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TwitterThe number of users in the 'Healthcare IoT' segment of the internet of things market worldwide was modeled to be ************* users in 2024. Following a continuous upward trend, the number of users has risen by ************* users since 2018. Between 2024 and 2028, the number of users will rise by ************* users, continuing its consistent upward trajectory.Further information about the methodology, more market segments, and metrics can be found on the dedicated Market Insights page on Healthcare IoT.
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TwitterThe revenue in the 'Healthcare IoT' segment of the internet of things market worldwide was modeled to be 83.81 billion U.S. dollars in 2024. Following a continuous upward trend, the revenue has risen by 48.02 billion U.S. dollars since 2018. Between 2024 and 2029, the revenue will rise by 50.62 billion U.S. dollars, continuing its consistent upward trajectory.Further information about the methodology, more market segments, and metrics can be found on the dedicated Market Insights page on Healthcare IoT.
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TwitterThe Internet of Things (IoT) is changing the way healthcare is delivered through interconnected technology and remote patient monitoring. One of the main challenges associated with the IoT is security. As of 2018, North America held the highest share of the healthcare IoT security market with about 47 percent of the market. By 2028, the Asia-Pacific region is expected to increase their hold on the market from about 17 percent to 22 percent.
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TwitterThe Internet of Things (IoT) medical and healthcare technology market in Japan was estimated at approximately *** billion Japanese yen in 2018. The market was forecast to grow until 2024, reaching a size of around *** billion yen.
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TwitterThe revenue in the 'Healthcare IoT' segment of the internet of things market in North America was modeled to amount to ************* U.S. dollars in 2024. Following a continuous upward trend, the revenue has risen by ************* U.S. dollars since 2018. Between 2024 and 2029, the revenue will rise by ************* U.S. dollars, continuing its consistent upward trajectory.Further information about the methodology, more market segments, and metrics can be found on the dedicated Market Insights page on Healthcare IoT.
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Medical Device Security Solutions Market Size 2024-2028
The medical device security solutions market size is forecast to increase by USD 2.62 billion, at a CAGR of 11.96% between 2023 and 2028.
The market is experiencing significant growth, driven by increasing concerns about healthcare data security and the widespread adoption of Internet of Things (IoT) and connected devices in the healthcare industry. The healthcare sector's reliance on digital technologies and interconnected devices has led to a surge in data generation and exchange, necessitating robust security measures. However, the market faces challenges, including the use of outdated platforms in healthcare organizations. These legacy systems may lack adequate security features, making them vulnerable to cyber threats. As the healthcare industry continues to digitize, addressing these security challenges will be crucial for market participants to capitalize on the opportunities presented by the growing demand for secure medical device solutions. Companies must focus on developing innovative, secure solutions that cater to the unique needs of the healthcare sector while ensuring compliance with regulatory frameworks. Effective collaboration between healthcare providers, technology companies, and regulatory bodies will be essential to mitigate risks and protect sensitive patient data.
What will be the Size of the Medical Device Security Solutions Market during the forecast period?
Explore in-depth regional segment analysis with market size data - historical 2018-2022 and forecasts 2024-2028 - in the full report.
Request Free SampleThe market continues to evolve as healthcare organizations seek to safeguard their systems and data from cyber threats. Compliance standards, such as FDA regulations, mandate robust security measures for medical devices, driving innovation in this space. Security auditing and biometric authentication are becoming increasingly common for access control, while network security and data encryption are essential components of a comprehensive security architecture. IoT security is a growing concern, with multi-factor authentication (MFA) and secure coding practices essential to mitigate risks. Malware protection, behavioral analytics, and intrusion detection are integral to identifying and responding to threats in real-time.
AI in cybersecurity is revolutionizing threat intelligence, enabling predictive analysis and proactive measures. Risk management is a continuous process, with penetration testing, access control systems, and threat modeling essential to identify vulnerabilities and mitigate risks. Physical security, incident response, and disaster recovery are also crucial components of a holistic security strategy. Data integrity, software security, and blockchain security are essential to protect sensitive information, while patch management and vulnerability scanning help maintain system security. Wireless security, data loss prevention, and cloud security are critical considerations for modern healthcare organizations. The market dynamics of medical device security solutions are ever-changing, with new threats and regulatory requirements emerging constantly.
Staying informed and adhering to best practices is essential to maintaining a secure and compliant environment.
How is this Medical Device Security Solutions Industry segmented?
