sector: Contribution of Labor Composition was 0.30000 % Chg. from Yr. Ago in January of 2024, according to the United States Federal Reserve. Historically, United States - Private Business Sector: Contribution of Labor Composition reached a record high of 1.70000 in January of 2020 and a record low of -0.50000 in January of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Business Sector: Contribution of Labor Composition - last updated from the United States Federal Reserve on July of 2025.

  7. T

    United States - Machinery: Contribution of Purchased Business Services...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Dec 28, 2020
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    TRADING ECONOMICS (2020). United States - Machinery: Contribution of Purchased Business Services Intensity [Dataset]. https://tradingeconomics.com/united-states/manufacturing-durable-goods-sector-machinery-contribution-of-purchased-services-intensity-fed-data.html
    Explore at:
    csv, xml, json, excelAvailable download formats
    Dataset updated
    Dec 28, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Machinery: Contribution of Purchased Business Services Intensity was 99.26800 Index 2009=100 in January of 2023, according to the United States Federal Reserve. Historically, United States - Machinery: Contribution of Purchased Business Services Intensity reached a record high of 102.38400 in January of 2003 and a record low of 94.28100 in January of 1988. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Machinery: Contribution of Purchased Business Services Intensity - last updated from the United States Federal Reserve on June of 2025.

  8. T

    United States - Private Business Sector: Contribution of Research and...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Apr 30, 2020
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    TRADING ECONOMICS (2020). United States - Private Business Sector: Contribution of Research and Development (R&D) Intensity [Dataset]. https://tradingeconomics.com/united-states/private-business-sector-contribution-of-research-and-development-intensity-percent-change-from-year-ago-fed-data.html
    Explore at:
    csv, xml, excel, jsonAvailable download formats
    Dataset updated
    Apr 30, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Business Sector: Contribution of Research and Development (R&D) Intensity was 0.30000 % Chg. from Yr. Ago in January of 2023, according to the United States Federal Reserve. Historically, United States - Private Business Sector: Contribution of Research and Development (R&D) Intensity reached a record high of 0.60000 in January of 2020 and a record low of 0.00000 in January of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Business Sector: Contribution of Research and Development (R&D) Intensity - last updated from the United States Federal Reserve on July of 2025.

  9. T

    United States - Private Business Sector: Contribution of Research and...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated May 31, 2020
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    TRADING ECONOMICS (2020). United States - Private Business Sector: Contribution of Research and Development (R&D) Intensity [Dataset]. https://tradingeconomics.com/united-states/private-business-sector-contribution-of-research-and-development-intensity-fed-data.html
    Explore at:
    json, xml, csv, excelAvailable download formats
    Dataset updated
    May 31, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Business Sector: Contribution of Research and Development (R&D) Intensity was 101.21500 Index 2009=100 in January of 2023, according to the United States Federal Reserve. Historically, United States - Private Business Sector: Contribution of Research and Development (R&D) Intensity reached a record high of 102.05400 in January of 2020 and a record low of 95.03400 in January of 1987. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Business Sector: Contribution of Research and Development (R&D) Intensity - last updated from the United States Federal Reserve on July of 2025.

  10. D

    Graph Database Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Sep 22, 2024
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    Dataintelo (2024). Graph Database Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/global-graph-database-market
    Explore at:
    pptx, pdf, csvAvailable download formats
    Dataset updated
    Sep 22, 2024
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Graph Database Market Outlook



    The global graph database market size was valued at USD 1.5 billion in 2023 and is projected to reach USD 8.5 billion by 2032, growing at a CAGR of 21.2% from 2024 to 2032. The substantial growth of this market is driven primarily by increasing data complexity, advancements in data analytics technologies, and the rising need for more efficient database management systems.



    One of the primary growth factors for the graph database market is the exponential increase in data generation. As organizations generate vast amounts of data from various sources such as social media, e-commerce platforms, and IoT devices, the need for sophisticated data management and analysis tools becomes paramount. Traditional relational databases struggle to handle the complexity and interconnectivity of this data, leading to a shift towards graph databases which excel in managing such intricate relationships.



    Another significant driver is the growing adoption of artificial intelligence (AI) and machine learning (ML) technologies. These technologies rely heavily on connected data for predictive analytics and decision-making processes. Graph databases, with their inherent ability to model relationships between data points effectively, provide a robust foundation for AI and ML applications. This synergy between AI/ML and graph databases further accelerates market growth.



    Additionally, the increasing prevalence of personalized customer experiences across industries like retail, finance, and healthcare is fueling demand for graph databases. Businesses are leveraging graph databases to analyze customer behaviors, preferences, and interactions in real-time, enabling them to offer tailored recommendations and services. This enhanced customer experience translates to higher customer satisfaction and retention, driving further adoption of graph databases.



