Sensor Data Analytics Market By Offering (Solution, Service), By Deployment Type (On-premise, Cloud), By Model (Ad-hoc Sensor Analytics, Real-time Sensor Analytics), By Analytics Technique (Descriptive Analytics, Predictive Analytics, Prescriptive Analytics), By Tool Type (Dashboard & Data Visualization, Data Mining & Warehousing, Self-Service Tools, Reporting, Others), By Enterprise Size (Large Enterprises, SMEs), By Industry Vertical (Manufacturing, Aerospace & Defense, Energy & Utilties, Government & Public Sector, Healthcare, Transportation & Logistics, Retail, Others): Global Opportunity Analysis and Industry Forecast, 2021-2031
Sensor data analytics is the analyzing of data through wired or wireless sensors. In addition, it is a configurable framework that is built to rapidly collect, process, and analyze all types of sensors and log data. Furthermore, it offers expandable framework, improved processing time, generate useful insights, correlates multiple data formats from multiple sensors, and reduces data management costs.
Rise in demand for wearables and increase in introduction of advanced sensors is driving the growth of sensor data analytics market. Moreover, rise in demand for various visualized real-time sensor data and information are boosting the market size. However, high cost associated with installation and lack of skilled professionals and lack of awareness about sensor data analytics restrict the growth of the market. On the contrary, increased usage of internet of things (IoT) and introduction of improved sensors are expected to offer remunerative opportunities for expansion of the market during the forecast period.
The sensor data analytics market is segmented on the basis of offering, deployment type, model, analytics technique, tool type, enterprise size, industrial vertical and region. On the basis of offering, the market is categorized into solutions, and service. On the basis of deployment model, the market is bifurcated into on-premise and cloud. On the basis of model, the market is divided into ad-hoc sensor, and real time sensor. On the basis of analytical technique, the market is classified into descriptive analytics, predictive analytics and prescriptive analytics. On the basis of tool type, the market is categorized into dashboard & data visualization, data mining & warehousing, self-service tools, reporting and others. On the basis of enterprise size, the market is classified into large enterprise and SMEs. On the basis of industry vertical, it is classified into manufacturing, aerospace & defense, energy & utilities, government & public sector, healthcare, transportation & logistics, retail, others. By region, the market is analyzed across North America, Europe, Asia-Pacific, and LAMEA.
The key players that operate in the sensor data analytics market are Agt International Inc., Cisco Systems Inc., Cloudera, Inc., FogHorn, Google Inc., General Electric, Hewlett Packard Enterprise Company, IBM Corporation, Juniper Networks Inc., and Microsoft Corporation. Qualcomm Incorporated, Schneider Electric SE, Seeq Corporation, SAP SE, Tata Consultancy Services, Talend, and Verizon Communications Inc. These players have adopted various strategies to increase their market penetration and strengthen their position in the industry.
Key Benefits For Stakeholders
This report provides a quantitative analysis of the market segments, current trends, estimations, and dynamics of the sensor data analytics market analysis from 2021 to 2031 to identify the prevailing sensor data analytics market opportunities.
The market research is offered along with information related to key drivers, restraints, and opportunities.
Porter's five forces analysis highlights the potency of buyers and suppliers to enable stakeholders make profit-oriented business decisions and strengthen their supplier-buyer network.
In-depth analysis of the sensor data analytics market segmentation assists to determine the prevailing market opportunities.
Major countries in each region are mapped according to their revenue contribution to the global market.
Market player positioning facilitates benchmarking and provides a clear understanding of the present position of the market players.
The report includes the analysis of the regional as well as global sensor data analytics market trends, key players, market segments, application areas, and market growth strategies.
Key Market Segments
By Model
Ad-hoc Sensor Analytics
Real-time Sensor Analytics
By Analytics Technique
Descriptive Analytics
Predictive Analytics
Prescriptive Analytics
By Tool Type
Dashboard Data Visualization
Data Mining Warehousing
Self-Service Tools
Reporting
Others
By Enterprise Size
Large Enterprises
SMEs
By Industry Vertical
Manufacturing
Manufacturing
Food Beverages
Industrial Machinery Heavy Equipment
High-Tech Consumer Electronics
Automotive
Others
Aerospace Defense
Energy Utilties
Government Public Sector
Healthcare
Transportation Logistics
Retail
Others
By Offering
Solution
Solution
Hardware
Software
Service
Service
Professional Service
Managed Service
By Deployment Type
On-premise
Cloud
By Region
North America
U.S.