The medical device security solutions industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments. DeviceWearable and external medical devicesHospital medical devicesInternally embedded medical devicesEnd-userHealthcare providersMedical devices manufacturersHealthcare payersGeographyNorth AmericaUSEuropeGermanyUKAPACChinaJapanRest of World (ROW)
By Device Insights
The wearable and external medical devices segment is estimated to witness significant growth during the forecast period.The healthcare industry's digital transformation has led to the integration of advanced technologies such as IoT, artificial intelligence, and cybersecurity solutions to ensure data privacy and security. Medical devices have become increasingly connected, leading to a heightened need for robust network security, data encryption, and anomaly detection. Compliance with regulatory requirements, such as FDA regulations and HIPAA, is crucial. Biometric authentication and multi-factor authentication (MFA) have become essential for access control and risk management. Cybersecurity threats, including malware and intrusions, pose significant risks to medical devices and patient data. Therefore, healthcare organizations prioritize incident response, vulnerability scanning, and patch management. Threat intelligence and penetration testing help identify and mitigate potential vulnerabilities. Access contro
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TwitterThe revenue in the 'Healthcare IoT' segment of the internet of things market in Europe was modeled to amount to ************* U.S. dollars in 2024. Following a continuous upward trend, the revenue has risen by ************ U.S. dollars since 2018. Between 2024 and 2029, the revenue will rise by ************ U.S. dollars, continuing its consistent upward trajectory.Further information about the methodology, more market segments, and metrics can be found on the dedicated Market Insights page on Healthcare IoT.
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🧠 Project TitleTrustworthy and Ethical AI for Intrusion Detection in Healthcare IoT (IoMT) Systems: An Agentic Decision Loop Framework📋 OverviewThis repository contains the official code, datasets, and configuration setup for the paper submitted to Springer’s Journal of Healthcare Informatics Research (JHIR).The study presents a multi-agent intrusion detection architecture that integrates:A supervised flow-based detectorA Deep Q-Network (DQN) triage agentA NIST AI RMF–aligned ethical rule engineThe framework enables trustworthy, safe, and context-aware intrusion detection in healthcare IoT environments (IoMT).🏗️ Repository Structureagentic-ethical-ids-healthcare/│├── src/ # Source code for model, rule engine, and agent│ ├── train_agent.py│ ├── ethical_engine.py│ ├── detector_model.py│ └── utils/│├── data/ # Links or sample data subsets│ ├── CIC-IoMT-2024/ │ └── CSE-CIC-IDS2018/│├── notebooks/ # Jupyter notebooks for training and analysis│├── models/ # Pretrained model checkpoints (.pth, .pkl)│├── results/ # Evaluation outputs and figures│├── requirements.txt # Python dependencies├── LICENSE # MIT License for open research use└── README.md # Project documentation⚙️ Setup and InstallationClone the repository and set up your environment:git clone https://github.com/ibrahimadabara01/agentic-ethical-ids-healthcare.gitcd agentic-ethical-ids-healthcarepython -m venv venvsource venv/bin/activate # On Windows: venv\Scripts\activatepip install -r requirements.txt📊 DatasetsThis project uses three datasets:DatasetPurposeSourceCIC-IoMT 2024Primary IoMT intrusion detection datasetCanadian Institute for CybersecurityCSE-CIC-IDS2018Domain-shift evaluationCIC Dataset PortalMIMIC-IV (Demo)Clinical context signalsPhysioNet⚠️ Note: All datasets are publicly available. The MIMIC-IV Demo contains only de-identified data.🚀 How to Reproduce ResultsRun the full pipeline (training + evaluation):python src/train_agent.py --config configs/agentic_ids.yamlThis script:Trains the supervised flow-based detector on CIC-IoMT 2024Fine-tunes the DQN triage agentEvaluates under domain-shift using CSE-CIC-IDS2018Computes Ethical Compliance Rate (ECR), False Escalation Rate (FER), and CAS metrics📈 Key MetricsMetricDescriptionAccuracyCorrect classification rate across all flowsF1-Score (Weighted)Balanced measure of precision and recallEthical Compliance Rate (ECR)Percentage of actions consistent with governance rulesFalse Escalation Rate (FER)Proportion of overreactions (false alarms)Contextual Adaptation Score (CAS)Robustness under domain-shift📘 CitationIf you use this repository, please cite:Adabara, I. M., et al. (2025). Trustworthy and Ethical AI for Intrusion Detection in Healthcare IoT (IoMT) Systems: An Agentic Decision Loop Framework. Journal of Healthcare Informatics Research, Springer.🔒 Ethical ComplianceAll experiments comply with PhysioNet and HIPAA de-identification standards.The MIMIC-IV Demo dataset was used under credentialed access and contains no PHI.🧾 LicenseThis project is released under the MIT License, allowing free use for research and educational purposes.
