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AI Training Dataset Market worth $9.58 billion by 2029 – Exclusive Report by MarketsandMarkets™

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DELRAY BEACH, Fla., Oct. 24, 2024 /PRNewswire/ — The AI Training Dataset Market is slated to expand from USD 2.82 billion in 2024 to USD 9.58 billion by the year 2029 at a robust CAGR of 27.7% over the forecast period, according to a new report by MarketsandMarkets™.

Browse in-depth TOC on “AI Training Dataset Market”

487 – Tables
66 – Figures
446 – Pages

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Scope of the Report

Report Metrics

Details

Market size available for years

2019–2029

Base year considered

2023

Forecast period

2024–2029

Forecast units

USD (Billion)

Segments covered

Offering, Dataset Creation, Dataset Selling, Type, Data Modality, Annotation Type, End User, and Region

Geographies covered

North America, Europe, Asia Pacific, Middle East & Africa, and Latin America

Companies covered

Google (US), IBM (US), AWS (US), Microsoft (US), NVIDIA (US), Snorkel (US), Gretel (US), Shaip (US), Clickworker (US), Appen (Australia), Nexdata (US), Bitext (US), AIMLEAP (US), Deep Vision Data (US), Cogito Tech (US), Sama (US), Scale AI (US), Lionbridge Technologies (US), Alegion (US), TELUS International (Canada), iMerit (US), Labelbox (US), V7Labs (UK), Defined.ai (US), SuperAnnotate (US), LXT (Canada), Toloka AI (Netherlands), Innodata (US), Kili (France), HumanSignal (US), Superb AI (US), Hugging Face (US), CloudFactory (UK), FileMarket (Hong Kong), TagX (UAE), Roboflow (US), Supervise.ly (Estonia), Encord (UK), TransPerfect (US), Keylabs (Israel), and data.world (US).

The market for AI training datasets has gained substantial traction, with the major catalyst being the need for fair and unbiased datasets. Enterprises are gradually realizing the implications of bias within the dataset. Such bias was highlighted in the case of the Apple Card, where women were given lower credit limits than men due to biased training data embedded in the credit disbursal algorithms. Large language models have also been criticized for making negative stereotypes, such as when OpenAI’s GPT-3 unintentionally linked objectionable words to certain ethnic groups. These cases stress the need for curating well-balanced training datasets that adequately capture real life scenarios; and are inclusive as well. Other factors helping the market growth include the rise of synthetic data to address privacy concerns and scarcity issues, allowing industries like healthcare and autonomous vehicles to simulate rare scenarios. Other pivotal market trends include the progressively increasing use of multimodal datasets, to power virtual assistants and smart gadgets that require the simultaneous processing of text, images and audio.

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By offering, dataset creation segment will account for largest market share in 2024 owing to high demand for accurately labelled datasets.

The market for data labeling & annotation software is expected to hold major market share in 2024, spurred along by the rising need for accurate and precisely labelled data. One of the main factors for growth is the rising demand for context-specific annotations that go beyond basic labeling. Companies like Tempus Labs are using intricately labeled genomic and clinical data to develop precision medicine AI tools, requiring highly detailed and specialized annotations from medical experts. Furthermore, with the introduction of AI-powered annotation automation tools such as SuperAnnotate, the AI annotation is combined with human annotators, creating a human-in-the-loop (HITL) system that enhances workflow efficiency. This has become a popular trend as organizations want to reduce the amount of manual work while maintaining good standards. For example, Aptiv is leveraging such HITL datasets for training advanced driver-assistance systems (ADAS). Another major factor is the progressive increase in the adoption of multimodal data, which require highly accurate and robustly annotated dataset across various modalities.

Rising consumption of high-quality datasets to develop domain-specific AI models will push software & technology providers as the fastest growing end user segment during the forecast period

The software and technology providers segment is experiencing the fastest growth in the AI Training Dataset Market, driven by increasing demand for scalable and high-quality dataset creation solutions. These providers, especially cloud hyperscalers like AWS and Google Cloud, are leveraging massive datasets to enhance AI offerings like voice recognition, computer vision, and natural language processing. Microsoft Azure, for instance, has launched several services like Azure Machine Learning that take advantage of large amounts of data to train advanced AI models. Foundation models providers, such as Cohere and Anthropic, are also investing a lot of resources into the procurement of datasets in order to train and custom design LLMs. Furthermore, IT services companies are developing end-to-end data pipelines for their customers, allowing them to scale AI applications with ethically sourced and unbiased training datasets. The segment’s robust expansion is also aided by the growing use of industry specific datasets for niche applications like AI in cyber security and supply chain analytics.