Canada
Europe
United Kingdom
Germany
France
Italy
Spain
Netherlands
Rest of Europe
Asia-Pacific
China
Japan
South Korea
Australia
India
Rest of Asia-Pacific
LAMEA
Latin America
Middle East
Africa
Key Market Players
IBM Corporation
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- CHAPTER 1:INTRODUCTION
- 1.1.Report description
- 1.2.Key market segments
- 1.3.Key benefits to the stakeholders
- 1.4.Research Methodology
- 1.4.1.Secondary research
- 1.4.2.Primary research
- 1.4.3.Analyst tools and models
- CHAPTER 2:EXECUTIVE SUMMARY
- 2.1.Key findings of the study
- 2.2.CXO Perspective
- CHAPTER 3:MARKET OVERVIEW
- 3.1.Market definition and scope
- 3.2.Key findings
- 3.2.1.Top investment pockets
- 3.3.Porter’s five forces analysis
- 3.4.Top player positioning
- 3.5.Market dynamics
- 3.5.1.Drivers
- 3.5.2.Restraints
- 3.5.3.Opportunities
- 3.6.COVID-19 Impact Analysis on the market
- CHAPTER 4: SENSOR DATA ANALYTICS MARKET, BY OFFERING
- 4.1 Overview
- 4.1.1 Market size and forecast
- 4.2 Solution
- 4.2.1 Key market trends, growth factors and opportunities
- 4.2.2 Market size and forecast, by region
- 4.2.3 Market analysis by country
- 4.2.4 Solution Sensor Data Analytics Market by Solution
- 4.2.4.1 Hardware Market size and forecast, by region
- 4.2.4.2 Hardware Market size and forecast, by country
- 4.2.4.3 Software Market size and forecast, by region
- 4.2.4.4 Software Market size and forecast, by country
- 4.3 Service
- 4.3.1 Key market trends, growth factors and opportunities
- 4.3.2 Market size and forecast, by region
- 4.3.3 Market analysis by country
- 4.3.4 Service Sensor Data Analytics Market by Service
- 4.3.4.1 Professional Service Market size and forecast, by region
- 4.3.4.2 Professional Service Market size and forecast, by country
- 4.3.4.3 Managed Service Market size and forecast, by region
- 4.3.4.4 Managed Service Market size and forecast, by country
- CHAPTER 5: SENSOR DATA ANALYTICS MARKET, BY DEPLOYMENT TYPE
- 5.1 Overview
- 5.1.1 Market size and forecast
- 5.2 On-premise
- 5.2.1 Key market trends, growth factors and opportunities
- 5.2.2 Market size and forecast, by region
- 5.2.3 Market analysis by country
- 5.3 Cloud
- 5.3.1 Key market trends, growth factors and opportunities
- 5.3.2 Market size and forecast, by region
- 5.3.3 Market analysis by country
- CHAPTER 6: SENSOR DATA ANALYTICS MARKET, BY MODEL
- 6.1 Overview
- 6.1.1 Market size and forecast
- 6.2 Ad-hoc Sensor Analytics
- 6.2.1 Key market trends, growth factors and opportunities
- 6.2.2 Market size and forecast, by region
- 6.2.3 Market analysis by country
- 6.3 Real-time Sensor Analytics
- 6.3.1 Key market trends, growth factors and opportunities
- 6.3.2 Market size and forecast, by region
- 6.3.3 Market analysis by country
- CHAPTER 7: SENSOR DATA ANALYTICS MARKET, BY ANALYTICS TECHNIQUE
- 7.1 Overview
- 7.1.1 Market size and forecast
- 7.2 Descriptive Analytics
- 7.2.1 Key market trends, growth factors and opportunities
- 7.2.2 Market size and forecast, by region
- 7.2.3 Market analysis by country
- 7.3 Predictive Analytics
- 7.3.1 Key market trends, growth factors and opportunities
- 7.3.2 Market size and forecast, by region
- 7.3.3 Market analysis by country
- 7.4 Prescriptive Analytics
- 7.4.1 Key market trends, growth factors and opportunities
- 7.4.2 Market size and forecast, by region
- 7.4.3 Market analysis by country
- CHAPTER 8: SENSOR DATA ANALYTICS MARKET, BY TOOL TYPE
- 8.1 Overview
- 8.1.1 Market size and forecast
- 8.2 Dashboard & Data Visualization
- 8.2.1 Key market trends, growth factors and opportunities
- 8.2.2 Market size and forecast, by region
- 8.2.3 Market analysis by country
- 8.3 Data Mining & Warehousing
- 8.3.1 Key market trends, growth factors and opportunities
- 8.3.2 Market size and forecast, by region
- 8.3.3 Market analysis by country
- 8.4 Self-Service Tools
- 8.4.1 Key market trends, growth factors and opportunities