    From a regional perspective, North America currently holds the largest market share due to early adoption of advanced technologies and the presence of key market players. However, significant growth is also anticipated in the Asia-Pacific region, driven by rapid digital transformation, increasing investments in IT infrastructure, and growing awareness of the benefits of graph databases. Europe is also expected to witness steady growth, supported by stringent data management regulations and a strong focus on data privacy and security.



    Component Analysis



    The graph database market can be segmented into two primary components: software and services. The software segment holds the largest market share, driven by extensive adoption across various industries. Graph database software is designed to create, manage, and query graph databases, offering features such as scalability, high performance, and efficient handling of complex data relationships. The growth in this segment is propelled by continuous advancements and innovations in graph database technologies. Companies are increasingly investing in research and development to enhance the capabilities of their graph database software products, catering to the evolving needs of their customers.



    On the other hand, the services segment is also witnessing substantial growth. This segment includes consulting, implementation, and support services provided by vendors to help organizations effectively deploy and manage graph databases. As businesses recognize the benefits of graph databases, the demand for expert services to ensure successful implementation and integration into existing systems is rising. Additionally, ongoing support and maintenance services are crucial for the smooth operation of graph databases, driving further growth in this segment.



    The increasing complexity of data and the need for specialized expertise to manage and analyze it effectively are key factors contributing to the growth of the services segment. Organizations often lack the in-house skills required to harness the full potential of graph databases, prompting them to seek external assistance. This trend is particularly evident in large enterprises, where the scale and complexity of data necessitate robust support services.



    Moreover, the services segment is benefiting from the growing trend of outsourcing IT functions. Many organizations are opting to outsource their database management needs to specialized service providers, allowing them to focus on their core business activities. This shift towards outsourcing is further bolstering the demand for graph database services, driving market growth.


    &l

  11. T

    United States - Private Business Sector: Contribution of Intellectual...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Apr 23, 2021
    + more versions
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    TRADING ECONOMICS (2021). United States - Private Business Sector: Contribution of Intellectual Property Products Excluding R&D Intensity [Dataset]. https://tradingeconomics.com/united-states/private-business-sector-contribution-of-all-other-intellectual-property-products-intensity-fed-data.html
    Explore at:
    xml, json, excel, csvAvailable download formats
    Dataset updated
    Apr 23, 2021
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Business Sector: Contribution of Intellectual Property Products Excluding R&D Intensity was 101.98000 Index 2009=100 in January of 2023, according to the United States Federal Reserve. Historically, United States - Private Business Sector: Contribution of Intellectual Property Products Excluding R&D Intensity reached a record high of 101.98000 in January of 2023 and a record low of 97.01700 in January of 1987. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Business Sector: Contribution of Intellectual Property Products Excluding R&D Intensity - last updated from the United States Federal Reserve on July of 2025.

  12. T

    United States - Private Nonfarm Business Sector: Contribution of Capital...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Mar 9, 2020
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    TRADING ECONOMICS (2020). United States - Private Nonfarm Business Sector: Contribution of Capital Intensity [Dataset]. https://tradingeconomics.com/united-states/private-non-farm-business-sector-contribution-of-capital-intensity-fed-data.html
    Explore at:
    csv, excel, xml, jsonAvailable download formats
    Dataset updated
    Mar 9, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Nonfarm Business Sector: Contribution of Capital Intensity was 105.55800 Index 2009=100 in January of 2024, according to the United States Federal Reserve. Historically, United States - Private Nonfarm Business Sector: Contribution of Capital Intensity reached a record high of 105.56300 in January of 2020 and a record low of 76.88900 in January of 1987. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Nonfarm Business Sector: Contribution of Capital Intensity - last updated from the United States Federal Reserve on July of 2025.

  13. F

    Private Business Sector: Contribution of Capital Intensity to Labor...

    • fred.stlouisfed.org
    json
    Updated Mar 21, 2025
    + more versions
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    (2025). Private Business Sector: Contribution of Capital Intensity to Labor Productivity [Dataset]. https://fred.stlouisfed.org/series/MPU4900152
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Mar 21, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Private Business Sector: Contribution of Capital Intensity to Labor Productivity (MPU4900152) from 1987 to 2024 about contributions, productivity, sector, capital, business, private, and USA.