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North America is set to hold the largest market share in 2024, fueled by a strong regulatory environment and increasing investments in responsible AI deployment

North America has emerged as the largest regional market for AI training dataset, owing to hefty R&D investments being poured into AI. As reported in the 2022 US budget, the federal AI spending of the US government was greater than USD 3.3 billion dollars, which created a demand for quality training datasets. The region’s strong focus on advancing large-scale AI models like GPT-4 by OpenAI and DeepMind’s AlphaFold also showcases the requirement for multimodal and high-quality training datasets to develop such models. Also, the existence of cloud hyperscalers like AWS, Microsoft Azure, and Google Cloud has sped up the provision of scalable AI solutions, including data annotation and management, as part of their cloud services. In Canada, companies like Element AI (acquired by ServiceNow) are creating sophisticated AI models for sectors like finance and logistics, driving the need for reliable datasets to ensure precision and effectiveness.

This trend is also assisted by the North American regulatory landscape, which favors responsible artificial intelligence practices, increasing the market demand for data sets that are both transparent and free from bias. A similar trend is reflected in California’s Automated Decision Systems Accountability Act (AB-13) which seeks to ensure that AI systems are fair and accountable.

Top Key Companies in AI Training Dataset Market:

The major players in the AI Training Dataset Market include Scale AI (US), Appen (Australia), Lionbridge Technologies (US), AWS (US), and Sama (US), along with SMEs and startups such as Snorkel AI (US), V7 Labs (UK), Alegion (US), Toloka AI (US), and iMerit (US).

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MarketsandMarkets™ is a blue ocean alternative in growth consulting and program management, leveraging a man-machine offering to drive supernormal growth for progressive organizations in the B2B space. We have the widest lens on emerging technologies, making us proficient in co-creating supernormal growth for clients.

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The B2B economy is witnessing the emergence of $25 trillion of new revenue streams that are substituting existing revenue streams in this decade alone. We work with clients on growth programs, helping them monetize this $25 trillion opportunity through our service lines – TAM Expansion, Go-to-Market (GTM) Strategy to Execution, Market Share Gain, Account Enablement, and Thought Leadership Marketing.

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TI celebrates 70 years of innovation in Europe alongside leading customers to engineer next-generation systems

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 Companies including ABB Robotics, Porsche, Schneider Electric and Husqvarna Group are working with TI to enable advancements in how the world moves, lives and works

News highlights:

TI is celebrating 70 years of operations in Europe, underscoring its commitment to helping customers across the continent and around the world solve their most complex engineering challenges.From early automotive electronics to today’s AI-driven infrastructure, TI has supported seven decades of technological advancement across Europe’s key industries.Through partnerships with key European companies, TI is shaping the future of mobility, automation and sustainable energy management.

MUNICH, Nov. 3, 2026 /PRNewswire/ — Texas Instruments (TI) (Nasdaq: TXN) is celebrating 70 years of operations in Europe, demonstrating its long history of semiconductor innovation, research and development, manufacturing and customer partnership in the region. This milestone is a key part of TI’s near 100-year legacy of driving the technological advancements that power the modern world. The anniversary coincides with TI’s participation at electronica 2026, November 10-13, in Munich, Germany.

“Our 70-year commitment to Europe is a significant part of our story, but it is also a reflection of TI’s passion – creating a better world by making electronics more affordable through semiconductors,” said Robert Berghoff, president of TI EMEA. “Our focus remains on empowering engineers in Europe and around the world as they navigate the transition toward more autonomous, AI-driven and intelligent systems. Whether through our local engineering or our global manufacturing scale, we are dedicated to providing reliable, high-performance semiconductors that help our customers solve their most complex design challenges.”

Innovating what’s next in intelligent systems
With the industry’s most comprehensive portfolio of more than 80,000 analog and embedded processing semiconductors, TI enables efficient power management, precise sensing, seamless connectivity and AI processing at the edge. Globally, TI helps more than 100,000 customers, including leading companies in Europe, accelerate innovation across key markets, from industrial automation systems that increase productivity to safer, more advanced vehicles.

Transforming industrial automation with ABB Robotics
As ABB Robotics advances the next generation of Autonomous Versatile Robotics (AVR™), physical AI is enabling robots to perceive, reason and act in increasingly dynamic industrial environments. Achieving this requires innovation across the technology stack, from sensing and computing to control and power management. TI semiconductor technology helps support the performance, efficiency and real-time control requirements of intelligent robotic systems. Technologies including real-time control microcontrollers, sensing solutions and motor-control components play an important role in enabling increasingly autonomous, adaptive and connected automation solutions.