- 8.4.2 Market size and forecast, by region
- 8.4.3 Market analysis by country
- 8.5 Reporting
- 8.5.1 Key market trends, growth factors and opportunities
- 8.5.2 Market size and forecast, by region
- 8.5.3 Market analysis by country
- 8.6 Others
- 8.6.1 Key market trends, growth factors and opportunities
- 8.6.2 Market size and forecast, by region
- 8.6.3 Market analysis by country
- CHAPTER 9: SENSOR DATA ANALYTICS MARKET, BY ENTERPRISE SIZE
- 9.1 Overview
- 9.1.1 Market size and forecast
- 9.2 Large Enterprises
- 9.2.1 Key market trends, growth factors and opportunities
- 9.2.2 Market size and forecast, by region
- 9.2.3 Market analysis by country
- 9.3 SMEs
- 9.3.1 Key market trends, growth factors and opportunities
- 9.3.2 Market size and forecast, by region
- 9.3.3 Market analysis by country
- CHAPTER 10: SENSOR DATA ANALYTICS MARKET, BY INDUSTRY VERTICAL
- 10.1 Overview
- 10.1.1 Market size and forecast
- 10.2 Manufacturing
- 10.2.1 Key market trends, growth factors and opportunities
- 10.2.2 Market size and forecast, by region
- 10.2.3 Market analysis by country
- 10.2.4 Manufacturing Sensor Data Analytics Market by Manufacturing
- 10.2.4.1 Food & Beverages Market size and forecast, by region
- 10.2.4.2 Food & Beverages Market size and forecast, by country
- 10.2.4.3 Industrial Machinery & Heavy Equipment Market size and forecast, by region
- 10.2.4.4 Industrial Machinery & Heavy Equipment Market size and forecast, by country
- 10.2.4.5 High-Tech & Consumer Electronics Market size and forecast, by region
- 10.2.4.6 High-Tech & Consumer Electronics Market size and forecast, by country
- 10.2.4.7 Automotive Market size and forecast, by region
- 10.2.4.8 Automotive Market size and forecast, by country
- 10.2.4.9 Others Market size and forecast, by region
- 10.2.4.10 Others Market size and forecast, by country
- 10.3 Aerospace & Defense
- 10.3.1 Key market trends, growth factors and opportunities
- 10.3.2 Market size and forecast, by region
- 10.3.3 Market analysis by country
- 10.4 Energy & Utilties
- 10.4.1 Key market trends, growth factors and opportunities
- 10.4.2 Market size and forecast, by region
- 10.4.3 Market analysis by country
- 10.5 Government & Public Sector
- 10.5.1 Key market trends, growth factors and opportunities
- 10.5.2 Market size and forecast, by region
- 10.5.3 Market analysis by country
- 10.6 Healthcare
- 10.6.1 Key market trends, growth factors and opportunities
- 10.6.2 Market size and forecast, by region
- 10.6.3 Market analysis by country
- 10.7 Transportation & Logistics
- 10.7.1 Key market trends, growth factors and opportunities
- 10.7.2 Market size and forecast, by region
- 10.7.3 Market analysis by country
- 10.8 Retail
- 10.8.1 Key market trends, growth factors and opportunities
- 10.8.2 Market size and forecast, by region
- 10.8.3 Market analysis by country
- 10.9 Others
- 10.9.1 Key market trends, growth factors and opportunities
- 10.9.2 Market size and forecast, by region
- 10.9.3 Market analysis by country
- CHAPTER 11: SENSOR DATA ANALYTICS MARKET, BY REGION
- 11.1 Overview
- 11.1.1 Market size and forecast
- 11.2 North America
- 11.2.1 Key trends and opportunities
- 11.2.2 North America Market size and forecast, by Offering
- 11.2.2.1 North America Solution Sensor Data Analytics Market by Solution
- 11.2.2.2 North America Service Sensor Data Analytics Market by Service
- 11.2.3 North America Market size and forecast, by Deployment Type
- 11.2.4 North America Market size and forecast, by Model
- 11.2.5 North America Market size and forecast, by Analytics Technique
- 11.2.6 North America Market size and forecast, by Tool Type
- 11.2.7 North America Market size and forecast, by Enterprise Size
- 11.2.8 North America Market size and forecast, by Industry Vertical
- 11.2.8.1 North America Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.2.9 North America Market size and forecast, by country
- 11.2.9.1 U.S.