  14. T

    United States - Printing and Related Support Activities: Contribution of...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Dec 28, 2020
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    TRADING ECONOMICS (2020). United States - Printing and Related Support Activities: Contribution of Purchased Business Services Intensity [Dataset]. https://tradingeconomics.com/united-states/manufacturing-nondurable-goods-sector-printing-and-related-support-activities-contribution-of-purchased-services-intensity-fed-data.html
    Explore at:
    xml, csv, json, excelAvailable download formats
    Dataset updated
    Dec 28, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Printing and Related Support Activities: Contribution of Purchased Business Services Intensity was 2.00000 % Chg. from Yr. Ago in January of 2023, according to the United States Federal Reserve. Historically, United States - Printing and Related Support Activities: Contribution of Purchased Business Services Intensity reached a record high of 2.60000 in January of 2001 and a record low of -2.70000 in January of 2008. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Printing and Related Support Activities: Contribution of Purchased Business Services Intensity - last updated from the United States Federal Reserve on July of 2025.

  15. F

    Contributions to Percent Change in Real GDP by Industry: Professional and...

    • fred.stlouisfed.org
    json
    Updated Jun 26, 2025
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    (2025). Contributions to Percent Change in Real GDP by Industry: Professional and Business Services: Administrative and Waste Management Services [Dataset]. https://fred.stlouisfed.org/series/CPGDPAWMS
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Jun 26, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Contributions to Percent Change in Real GDP by Industry: Professional and Business Services: Administrative and Waste Management Services (CPGDPAWMS) from Q2 2005 to Q1 2025 about administrative, waste, management, contributions, professional, private industries, business, percent, services, private, real, industry, GDP, and USA.

  16. T

    United States - Contributions to Percent Change in Real GDP by Industry:...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Sep 15, 2019
    + more versions
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    TRADING ECONOMICS (2019). United States - Contributions to Percent Change in Real GDP by Industry: Professional and Business Services: Management of Companies and Enterprises [Dataset]. https://tradingeconomics.com/united-states/contributions-to-percent-change-in-real-gdp-by-private-industries-professional-and-business-services-management-of-companies-and-enterprises-fed-data.html
    Explore at:
    csv, excel, json, xmlAvailable download formats
    Dataset updated
    Sep 15, 2019
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Contributions to Percent Change in Real GDP by Industry: Professional and Business Services: Management of Companies and Enterprises was 0.00000 Percentage Points in October of 2024, according to the United States Federal Reserve. Historically, United States - Contributions to Percent Change in Real GDP by Industry: Professional and Business Services: Management of Companies and Enterprises reached a record high of 0.49000 in October of 2020 and a record low of -0.67000 in January of 2009. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Contributions to Percent Change in Real GDP by Industry: Professional and Business Services: Management of Companies and Enterprises - last updated from the United States Federal Reserve on July of 2025.

  17. T

    United States - Private Nonfarm Business Sector: Contribution of Capital...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Apr 27, 2020
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    TRADING ECONOMICS (2020). United States - Private Nonfarm Business Sector: Contribution of Capital Intensity [Dataset]. https://tradingeconomics.com/united-states/private-non-farm-business-sector-contribution-of-capital-intensity-percent-change-from-year-ago-fed-data.html
    Explore at:
    csv, json, xml, excelAvailable download formats
    Dataset updated
    Apr 27, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Nonfarm Business Sector: Contribution of Capital Intensity was 1.10000 % Chg. from Yr. Ago in January of 2024, according to the United States Federal Reserve. Historically, United States - Private Nonfarm Business Sector: Contribution of Capital Intensity reached a record high of 4.30000 in January of 2020 and a record low of -1.30000 in January of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Nonfarm Business Sector: Contribution of Capital Intensity - last updated from the United States Federal Reserve on July of 2025.

  18. D

    Graph Analytics Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Dec 3, 2024
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    Dataintelo (2024). Graph Analytics Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/global-graph-analytics-market
    Explore at:
    pdf, pptx, csvAvailable download formats
    Dataset updated
    Dec 3, 2024
    Authors
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Graph Analytics Market Outlook



    The global graph analytics market is poised to experience significant growth over the next decade, with market size estimated at USD 2.1 billion in 2023 and projected to reach USD 12.5 billion by 2032, growing at an impressive CAGR of 21.8%. Several factors are contributing to this rapid expansion, including the increasing complexity of data and the need for advanced analytics tools to derive actionable insights. One of the primary growth drivers is the proliferation of data sources and the need for businesses to leverage this data to gain competitive advantages. As organizations strive to understand complex relationships within large datasets, graph analytics becomes an indispensable tool for uncovering patterns and connections that traditional analytics methods may overlook.