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Internet Of Things (IoT) Market Size 2024-2028
The internet of things (iot) market size is valued to increase USD 1554.5 billion, at a CAGR of 18.52% from 2023 to 2028. Technological developments in different platforms will drive the internet of things (iot) market.
Major Market Trends & Insights
APAC dominated the market and accounted for a 37% growth during the forecast period.
By Application - Industrial segment was valued at USD 188.70 billion in 2022
By Technology - RFID segment accounted for the largest market revenue share in 2022
Market Size & Forecast
Market Opportunities: USD 302.53 billion
Market Future Opportunities: USD 1554.50 billion
CAGR : 18.52%
APAC: Largest market in 2022
Market Summary
The market encompasses a vast and dynamic landscape of core technologies and applications, continually evolving to redefine the way we connect and interact with the world around US. IoT technologies, including wireless communication, cloud computing, and machine learning, are revolutionizing industries and transforming everyday life. According to a recent study, the global IoT market share in the industrial sector is projected to reach 22% by 2025. Core IoT applications span across industries, including healthcare, manufacturing, transportation, and agriculture, with wearables gaining significant traction for monitoring human health and environmental conditions. However, the market faces challenges such as the lack of awareness and efficient management of IoT initiatives and investments.
Technological developments in various platforms, including edge computing and 5G networks, are addressing these challenges and creating new opportunities. For instance, edge computing enables real-time data processing and analysis, while 5G networks offer faster connectivity and lower latency. These advancements are expected to drive the growth of the IoT market, with the adoption rate projected to reach 50 billion connected devices by 2030.
What will be the Size of the Internet Of Things (IoT) Market during the forecast period?
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How is the Internet Of Things (IoT) Market Segmented and what are the key trends of market segmentation?
The internet of things (iot) industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.
Application
Industrial
Retail
Healthcare
ICT
Others
Technology
RFID
Sensors
NFC
Cloud services
Others
Geography
North America
US
Europe
France
Germany
Norway
APAC
China
Rest of World (ROW)
By Application Insights
The industrial segment is estimated to witness significant growth during the forecast period.
The market is experiencing significant growth, with an estimated 27.1% of businesses implementing IoT solutions as of 2021. This trend is expected to continue, with 30.9% of companies planning to adopt IoT technology in the near future. IoT technology enables device authentication, software-defined networking, and latency reduction, among other advancements, to streamline business operations and enhance productivity. Sensor networks, firmware updates, wireless communication, and hardware acceleration are integral components of IoT infrastructure. Machine learning algorithms, edge computing, remote device management, data visualization tools, and cybersecurity measures ensure data integrity and security. Real-time monitoring, bandwidth optimization, and device provisioning are essential for efficient IoT implementation.
Low-power wide-area networks and power consumption metrics are crucial for IoT devices, especially in industrial applications. Predictive maintenance, cloud computing platforms, data acquisition, system scalability, data analytics dashboards, and embedded systems are key features that enable businesses to gain valuable insights from IoT data. The IoT market faces challenges such as network security protocols, interoperability standards, and data encryption. However, these issues are being addressed through ongoing research and development efforts. IoT is transforming industries worldwide, from manufacturing and healthcare to transportation and agriculture, offering opportunities for innovation and growth.
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The Industrial segment was valued at USD 188.70 billion in 2018 and showed a gradual increase during the forecast period.
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Regional Analysis
APAC is estimated to contribute 37% 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.
See How Internet Of Things (IoT) Mar
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The global healthcare industry is increasingly embracing digital technologies, such as cloud, Big Data, Internet of Things (IoT), remote monitoring, and more, to deliver the best patient care. However, as more digital technologies are utilized, the greater potential there is for cyberattack. Healthcare data is particularly sensitive to cyberattack, since healthcare cyber breaches often involve loss of sensitive personal information and medical records. Digitally-connected medical devices are also susceptible to cyberattack, and interference with how these devices operate could potentially lead to patient harm or even death. Health system data breaches have occurred in the past and continue to occur. In 2019, there were 510 healthcare breaches of 500 records or more (up from 371 in 2018) reported to the US Department of Health and Human Services (HHS), which in total affected over 41 million patient records. Read More
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Healthcare Facilities Management Market Size 2024-2028
The healthcare facilities management market size is forecast to increase by USD 92.9 billion at a CAGR of 9.7% between 2023 and 2028.
The market is experiencing significant growth due to the increasing adoption of advanced technologies such as artificial intelligence (AI), the Internet of Things (IoT), and big data analytics. These technologies enable smart building technology, enhancing operational efficiency and patient care. Cloud-based solutions are gaining popularity due to their flexibility and scalability. Strategic alliances and new product launches are driving market competition. However, the market remains fragmented, with numerous players vying for market share. The integration of these technologies in healthcare facilities management is transforming the industry, offering improved patient outcomes and operational cost savings.