- 11.2.9.1.1 Market size and forecast, by Offering
- 11.2.9.1.1.1 U.S. Solution Sensor Data Analytics Market by Solution
- 11.2.9.1.1.2 U.S. Service Sensor Data Analytics Market by Service
- 11.2.9.1.2 Market size and forecast, by Deployment Type
- 11.2.9.1.3 Market size and forecast, by Model
- 11.2.9.1.4 Market size and forecast, by Analytics Technique
- 11.2.9.1.5 Market size and forecast, by Tool Type
- 11.2.9.1.6 Market size and forecast, by Enterprise Size
- 11.2.9.1.7 Market size and forecast, by Industry Vertical
- 11.2.9.1.7.1 U.S. Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.2.9.2 Canada
- 11.2.9.2.1 Market size and forecast, by Offering
- 11.2.9.2.1.1 Canada Solution Sensor Data Analytics Market by Solution
- 11.2.9.2.1.2 Canada Service Sensor Data Analytics Market by Service
- 11.2.9.2.2 Market size and forecast, by Deployment Type
- 11.2.9.2.3 Market size and forecast, by Model
- 11.2.9.2.4 Market size and forecast, by Analytics Technique
- 11.2.9.2.5 Market size and forecast, by Tool Type
- 11.2.9.2.6 Market size and forecast, by Enterprise Size
- 11.2.9.2.7 Market size and forecast, by Industry Vertical
- 11.2.9.2.7.1 Canada Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.3 Europe
- 11.3.1 Key trends and opportunities
- 11.3.2 Europe Market size and forecast, by Offering
- 11.3.2.1 Europe Solution Sensor Data Analytics Market by Solution
- 11.3.2.2 Europe Service Sensor Data Analytics Market by Service
- 11.3.3 Europe Market size and forecast, by Deployment Type
- 11.3.4 Europe Market size and forecast, by Model
- 11.3.5 Europe Market size and forecast, by Analytics Technique
- 11.3.6 Europe Market size and forecast, by Tool Type
- 11.3.7 Europe Market size and forecast, by Enterprise Size
- 11.3.8 Europe Market size and forecast, by Industry Vertical
- 11.3.8.1 Europe Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.3.9 Europe Market size and forecast, by country
- 11.3.9.1 United Kingdom
- 11.3.9.1.1 Market size and forecast, by Offering
- 11.3.9.1.1.1 United Kingdom Solution Sensor Data Analytics Market by Solution
- 11.3.9.1.1.2 United Kingdom Service Sensor Data Analytics Market by Service
- 11.3.9.1.2 Market size and forecast, by Deployment Type
- 11.3.9.1.3 Market size and forecast, by Model
- 11.3.9.1.4 Market size and forecast, by Analytics Technique
- 11.3.9.1.5 Market size and forecast, by Tool Type
- 11.3.9.1.6 Market size and forecast, by Enterprise Size
- 11.3.9.1.7 Market size and forecast, by Industry Vertical
- 11.3.9.1.7.1 United Kingdom Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.3.9.2 Germany
- 11.3.9.2.1 Market size and forecast, by Offering
- 11.3.9.2.1.1 Germany Solution Sensor Data Analytics Market by Solution
- 11.3.9.2.1.2 Germany Service Sensor Data Analytics Market by Service
- 11.3.9.2.2 Market size and forecast, by Deployment Type
- 11.3.9.2.3 Market size and forecast, by Model
- 11.3.9.2.4 Market size and forecast, by Analytics Technique
- 11.3.9.2.5 Market size and forecast, by Tool Type
- 11.3.9.2.6 Market size and forecast, by Enterprise Size
- 11.3.9.2.7 Market size and forecast, by Industry Vertical
- 11.3.9.2.7.1 Germany Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.3.9.3 France
- 11.3.9.3.1 Market size and forecast, by Offering
- 11.3.9.3.1.1 France Solution Sensor Data Analytics Market by Solution
- 11.3.9.3.1.2 France Service Sensor Data Analytics Market by Service
- 11.3.9.3.2 Market size and forecast, by Deployment Type
- 11.3.9.3.3 Market size and forecast, by Model
- 11.3.9.3.4 Market size and forecast, by Analytics Technique
- 11.3.9.3.5 Market size and forecast, by Tool Type
- 11.3.9.3.6 Market size and forecast, by Enterprise Size
- 11.3.9.3.7 Market size and forecast, by Industry Vertical
- 11.3.9.3.7.1 France Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.3.9.4 Italy
- 11.3.9.4.1 Market size and forecast, by Offering
- 11.3.9.4.1.1 Italy Solution Sensor Data Analytics Market by Solution
- 11.3.9.4.1.2 Italy Service Sensor Data Analytics Market by Service
- 11.3.9.4.2 Market size and forecast, by Deployment Type
- 11.3.9.4.3 Market size and forecast, by Model
- 11.3.9.4.4 Market size and forecast, by Analytics Technique
- 11.3.9.4.5 Market size and forecast, by Tool Type
- 11.3.9.4.6 Market size and forecast, by Enterprise Size