“The transition toward physical AI and with it autonomous versatile robotics depends on advances across the entire technology ecosystem,” said Johan Ernlund, Global R&D Manager – Platform, ABB Robotics. “TI’s leadership in real-time processing, sensing and motor control provides important building blocks for the next generation of industrial automation. Together, we are helping create robotic systems that can operate safely, intelligently and efficiently in increasingly complex environments.”­­

Architecting next-generation vehicles with Porsche 
As the automotive industry shifts toward vehicles that are more intelligent and immersive, the need for advanced, efficient semiconductor solutions has never been more critical. In partnership with Porsche, TI is enabling a new era of automotive excellence through industry-leading audio and gallium nitride (GaN) technologies.

“Bringing next-generation vehicle experiences to our customers means that we are not just adopting technology, but actively driving it forward,” said Lars Heuken, Strategic Semiconductor Management, Porsche. “By working with TI to integrate GaN technology, we can achieve more efficient and compact designs without compromising on performance. This collaboration also allows us to define the next step in high-end audio performance, ensuring an exceptional experience inside the cabin.”

Powering AI from grid to gate with Schneider Electric
As AI infrastructure and sustainable energy drive unprecedented power demands, TI is partnering with Schneider Electric to solve critical design challenges and enable the next generation of AI data centers. By combining TI’s semiconductor innovations – including advanced power conversion, improved energy efficiency and scalable infrastructure – with Schneider Electric’s power management expertise, the two companies are enabling higher power density in increasingly compact footprints.

“At Schneider Electric, we’re focused on building a more sustainable and resilient future,” said Ard Verboon, Chief Procurement Officer, Schneider Electric. “As an enabler of the energy transition, we’re constantly seeking the high-efficiency power solutions that today’s critical design challenges demand. TI’s technologies provide the building blocks for systems that require resilience and efficiency, from energy management systems to industrial automation.”

Accelerating innovation in intelligent outdoor systems with Husqvarna Group 
As consumers demand greater convenience and reduced maintenance through more autonomous and connected outdoor products, engineers must accelerate the transition from concept to implementation at unprecedented speeds. TI and Husqvarna Group have been collaborating to bring next-generation products to market, from smart watering solutions to robot lawn mowers. By leveraging TI’s advanced development tools, Husqvarna Group engineers can optimize every stage of the development cycle, allowing them to focus on high-value innovation: building the smart, connected solutions that set new standards for precision and ease of use.

TI at electronica 2026
At electronica 2026, TI will showcase how its analog and embedded processing products are helping innovate what’s next in intelligent systems. Demonstrations include the latest advancements in automation, automotive, sustainable energy and more. Visit ti.com/electronica for more information.

About Texas Instruments
Texas Instruments Incorporated (Nasdaq: TXN) is a global semiconductor company that designs, manufactures and sells analog and embedded processing chips for markets such as industrial, automotive, data center, personal electronics and communications equipment. At our core, we have a passion to create a better world by making electronics more affordable through semiconductors. This passion is alive today as each generation of innovation builds upon the last to make our technology more reliable, more affordable and lower power, making it possible for semiconductors to go into electronics everywhere. Learn more at TI.com.

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New Businessolver Research Finds CEOs and CHROs Expect Empathy to Cost Them Authority

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Data shows 59% of CEOs and 51% of CHROs expect their decisions to be challenged when they lead with empathy

DENVER, Nov. 3, 2026 /PRNewswire/ — The two executives most responsible for shaping workplace culture expect to pay a price for leading with empathy. In new Businessolver research, 59% of CEOs and 51% of CHROs (or Chief People Officers) say their decisions will be challenged if they lead with empathy. Yet 99% of CEOs and 88% of CHROs believe empathy contributes to business results.

The findings come from Part 2 of Businessolver’s 2026 State of Workplace Empathy C-Suite Special Report, “Inside America’s C-suite: What happens when executives don’t feel safe?” The study of 1,000 employees and 300 C-suite executives, including CEOs, CFOs, CIOs/CTOs, and CHROs/CPOs, is part of the company’s 11th annual study on empathy at work.

Executives name the CEO as the leader with the most influence over a culture of empathy. But 43% of CEOs fear they will lose respect if they demonstrate empathy at work, and 61% say empathy is hard to demonstrate consistently in their day-to-day work.