What will be the Size of the Market During the Forecast Period?
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The market encompasses the planning, designing, constructing, and maintaining of physical infrastructure to deliver efficient and effective healthcare services. This market plays a crucial role in ensuring the health and well-being of patients, particularly those in the geriatric population and those suffering from non-communicable and chronic diseases. One of the primary objectives of healthcare facilities management is to improve patient safety. Advanced technologies, such as AI and IoT, are increasingly being integrated into healthcare facilities to achieve this goal. Big data analytics derived from these technologies enable healthcare providers to monitor patient volume, energy usage, and digital platforms to optimize patient scheduling and electronic health records management.
Moreover, healthcare facilities management is essential for energy management. With the competitive nature of the healthcare industry, on-site and off-site facility management companies are leveraging smart building technology to reduce energy usage and costs. This not only benefits the healthcare providers but also contributes to the overall sustainability efforts. Patient safety and health and well-being are the top priorities in the healthcare sector. Healthcare services must adhere to stringent regulations, including patent scrutiny, to ensure the highest standards of care. Healthcare facility construction is a significant investment, and ROI is a critical consideration. Effective healthcare facilities management can help maximize this investment by ensuring that the infrastructure is utilized optimally.
How is this market segmented and which is the largest segment?
The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.
End-user
Hospitals and clinics
Long-term healthcare facilities
Others
Geography
North America
Canada
US
Europe
Germany
UK
France
Italy
Asia
China
India
Japan
South Korea
Rest of World (ROW)
By End-user Insights
The hospitals and clinics segment is estimated to witness significant growth during the forecast period.
In the realm of healthcare, managing facilities in hospitals and clinics is a critical aspect of delivering optimal patient care. This involves overseeing the coordination of facilities, assets, and personnel to ensure a safe, efficient, and high-quality care environment. Advanced technologies, such as Artificial Intelligence (AI) and the Internet of Things (IoT), are increasingly being integrated into healthcare facilities management to enhance operations. Big data analytics and smart building technology enable real-time monitoring and optimization of energy usage, HVAC systems, and other essential services. Compliance, security, and emergency planning are also integral components of healthcare facilities management, ensuring the well-being of both patients and staff.
Moreover, with the dynamic nature of healthcare, from brief outpatient visits to lengthy inpatient procedures, agility and careful planning are essential. By leveraging the latest technologies, healthcare facilities management can adapt to the unique demands of the healthcare setting and prioritize patient care.
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The hospitals and clinics segment was valued at USD 80.00 billion in 2018 and showed a gradual increase during the forecast period.
Regional Analysis
North America is estimated to contribute 45% 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.
For more insights on the market share of var
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Internet Of Things Sensors Market Size 2025-2029
The internet of things (IoT) sensors market size is forecast to increase by USD 90.23 billion at a CAGR of 43.5% between 2024 and 2029.
The market is experiencing significant growth, driven by the increasing demand for smart factories and Industrial Internet of Things (IIoT) applications. The need for remote monitoring and real-time data collection is fueling the adoption of IoT sensors in various industries, including manufacturing, healthcare, and energy. However, the market faces challenges in the form of regulatory compliance and the need to adhere to different standards. Machine learning and deep learning algorithms enable advanced data analysis and process automation, driving digital transformation initiatives. Ensuring sensors meet various regulatory requirements and industry-specific standards can be a complex and time-consuming process, posing a significant challenge for market participants.
Despite these obstacles, the potential for IoT sensors is vast, offering companies opportunities to improve operational efficiency, enhance product quality, and create new revenue streams. By addressing regulatory challenges and continuing to innovate, companies can effectively capitalize on the growing demand for IoT sensors and contribute to the market's continued expansion. In transportation, grid technology and edge computing are essential for autonomous vehicle safety and efficient energy management.
What will be the Size of the Internet Of Things (IoT) Sensors Market during the forecast period?
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The market is experiencing significant growth and impact across various industries, including home security, healthcare, precision farming, and industrial automation systems. IoT sensors offer benefits such as real-time data collection, process optimization, and cost optimization. In healthcare, temperature sensors and biometric authentication are revolutionizing connected healthcare, while in agriculture, precision farming relies on humidity and soil moisture sensors for sustainable growth. Energy management solutions leverage temperature and lighting sensors to optimize building efficiency, while city infrastructure uses location tracking and asset management to improve sustainability. Wearable technology and virtual reality applications in industries like consulting and education are also experiencing a rise in popularity.
IoT sensors play a crucial role in optimizing energy usage, improving asset management, and enhancing security in industrial automation systems. Cloud-based solutions and platform integration are key trends, enabling seamless data sharing and analysis. IoT sensors are transforming industries by providing valuable insights and enabling innovative applications.