- 11.3.9.4.7 Market size and forecast, by Industry Vertical
- 11.3.9.4.7.1 Italy Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.3.9.5 Spain
- 11.3.9.5.1 Market size and forecast, by Offering
- 11.3.9.5.1.1 Spain Solution Sensor Data Analytics Market by Solution
- 11.3.9.5.1.2 Spain Service Sensor Data Analytics Market by Service
- 11.3.9.5.2 Market size and forecast, by Deployment Type
- 11.3.9.5.3 Market size and forecast, by Model
- 11.3.9.5.4 Market size and forecast, by Analytics Technique
- 11.3.9.5.5 Market size and forecast, by Tool Type
- 11.3.9.5.6 Market size and forecast, by Enterprise Size
- 11.3.9.5.7 Market size and forecast, by Industry Vertical
- 11.3.9.5.7.1 Spain Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.3.9.6 Netherlands
- 11.3.9.6.1 Market size and forecast, by Offering
- 11.3.9.6.1.1 Netherlands Solution Sensor Data Analytics Market by Solution
- 11.3.9.6.1.2 Netherlands Service Sensor Data Analytics Market by Service
- 11.3.9.6.2 Market size and forecast, by Deployment Type
- 11.3.9.6.3 Market size and forecast, by Model
- 11.3.9.6.4 Market size and forecast, by Analytics Technique
- 11.3.9.6.5 Market size and forecast, by Tool Type
- 11.3.9.6.6 Market size and forecast, by Enterprise Size
- 11.3.9.6.7 Market size and forecast, by Industry Vertical
- 11.3.9.6.7.1 Netherlands Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.3.9.7 Rest of Europe
- 11.3.9.7.1 Market size and forecast, by Offering
- 11.3.9.7.1.1 Rest of Europe Solution Sensor Data Analytics Market by Solution
- 11.3.9.7.1.2 Rest of Europe Service Sensor Data Analytics Market by Service
- 11.3.9.7.2 Market size and forecast, by Deployment Type
- 11.3.9.7.3 Market size and forecast, by Model
- 11.3.9.7.4 Market size and forecast, by Analytics Technique
- 11.3.9.7.5 Market size and forecast, by Tool Type
- 11.3.9.7.6 Market size and forecast, by Enterprise Size
- 11.3.9.7.7 Market size and forecast, by Industry Vertical
- 11.3.9.7.7.1 Rest of Europe Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.4 Asia-Pacific
- 11.4.1 Key trends and opportunities
- 11.4.2 Asia-Pacific Market size and forecast, by Offering
- 11.4.2.1 Asia-Pacific Solution Sensor Data Analytics Market by Solution
- 11.4.2.2 Asia-Pacific Service Sensor Data Analytics Market by Service
- 11.4.3 Asia-Pacific Market size and forecast, by Deployment Type
- 11.4.4 Asia-Pacific Market size and forecast, by Model
- 11.4.5 Asia-Pacific Market size and forecast, by Analytics Technique
- 11.4.6 Asia-Pacific Market size and forecast, by Tool Type
- 11.4.7 Asia-Pacific Market size and forecast, by Enterprise Size
- 11.4.8 Asia-Pacific Market size and forecast, by Industry Vertical
- 11.4.8.1 Asia-Pacific Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.4.9 Asia-Pacific Market size and forecast, by country
- 11.4.9.1 China
- 11.4.9.1.1 Market size and forecast, by Offering
- 11.4.9.1.1.1 China Solution Sensor Data Analytics Market by Solution
- 11.4.9.1.1.2 China Service Sensor Data Analytics Market by Service
- 11.4.9.1.2 Market size and forecast, by Deployment Type
- 11.4.9.1.3 Market size and forecast, by Model
- 11.4.9.1.4 Market size and forecast, by Analytics Technique
- 11.4.9.1.5 Market size and forecast, by Tool Type
- 11.4.9.1.6 Market size and forecast, by Enterprise Size
- 11.4.9.1.7 Market size and forecast, by Industry Vertical
- 11.4.9.1.7.1 China Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.4.9.2 Japan
- 11.4.9.2.1 Market size and forecast, by Offering
- 11.4.9.2.1.1 Japan Solution Sensor Data Analytics Market by Solution
- 11.4.9.2.1.2 Japan Service Sensor Data Analytics Market by Service
- 11.4.9.2.2 Market size and forecast, by Deployment Type
- 11.4.9.2.3 Market size and forecast, by Model
- 11.4.9.2.4 Market size and forecast, by Analytics Technique
- 11.4.9.2.5 Market size and forecast, by Tool Type
- 11.4.9.2.6 Market size and forecast, by Enterprise Size
- 11.4.9.2.7 Market size and forecast, by Industry Vertical
- 11.4.9.2.7.1 Japan Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.4.9.3 South Korea
- 11.4.9.3.1 Market size and forecast, by Offering
- 11.4.9.3.1.1 South Korea Solution Sensor Data Analytics Market by Solution
- 11.4.9.3.1.2 South Korea Service Sensor Data Analytics Market by Service