“Executives have overwhelmingly accepted the business case for empathy, but data shows many still don’t feel safe acting on it,” said Marcy Klipfel, chief engagement officer at Businessolver. “It’s a shocking trend that so many chief people leaders feel constrained in their ability to lead with the empathy employees need. When the CEO and CHRO brace for pushback every time they lead with empathy, that tension impacts how decisions are made. And ultimately, employees feel it long before it shows up in turnover or declining productivity.”

The report also surfaced patterns that complicate how boards and HR leaders think about culture at the top:

Empathy feels riskiest where it’s needed most. 78% of executives in toxic cultures fear losing respect for showing empathy, compared with 14% in non-toxic cultures, a 64-point gap.Executives and employees disagree about who sets the tone for empathy. Just 2% of executives say non-manager employees have the most impact on workplace empathy, compared with 32% of employees.Millennial executives report the most friction putting empathy into practice. 34% say empathy gets in the way of their personal business goals, more than twice the rate of Gen X executives (16%).Employees are 1.7X more likely than executives to report a mental health issue in the past year (55% vs. 33%). Among those affected, 54% of employees report depression, compared with 12% of executives.

The report details how each C-suite role experiences coworker intimidation and mental health strain differently. Taken together, Businessolver’s C-suite reports suggest business performance can look strong even as trust and psychological safety erode below the surface.

Download the full report at https://businessolver.com/resources/2026-state-of-workplace-empathy-c-suite-special-report-p2/

About Businessolver
Since 1998, Businessolver has delivered market-changing benefits technology that empowers empathetic service supported by an intrinsic responsiveness to client needs. The company creates client programs that maximize benefits program investment, minimize risk exposure, and engage employees with easy-to-use solutions and communication tools to assist them in making wise and cost-efficient benefits selections. Founded by HR professionals, Businessolver’s unwavering service-oriented culture and secure SaaS platform provide measurable success in its mission to provide complete client delight.

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Buchanan & Edwards Wins Seven-Year Prime Contract to Support Critical National Security Missions

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New Award Expands BE’s Systems Integration and Technical Advisory Support for Critical National Security Missions

WASHINGTON, Nov. 3, 2026 /PRNewswire-PRWeb/ — Buchanan & Edwards (BE) announced today that it has been awarded a seven-year, Cost Plus Fixed Fee Level of Effort prime contract to provide systems integration, engineering, technical, and operational expertise in support of critical national security missions.

This award demonstrates the value BE brings at the intersection of technology, mission, and people.

Under the award, BE will provide highly skilled Systems Integrators (SI) and Systems Engineering Technical Advisor (SETA) professionals supporting complex mission requirements in the Chantilly, Virginia area. The work will span systems integration and interoperability, requirements development, technical analysis, program planning, risk identification and mitigation, technology assessment, and coordination across mission stakeholders.

“This is an important win for BE and a reflection of the trust our team has built through a deep understanding of our customers and their missions,” said Tara Davey, Mission Sector President at BE. “The work requires experienced professionals who can bring together technical expertise, sound analysis, and strong collaboration to help our customer navigate complex challenges and move critical mission priorities forward.”

Skilled personnel will work alongside government stakeholders to help coordinate technical activities, evaluate requirements and emerging technologies, identify and mitigate risks, and provide actionable recommendations that support informed decision-making.

“This award demonstrates the value BE brings at the intersection of technology, mission, and people,” said Chris Bellios, CEO of BE. “Winning a new seven-year prime contract is a significant milestone for our organization and reinforces the strength of our long-term growth strategy. It gives our teams the opportunity to bring the right expertise to the table, work alongside our customer, and deliver meaningful impact across missions of national importance.”

The award will create opportunities for cleared Systems Integrators, Systems Engineering and Technical Advisor professionals, engineers, analysts, and other technical specialists supporting missions in the Chantilly area.

Interested candidates can explore current opportunities at https://teambe.us/careers

About BE

Since 1998, BE has safeguarded the security and prosperity of the American people as a trusted partner to the defense, intelligence, law enforcement, and citizen services communities. We deliver unmatched technical and operational capabilities that drive mission success in today’s complex landscape. With a future-focused approach and an unwavering commitment to our clients, we design and implement solutions that strengthen, secure, and advance critical missions.

For additional information, please visit our websites at www.teambe.us

Media Contact: Scott King, sking@teambe.us

Media Contact

Scott King, Buchanan & Edwards (BE), 1 703-535-5511, sking@teambe.us, www.teambe.us

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