How is this Internet of Things (IoT) Sensors Industry segmented?
The Internet of Things (IoT) sensors 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.
End-user
Consumer electronics
Automotive
Food and beverages
Healthcare
Others
Type
Temperature sensor
Pressure sensor
Humidity sensor
Flow sensor
Others
Environment
Indoor sensor
Outdoor sensor
Connectivity
Wired sensor
Wireless sensor
Geography
North America
US
Canada
Europe
France
Germany
Italy
UK
APAC
China
India
Japan
South America
Brazil
Rest of World (ROW)
By End-user Insights
The Consumer electronics segment is estimated to witness significant growth during the forecast period. The market encompasses various applications, from city infrastructure to healthcare and agriculture. IoT sensors play a pivotal role in enhancing process optimization, energy efficiency, and predictive maintenance across industries. In construction, sensors monitor humidity levels during building processes for improved quality and energy savings. Occupancy and motion sensors in offices and homes enable response time improvement and energy management solutions. Lighting sensors optimize energy consumption based on natural light availability. In urban planning, IoT sensors facilitate real-time analytics for traffic management and predictive analytics for public safety. Grid technology integrates IoT sensors to monitor energy consumption and distribution for improved efficiency.
Healthcare services facilities utilize ECG sensors for remote patient monitoring and biometric authentication for secure access. Energy efficiency is a significant focus, with IoT sensors and communication technology used to optimize operations in manuf
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TwitterThe dataset includes blood test data of people who applied to the internal medicine outpatient clinic in Turkey between 2017 and 2018. The dataset contains 4,598 entries and 14 columns with no missing values. The columns represent various blood test values, along with demographic information (gender and age).
Columns in the Dataset Gender (0:Female, 1: Male) Age Glucose (fasting) AST (Aspartat Aminotransferaz) ALT (Alanin Aminotransferaz) Creatinine Blood Urea Nitrogen (BUN) Blood Urea Nitrogen - [ÜRE] Thyroid Stimulating Hormone (TSH) Triglyceride Cholesterol High Density Lipoprotein (HDL Cholesterol) Low Density Lipoprotein (LDL Cholesterol) Free T4 (FT4)
For those who will use this dataset, you can refer to :
For cite : Uysal, İ., Çalişkan, C. (2023). Prediction of VLDL Cholesterol Value with Interpretable Machine Learning Techniques. In: Kose, U., Gupta, D., Khanna, A., Rodrigues, J.J.P.C. (eds) Interpretable Cognitive Internet of Things for Healthcare. Internet of Things. Springer, Cham. https://doi.org/10.1007/978-3-031-08637-3_6
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IoT Analytics Market Size 2024-2028
The iot analytics market size is forecast to increase by USD 153.66 billion, at a CAGR of 46.4% between 2023 and 2028.
The Internet of Things (IoT) analytics market is experiencing significant growth, driven by the increasing need to improve business efficiency and enhance operational productivity. One of the most promising sectors for IoT analytics is healthcare, where real-time data analysis is revolutionizing patient care and diagnosis. However, the market's expansion is not without challenges. The sluggish connectivity for IoT devices poses a significant obstacle, limiting the potential for widespread adoption and integration. To capitalize on the market opportunities and navigate these challenges effectively, companies must focus on developing robust IoT analytics solutions that can seamlessly integrate with various devices and networks. By addressing the connectivity issue and delivering actionable insights, organizations can unlock the full potential of IoT analytics and transform their operations.
What will be the Size of the IoT Analytics Market during the forecast period?
Explore in-depth regional segment analysis with market size data - historical 2018-2022 and forecasts 2024-2028 - in the full report.
Request Free SampleThe Internet of Things (IoT) analytics market is characterized by continuous evolution and dynamic market activities. Deep learning and machine learning algorithms are increasingly being integrated into IoT systems for advanced data analysis, enabling real-time decision making and process automation. Edge computing, with its ability to process data closer to the source, enhances operational efficiency and reduces latency in data transfer. Financial services sector is leveraging IoT analytics for fraud detection, risk management, and customer behavior analysis. Wireless networks and low-power wide-area networks facilitate seamless data acquisition from smart devices, ensuring data privacy and security through robust protocols and encryption techniques.
Cloud integration and API management enable easy access to data and integration with business intelligence tools, enabling data visualization and data governance. Industrial IoT applications span across various sectors, including supply chain management, fleet management, and smart manufacturing, with a focus on cost optimization and energy management. IoT security is a critical concern, with ongoing efforts towards developing advanced security protocols and firmware updates. Precision agriculture, smart homes, retail analytics, and smart cities are among the emerging applications of IoT analytics, offering significant potential for process automation, environmental monitoring, and public safety. The market dynamics of IoT analytics are shaped by ongoing advancements in artificial intelligence, data analytics, and software defined networking.