- 11.4.9.3.2 Market size and forecast, by Deployment Type
- 11.4.9.3.3 Market size and forecast, by Model
- 11.4.9.3.4 Market size and forecast, by Analytics Technique
- 11.4.9.3.5 Market size and forecast, by Tool Type
- 11.4.9.3.6 Market size and forecast, by Enterprise Size
- 11.4.9.3.7 Market size and forecast, by Industry Vertical
- 11.4.9.3.7.1 South Korea Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.4.9.4 Australia
- 11.4.9.4.1 Market size and forecast, by Offering
- 11.4.9.4.1.1 Australia Solution Sensor Data Analytics Market by Solution
- 11.4.9.4.1.2 Australia Service Sensor Data Analytics Market by Service
- 11.4.9.4.2 Market size and forecast, by Deployment Type
- 11.4.9.4.3 Market size and forecast, by Model
- 11.4.9.4.4 Market size and forecast, by Analytics Technique
- 11.4.9.4.5 Market size and forecast, by Tool Type
- 11.4.9.4.6 Market size and forecast, by Enterprise Size
- 11.4.9.4.7 Market size and forecast, by Industry Vertical
- 11.4.9.4.7.1 Australia Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.4.9.5 India
- 11.4.9.5.1 Market size and forecast, by Offering
- 11.4.9.5.1.1 India Solution Sensor Data Analytics Market by Solution
- 11.4.9.5.1.2 India Service Sensor Data Analytics Market by Service
- 11.4.9.5.2 Market size and forecast, by Deployment Type
- 11.4.9.5.3 Market size and forecast, by Model
- 11.4.9.5.4 Market size and forecast, by Analytics Technique
- 11.4.9.5.5 Market size and forecast, by Tool Type
- 11.4.9.5.6 Market size and forecast, by Enterprise Size
- 11.4.9.5.7 Market size and forecast, by Industry Vertical
- 11.4.9.5.7.1 India Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.4.9.6 Rest of Asia-Pacific
- 11.4.9.6.1 Market size and forecast, by Offering
- 11.4.9.6.1.1 Rest of Asia-Pacific Solution Sensor Data Analytics Market by Solution
- 11.4.9.6.1.2 Rest of Asia-Pacific Service Sensor Data Analytics Market by Service
- 11.4.9.6.2 Market size and forecast, by Deployment Type
- 11.4.9.6.3 Market size and forecast, by Model
- 11.4.9.6.4 Market size and forecast, by Analytics Technique
- 11.4.9.6.5 Market size and forecast, by Tool Type
- 11.4.9.6.6 Market size and forecast, by Enterprise Size
- 11.4.9.6.7 Market size and forecast, by Industry Vertical
- 11.4.9.6.7.1 Rest of Asia-Pacific Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.5 LAMEA
- 11.5.1 Key trends and opportunities
- 11.5.2 LAMEA Market size and forecast, by Offering
- 11.5.2.1 LAMEA Solution Sensor Data Analytics Market by Solution
- 11.5.2.2 LAMEA Service Sensor Data Analytics Market by Service
- 11.5.3 LAMEA Market size and forecast, by Deployment Type
- 11.5.4 LAMEA Market size and forecast, by Model
- 11.5.5 LAMEA Market size and forecast, by Analytics Technique
- 11.5.6 LAMEA Market size and forecast, by Tool Type
- 11.5.7 LAMEA Market size and forecast, by Enterprise Size
- 11.5.8 LAMEA Market size and forecast, by Industry Vertical
- 11.5.8.1 LAMEA Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.5.9 LAMEA Market size and forecast, by country
- 11.5.9.1 Latin America
- 11.5.9.1.1 Market size and forecast, by Offering
- 11.5.9.1.1.1 Latin America Solution Sensor Data Analytics Market by Solution
- 11.5.9.1.1.2 Latin America Service Sensor Data Analytics Market by Service
- 11.5.9.1.2 Market size and forecast, by Deployment Type
- 11.5.9.1.3 Market size and forecast, by Model
- 11.5.9.1.4 Market size and forecast, by Analytics Technique
- 11.5.9.1.5 Market size and forecast, by Tool Type
- 11.5.9.1.6 Market size and forecast, by Enterprise Size
- 11.5.9.1.7 Market size and forecast, by Industry Vertical
- 11.5.9.1.7.1 Latin America Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.5.9.2 Middle East
- 11.5.9.2.1 Market size and forecast, by Offering
- 11.5.9.2.1.1 Middle East Solution Sensor Data Analytics Market by Solution
- 11.5.9.2.1.2 Middle East Service Sensor Data Analytics Market by Service
- 11.5.9.2.2 Market size and forecast, by Deployment Type
- 11.5.9.2.3 Market size and forecast, by Model
- 11.5.9.2.4 Market size and forecast, by Analytics Technique
- 11.5.9.2.5 Market size and forecast, by Tool Type
- 11.5.9.2.6 Market size and forecast, by Enterprise Size
- 11.5.9.2.7 Market size and forecast, by Industry Vertical