    The rise of digital transformation initiatives across various industries is another critical factor fueling the growth of the graph analytics market. As businesses transition to digital modes of operations, they generate vast amounts of data that require sophisticated analytics techniques to be effectively utilized. Graph analytics, with its ability to analyze relationships between data points, is uniquely suited to address these demands. Moreover, the increasing adoption of artificial intelligence and machine learning technologies is driving the need for graph-based methods to enhance the accuracy and efficiency of predictive models. These technologies rely heavily on large datasets, and graph analytics provides a framework to organize and interpret this information in a meaningful way.



    The growing emphasis on customer personalization and tailored experiences is also pushing industries to invest more in graph analytics solutions. In sectors such as retail and BFSI, understanding customer behavior and preferences is crucial for developing targeted marketing strategies and improving customer satisfaction. Graph analytics enables organizations to map customer journeys and identify touchpoints that influence purchasing decisions. Furthermore, as cybersecurity threats become more sophisticated, there's an increased demand for graph analytics in fraud detection and risk management applications, where understanding the intricate web of connections between entities is essential for identifying anomalies and potential threats.



    Regionally, North America continues to lead the graph analytics market, driven by the presence of major technology companies and a strong emphasis on research and development. The region's well-established IT infrastructure and high adoption rates of advanced technologies create a favorable environment for the growth of graph analytics solutions. In contrast, the Asia Pacific region is expected to witness the highest growth rate during the forecast period, as emerging economies increasingly adopt digital technologies and invest in analytics capabilities. Factors such as rapid urbanization, digitalization, and government initiatives supporting smart city projects are likely to contribute to the growing demand for graph analytics in this region.



    Component Analysis



    The graph analytics market is segmented by components into software and services. The software segment is a significant contributor to the market's growth, driven by the increasing demand for advanced analytics solutions that can handle large and complex datasets. Organizations are investing in graph analytics software to gain insights into network structures, customer behavior, and operational efficiencies. The software segment is further divided into platforms and tools, each playing a crucial role in facilitating the adoption of graph analytics. Platforms provide the infrastructure necessary for processing graph data, while tools offer specific functionalities such as visualization, querying, and pattern recognition.



    On the other hand, the services segment encompasses a wide range of offerings, including consulting, implementation, and support services. As businesses seek to integrate graph analytics into their existing systems, they often require expert guidance to navigate the complexities of deployment and optimization. Consulting services help organizations understand the potential of graph analytics and develop strategies tailored to their specific needs. Implementation services ensure seamless integration of graph analytics solutions, while support services provide ongoing maintenance and updates to keep systems running smoothly. The increasing reliance on service providers to manage analytics infrastructure is boosting the growth of the services segment.



    The integ

  19. T

    United States - Private Business Sector: Contribution of Capital Services...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Apr 22, 2020
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    TRADING ECONOMICS (2020). United States - Private Business Sector: Contribution of Capital Services Excluding IPP and IPE Intensity [Dataset]. https://tradingeconomics.com/united-states/private-business-sector-contribution-of-all-other-capital-services-intensity-fed-data.html
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    xml, json, excel, csvAvailable download formats
    Dataset updated
    Apr 22, 2020
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    United States
    Description

    United States - Private Business Sector: Contribution of Capital Services Excluding IPP and IPE Intensity was 100.27000 Index 2009=100 in January of 2023, according to the United States Federal Reserve. Historically, United States - Private Business Sector: Contribution of Capital Services Excluding IPP and IPE Intensity reached a record high of 102.23300 in January of 2020 and a record low of 93.10700 in January of 1989. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Private Business Sector: Contribution of Capital Services Excluding IPP and IPE Intensity - last updated from the United States Federal Reserve on July of 2025.

  20. F

    Private Nonfarm Business Sector: Contribution of Research and Development...

    • fred.stlouisfed.org
    json
    Updated Mar 21, 2025
    + more versions
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    (2025). Private Nonfarm Business Sector: Contribution of Research and Development (R&D) Intensity to Labor Productivity [Dataset]. https://fred.stlouisfed.org/series/MPU4910192
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    jsonAvailable download formats
    Dataset updated
    Mar 21, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Private Nonfarm Business Sector: Contribution of Research and Development (R&D) Intensity to Labor Productivity (MPU4910192) from 1987 to 2023 about R&D, contributions, productivity, sector, nonfarm, business, private, and USA.

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(2025). Private Business Sector: Contribution of Labor Composition to Labor Productivity [Dataset]. https://fred.stlouisfed.org/series/MPU4900182

Private Business Sector: Contribution of Labor Composition to Labor Productivity

MPU4900182

Explore at:
jsonAvailable download formats
Dataset updated
Mar 21, 2025
License

https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

Description

Graph and download economic data for Private Business Sector: Contribution of Labor Composition to Labor Productivity (MPU4900182) from 1987 to 2024 about composite, contributions, productivity, sector, business, labor, private, and USA.

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