Integration services and deployment strategies continue to evolve, enabling seamless integration with consumer electronics, healthcare monitoring, and energy management systems. Open standards and real-time monitoring are essential for ensuring interoperability and scalability in IoT ecosystems.
How is this IoT Analytics Industry segmented?
The iot analytics industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments. ComponentSoftwareServicesEnd-userManufacturingRetailHealthcareTelecommunication and ITOthersGeographyNorth AmericaUSCanadaEuropeFranceGermanySpainUKAPACAustraliaChinaIndiaJapanRest of World (ROW).
By Component Insights
The software segment is estimated to witness significant growth during the forecast period.In the dynamic landscape of IoT analytics, software solutions have emerged as a dominant force in 2023, accounting for a significant market share. This trend is driven by the expanding global reach of IT and retail companies, necessitating large-scale data management. The surge in SME growth in emerging economies, such as China, India, Brazil, Indonesia, and Mexico, further fuels the demand for data-driven decision-making tools. companies in the market offer software solutions to various industries, enabling real-time data acquisition and analysis for valuable business insights. Edge computing, machine learning, and artificial intelligence technologies are integrated into these solutions to optimize operational efficiency, enhance process automation, and bolster data security. Furthermore, the integration of wireless networks, cloud services, and APIs facilitates seamless data exchange and analysis. Low-power wide-area networks and sensor networks expand the reach of IoT analytics, enabling precision agriculture, smart homes, and retail analytics, among other applications. The market also prioritizes data privacy, securit
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The global machine learning as a service (MLaaS) market size reached US$ 7.5 Billion in 2023. Looking forward, IMARC Group expects the market to reach US$ 69.7 Billion by 2032, exhibiting a growth rate (CAGR) of 27.24%during 2024-2032. The growing demand for cloud-based solutions, advancements in artificial intelligence (AI), proliferation of data from internet of things (IoT) devices, and the need for predictive analytics in industries including finance, healthcare, and retail are some of the factors propelling the market growth.
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Report Attribute
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Key Statistics
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Base Year
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2023
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Forecast Years
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2024-2032
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Historical Years
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2018-2023
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Market Size in 2023
| US$ 7.5 Billion |
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Market Forecast in 2032
| US$ 69.7 Billion |
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Market Growth Rate 2024-2032
| 27.24% |
IMARC Group provides an analysis of the machine learning as a service market trends in each segment, along with forecasts at the global, regional, and country levels for 2024-2032. Our report has categorized the market based on component, organization size, application, and end user.
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Cellular Iot Market Size 2024-2028
The cellular iot market size is valued to increase USD 16.45 billion, at a CAGR of 32.14% from 2023 to 2028. Implementation of cellular IoT modules in smart city infrastructure and building automation will drive the cellular iot market.
Major Market Trends & Insights
North America dominated the market and accounted for a 33% growth during the forecast period.
By Component - Hardware segment was valued at USD 1.63 billion in 2022
By Type - 3G segment accounted for the largest market revenue share in 2022
Market Size & Forecast
Market Opportunities: USD 655.66 million
Market Future Opportunities: USD 16445.70 million
CAGR from 2023 to 2028 : 32.14%
Market Summary
The market encompasses the use of cellular technology to connect Internet of Things (IoT) devices and enable seamless communication between them. This dynamic market is driven by the increasing adoption of cellular IoT modules in various sectors, including smart city infrastructure and building automation. According to a recent report, the global market share for cellular IoT in smart cities is projected to reach 45% by 2026. The applications of cellular IoT are expanding beyond urban landscapes, with growing traction in vehicle telematics and fleet management. However, the market faces challenges such as cybersecurity threats, with an alarming increase in the number of reported attacks. Despite these hurdles, the opportunities for growth are immense, as cellular IoT continues to revolutionize industries and transform the way we connect and interact with the world around us.
What will be the Size of the Cellular Iot Market during the forecast period?
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How is the Cellular Iot Market Segmented ?
The cellular iot industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments. ComponentHardwareSoftwareType3G2G4GOthersGeographyNorth AmericaUSEuropeGermanyUKAPACChinaJapanRest of World (ROW)
By Component Insights
The hardware segment is estimated to witness significant growth during the forecast period.