- 11.5.9.2.7.1 Middle East Manufacturing Sensor Data Analytics Market by Manufacturing
- 11.5.9.3 Africa
- 11.5.9.3.1 Market size and forecast, by Offering
- 11.5.9.3.1.1 Africa Solution Sensor Data Analytics Market by Solution
- 11.5.9.3.1.2 Africa Service Sensor Data Analytics Market by Service
- 11.5.9.3.2 Market size and forecast, by Deployment Type
- 11.5.9.3.3 Market size and forecast, by Model
- 11.5.9.3.4 Market size and forecast, by Analytics Technique
- 11.5.9.3.5 Market size and forecast, by Tool Type
- 11.5.9.3.6 Market size and forecast, by Enterprise Size
- 11.5.9.3.7 Market size and forecast, by Industry Vertical
- 11.5.9.3.7.1 Africa Manufacturing Sensor Data Analytics Market by Manufacturing
- CHAPTER 12: COMPANY LANDSCAPE
- 12.1. Introduction
- 12.2. Top winning strategies
- 12.3. Product Mapping of Top 10 Player
- 12.4. Competitive Dashboard
- 12.5. Competitive Heatmap
- 12.6. Key developments
- CHAPTER 13: COMPANY PROFILES
- 13.1 IBM Corporation
- 13.1.1 Company overview
- 13.1.2 Company snapshot
- 13.1.3 Operating business segments
- 13.1.4 Product portfolio
- 13.1.5 Business performance
- 13.1.6 Key strategic moves and developments
- LIST OF TABLES
- TABLE 1. GLOBAL SENSOR DATA ANALYTICS MARKET, BY OFFERING, 2021-2031 ($MILLION)
- TABLE 2. SENSOR DATA ANALYTICS MARKET SIZE, FOR SOLUTION, BY REGION, 2021-2031 ($MILLION)
- TABLE 3. SENSOR DATA ANALYTICS MARKET FOR SOLUTION, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 4. GLOBAL SOLUTION SENSOR DATA ANALYTICS MARKET, BY SOLUTION, 2021-2031 ($MILLION)
- TABLE 5. SENSOR DATA ANALYTICS MARKET, FOR HARDWARE, BY REGION, 2021-2031 ($MILLION)
- TABLE 6. SENSOR DATA ANALYTICS MARKET, FOR HARDWARE, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 7. SENSOR DATA ANALYTICS MARKET, FOR SOFTWARE, BY REGION, 2021-2031 ($MILLION)
- TABLE 8. SENSOR DATA ANALYTICS MARKET, FOR SOFTWARE, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 9. SENSOR DATA ANALYTICS MARKET SIZE, FOR SERVICE, BY REGION, 2021-2031 ($MILLION)
- TABLE 10. SENSOR DATA ANALYTICS MARKET FOR SERVICE, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 11. GLOBAL SERVICE SENSOR DATA ANALYTICS MARKET, BY SERVICE, 2021-2031 ($MILLION)
- TABLE 12. SENSOR DATA ANALYTICS MARKET, FOR PROFESSIONAL SERVICE, BY REGION, 2021-2031 ($MILLION)
- TABLE 13. SENSOR DATA ANALYTICS MARKET, FOR PROFESSIONAL SERVICE, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 14. SENSOR DATA ANALYTICS MARKET, FOR MANAGED SERVICE, BY REGION, 2021-2031 ($MILLION)
- TABLE 15. SENSOR DATA ANALYTICS MARKET, FOR MANAGED SERVICE, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 16. GLOBAL SENSOR DATA ANALYTICS MARKET, BY DEPLOYMENT TYPE, 2021-2031 ($MILLION)
- TABLE 17. SENSOR DATA ANALYTICS MARKET SIZE, FOR ON-PREMISE, BY REGION, 2021-2031 ($MILLION)
- TABLE 18. SENSOR DATA ANALYTICS MARKET FOR ON-PREMISE, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 19. SENSOR DATA ANALYTICS MARKET SIZE, FOR CLOUD, BY REGION, 2021-2031 ($MILLION)
- TABLE 20. SENSOR DATA ANALYTICS MARKET FOR CLOUD, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 21. GLOBAL SENSOR DATA ANALYTICS MARKET, BY MODEL, 2021-2031 ($MILLION)
- TABLE 22. SENSOR DATA ANALYTICS MARKET SIZE, FOR AD-HOC SENSOR ANALYTICS, BY REGION, 2021-2031 ($MILLION)
- TABLE 23. SENSOR DATA ANALYTICS MARKET FOR AD-HOC SENSOR ANALYTICS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 24. SENSOR DATA ANALYTICS MARKET SIZE, FOR REAL-TIME SENSOR ANALYTICS, BY REGION, 2021-2031 ($MILLION)
- TABLE 25. SENSOR DATA ANALYTICS MARKET FOR REAL-TIME SENSOR ANALYTICS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 26. GLOBAL SENSOR DATA ANALYTICS MARKET, BY ANALYTICS TECHNIQUE, 2021-2031 ($MILLION)
- TABLE 27. SENSOR DATA ANALYTICS MARKET SIZE, FOR DESCRIPTIVE ANALYTICS, BY REGION, 2021-2031 ($MILLION)
- TABLE 28. SENSOR DATA ANALYTICS MARKET FOR DESCRIPTIVE ANALYTICS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 29. SENSOR DATA ANALYTICS MARKET SIZE, FOR PREDICTIVE ANALYTICS, BY REGION, 2021-2031 ($MILLION)
- TABLE 30. SENSOR DATA ANALYTICS MARKET FOR PREDICTIVE ANALYTICS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 31. SENSOR DATA ANALYTICS MARKET SIZE, FOR PRESCRIPTIVE ANALYTICS, BY REGION, 2021-2031 ($MILLION)