The market is witnessing substantial expansion in the hardware sector, driven by the increasing demand for connected devices such as sensors, actuators, gadgets, appliances, and machines. These devices, capable of transmitting data over the Internet or other networks, enable the creation of interconnected systems that facilitate real-time data analytics. This enhancement in machine-to-machine (M2M) communication significantly improves the reliability and efficiency of hardware devices. Approximately 25% of IoT devices currently operate on cellular connectivity, with this figure projected to reach 35% by 2025. Furthermore, the integration of advanced technologies like network slicing, remote device monitoring, device authentication, and low-power wide-area networks (LPWANs) is expected to boost market growth. These technologies contribute to improved signal propagation, IoT device management, data analytics, and spectrum allocation. Moreover, the integration of APIs, data security protocols, battery life extension, and power consumption optimization is essential for the development of cellular IoT solutions. These advancements are crucial for addressing concerns related to network infrastructure, data throughput, geographic positioning, and antenna design. Additionally, the implementation of real-time tracking, predictive maintenance, edge computing, low-power sensors, cellular modules, energy harvesting, remote firmware updates, and sensor data aggregation further enhances the capabilities of cellular IoT systems. These features contribute to reduced network latency, IoT platform integration, and seamless m2m communication, making cellular IoT an indispensable technology for various industries.
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The Hardware segment was valued at USD 1.63 billion in 2018 and showed a gradual increase during the forecast period.
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Regional Analysis
North America is estimated to contribute 33% 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 market in North America is experiencing significant growth, fueled by the expanding industrial, automotive, and healthcare sectors. These industries are increasingly adopting cellular IoT solutions to enhance operational efficiency and gain competitive advantages. The advantages of cellular IoT, including low power consumption and quicker data transfer sp
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Long-Term-Investments Time Series for Swisscom AG. Swisscom AG provides telecommunication services primarily in Switzerland, Italy, and internationally. It operates through three segments: Swisscom Switzerland, Fastweb, and Other Operating. The company offers mobile and fixed-network services, such as telephony, TV, broadband, and mobile offerings, as well as sells terminal equipment; and telecom and communications solutions for business customers. It also provides cloud, outsourcing, workplace, mobile phone, networking, business process optimization, SAP, and security and authentication solutions, as well as a range of services to the banking industry; Internet of Things solutions; digitization services to the healthcare sector; fixed-line and mobile networks by other telecommunication service providers; and roaming to foreign operators whose customers use its mobile networks, as well as broadband services and regulated products. In addition, the company plans, operates, and maintains network infrastructure and IT systems; provides support functions to finance, human resource, and strategy, as well as management of real estate and vehicle fleet; and offers broadband and mobile services, such as telephony, mobile offerings, and broadband services, as well as ICT solutions for residential, business, and wholesale customers. Further, it provides ICT and network infrastructure solutions; online directories; and cross-platform retail media and security communication services, as well as builds and maintains wired and wireless networks. The company was incorporated in 1998 and is based in Bern, Switzerland.
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Change-To-Liabilities Time Series for Swisscom AG. Swisscom AG provides telecommunication services primarily in Switzerland, Italy, and internationally. It operates through three segments: Swisscom Switzerland, Fastweb, and Other Operating. The company offers mobile and fixed-network services, such as telephony, TV, broadband, and mobile offerings, as well as sells terminal equipment; and telecom and communications solutions for business customers. It also provides cloud, outsourcing, workplace, mobile phone, networking, business process optimization, SAP, and security and authentication solutions, as well as a range of services to the banking industry; Internet of Things solutions; digitization services to the healthcare sector; fixed-line and mobile networks by other telecommunication service providers; and roaming to foreign operators whose customers use its mobile networks, as well as broadband services and regulated products. In addition, the company plans, operates, and maintains network infrastructure and IT systems; provides support functions to finance, human resource, and strategy, as well as management of real estate and vehicle fleet; and offers broadband and mobile services, such as telephony, mobile offerings, and broadband services, as well as ICT solutions for residential, business, and wholesale customers. Further, it provides ICT and network infrastructure solutions; online directories; and cross-platform retail media and security communication services, as well as builds and maintains wired and wireless networks. The company was incorporated in 1998 and is based in Bern, Switzerland.
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Wearable Health Sensors Market Size 2024-2028
The wearable health sensors market size is forecast to increase by USD 524.2 million at a CAGR of 10.7% between 2023 and 2028.
The market is experiencing significant growth due to increasing healthcare spending and the rising preference for remote monitoring services. Optical sensors and medical sensors are at the forefront of this trend, with applications in smart watches, fitness bands, smart glasses, smart fabric, bodywear, and footwear. These devices enable users to monitor their vital signs and health metrics in real-time, promoting proactive healthcare and disease management. However, concerns over data privacy remain a challenge, as the collection and sharing of sensitive health information raises ethical and security concerns. To address this, companies must prioritize data security and transparency, ensuring user data is protected and used only with consent. As awareness of the benefits of wearable health sensors continues to grow, the market is poised for continued expansion.
What will be the Size of the Market During the Forecast Period?
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The market is experiencing significant growth as consumers increasingly prioritize fitness awareness and health maintenance. This trend is driven by the digitalization of healthcare and the widespread adoption of consumer electronics, such as smartphones, tablets, and smart devices. Wearable sensors, including accelerometers, optical sensors, and medical sensors, are integral components of this market. These sensors enable the collection of real-time health data, facilitating remote patient monitoring and self-health monitoring. Cardiovascular diseases (CVDS) represent a major health concern, and wearable sensors offer a promising solution. By monitoring heart rate, blood pressure sensors, and other vital signs, these sensors enable early detection and prevention of CVDS. The Internet of Things (IoT) and Machine-to-Machine (M2M) communication play a crucial role in the wearable sensors market. Smart platforms facilitate the seamless exchange of data between sensors, smart devices, and healthcare providers, enhancing the overall effectiveness of remote patient monitoring.
However, home healthcare is another sector benefiting from wearable sensors. These devices enable elderly individuals and those with chronic conditions to live independently while ensuring their health is closely monitored. Security is a critical concern in the wearable sensors market. Advanced encryption and authentication technologies ensure that sensitive health data remains protected. The integration of wearable sensors with smart technology, such as smartphones and smartwatches, offers unparalleled convenience and accessibility. Users can easily track their fitness and health metrics, receive real-time alerts, and access valuable insights to make informed decisions about their wellbeing. Next-generation sensors continue to emerge, offering enhanced capabilities and functionality. These advancements will further fuel the growth of the wearable sensors market, as consumers increasingly demand more sophisticated health monitoring solutions.
How is this market segmented and which is the largest segment?
The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.
Type
Heart rate sensors
Pedometers
Pressure and temperature sensors
Geography
North America
Canada
US
APAC
China
India
Japan
South Korea
Europe
Germany
UK
France
South America
Brazil
Middle East and Africa
By Type Insights
The heart rate sensors segment is estimated to witness significant growth during the forecast period.
Wearable health sensors, including optical sensors and medical sensors, have gained significant traction in the US market with the increasing awareness of health and wellness. These sensors are integrated into various wearable devices such as smartwatches, fitness bands, smart glasses, smart fabric, bodywear, and footwear. Heart rate monitoring sensors, which utilize a methodology called photoplethysmography (PPG), are among the most common sensors used in wearables.
Furthermore, these sensors employ small light-emitting diodes (LEDs) on the underside of the device to measure blood flow in the user's wrist. The interaction of light with the blood is captured by another sensor, which then processes the data using other sensors and algorithms to generate pulse readings. Most wearables in the form of wristbands utilize these sensors to monitor fitness and health metrics. The inadequate awareness of these advanced health monitoring technologies and the rising healthcare spending are driving the demand for remote mo
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TwitterBy 2025, forecasts suggest that there will be more than ** billion Internet of Things (IoT) connected devices in use. This would be a nearly threefold increase from the IoT installed base in 2019. What is the Internet of Things? The IoT refers to a network of devices that are connected to the internet and can “communicate” with each other. Such devices include daily tech gadgets such as the smartphones and the wearables, smart home devices such as smart meters, as well as industrial devices like smart machines. These smart connected devices are able to gather, share, and analyze information and create actions accordingly. By 2023, global spending on IoT will reach *** trillion U.S. dollars. How does Internet of Things work? IoT devices make use of sensors and processors to collect and analyze data acquired from their environments. The data collected from the sensors will be shared by being sent to a gateway or to other IoT devices. It will then be either sent to and analyzed in the cloud or analyzed locally. By 2025, the data volume created by IoT connections is projected to reach a massive total of **** zettabytes. Privacy and security concerns Given the amount of data generated by IoT devices, it is no wonder that data privacy and security are among the major concerns with regard to IoT adoption. Once devices are connected to the Internet, they become vulnerable to possible security breaches in the form of hacking, phishing, etc. Frequent data leaks from social media raise earnest concerns about information security standards in today’s world; were the IoT to become the next new reality, serious efforts to create strict security stands need to be prioritized.
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TwitterThe number of users in the 'Healthcare IoT' segment of the internet of things market worldwide was modeled to be ************* users in 2024. Following a continuous upward trend, the number of users has risen by ************* users since 2018. Between 2024 and 2028, the number of users will rise by ************* users, continuing its consistent upward trajectory.Further information about the methodology, more market segments, and metrics can be found on the dedicated Market Insights page on Healthcare IoT.