- TABLE 32. SENSOR DATA ANALYTICS MARKET FOR PRESCRIPTIVE ANALYTICS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 33. GLOBAL SENSOR DATA ANALYTICS MARKET, BY TOOL TYPE, 2021-2031 ($MILLION)
- TABLE 34. SENSOR DATA ANALYTICS MARKET SIZE, FOR DASHBOARD & DATA VISUALIZATION, BY REGION, 2021-2031 ($MILLION)
- TABLE 35. SENSOR DATA ANALYTICS MARKET FOR DASHBOARD & DATA VISUALIZATION, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 36. SENSOR DATA ANALYTICS MARKET SIZE, FOR DATA MINING & WAREHOUSING, BY REGION, 2021-2031 ($MILLION)
- TABLE 37. SENSOR DATA ANALYTICS MARKET FOR DATA MINING & WAREHOUSING, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 38. SENSOR DATA ANALYTICS MARKET SIZE, FOR SELF-SERVICE TOOLS, BY REGION, 2021-2031 ($MILLION)
- TABLE 39. SENSOR DATA ANALYTICS MARKET FOR SELF-SERVICE TOOLS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 40. SENSOR DATA ANALYTICS MARKET SIZE, FOR REPORTING, BY REGION, 2021-2031 ($MILLION)
- TABLE 41. SENSOR DATA ANALYTICS MARKET FOR REPORTING, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 42. SENSOR DATA ANALYTICS MARKET SIZE, FOR OTHERS, BY REGION, 2021-2031 ($MILLION)
- TABLE 43. SENSOR DATA ANALYTICS MARKET FOR OTHERS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 44. GLOBAL SENSOR DATA ANALYTICS MARKET, BY ENTERPRISE SIZE, 2021-2031 ($MILLION)
- TABLE 45. SENSOR DATA ANALYTICS MARKET SIZE, FOR LARGE ENTERPRISES, BY REGION, 2021-2031 ($MILLION)
- TABLE 46. SENSOR DATA ANALYTICS MARKET FOR LARGE ENTERPRISES, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 47. SENSOR DATA ANALYTICS MARKET SIZE, FOR SMES, BY REGION, 2021-2031 ($MILLION)
- TABLE 48. SENSOR DATA ANALYTICS MARKET FOR SMES, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 49. GLOBAL SENSOR DATA ANALYTICS MARKET, BY INDUSTRY VERTICAL, 2021-2031 ($MILLION)
- TABLE 50. SENSOR DATA ANALYTICS MARKET SIZE, FOR MANUFACTURING, BY REGION, 2021-2031 ($MILLION)
- TABLE 51. SENSOR DATA ANALYTICS MARKET FOR MANUFACTURING, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 52. GLOBAL MANUFACTURING SENSOR DATA ANALYTICS MARKET, BY MANUFACTURING, 2021-2031 ($MILLION)
- TABLE 53. SENSOR DATA ANALYTICS MARKET, FOR FOOD & BEVERAGES, BY REGION, 2021-2031 ($MILLION)
- TABLE 54. SENSOR DATA ANALYTICS MARKET, FOR FOOD & BEVERAGES, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 55. SENSOR DATA ANALYTICS MARKET, FOR INDUSTRIAL MACHINERY & HEAVY EQUIPMENT, BY REGION, 2021-2031 ($MILLION)
- TABLE 56. SENSOR DATA ANALYTICS MARKET, FOR INDUSTRIAL MACHINERY & HEAVY EQUIPMENT, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 57. SENSOR DATA ANALYTICS MARKET, FOR HIGH-TECH & CONSUMER ELECTRONICS, BY REGION, 2021-2031 ($MILLION)
- TABLE 58. SENSOR DATA ANALYTICS MARKET, FOR HIGH-TECH & CONSUMER ELECTRONICS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 59. SENSOR DATA ANALYTICS MARKET, FOR AUTOMOTIVE, BY REGION, 2021-2031 ($MILLION)
- TABLE 60. SENSOR DATA ANALYTICS MARKET, FOR AUTOMOTIVE, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 61. SENSOR DATA ANALYTICS MARKET, FOR OTHERS, BY REGION, 2021-2031 ($MILLION)
- TABLE 62. SENSOR DATA ANALYTICS MARKET, FOR OTHERS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 63. SENSOR DATA ANALYTICS MARKET SIZE, FOR AEROSPACE & DEFENSE, BY REGION, 2021-2031 ($MILLION)
- TABLE 64. SENSOR DATA ANALYTICS MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 65. SENSOR DATA ANALYTICS MARKET SIZE, FOR ENERGY & UTILTIES, BY REGION, 2021-2031 ($MILLION)
- TABLE 66. SENSOR DATA ANALYTICS MARKET FOR ENERGY & UTILTIES, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 67. SENSOR DATA ANALYTICS MARKET SIZE, FOR GOVERNMENT & PUBLIC SECTOR, BY REGION, 2021-2031 ($MILLION)
- TABLE 68. SENSOR DATA ANALYTICS MARKET FOR GOVERNMENT & PUBLIC SECTOR, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 69. SENSOR DATA ANALYTICS MARKET SIZE, FOR HEALTHCARE, BY REGION, 2021-2031 ($MILLION)
- TABLE 70. SENSOR DATA ANALYTICS MARKET FOR HEALTHCARE, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 71. SENSOR DATA ANALYTICS MARKET SIZE, FOR TRANSPORTATION & LOGISTICS, BY REGION, 2021-2031 ($MILLION)
- TABLE 72. SENSOR DATA ANALYTICS MARKET FOR TRANSPORTATION & LOGISTICS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 73. SENSOR DATA ANALYTICS MARKET SIZE, FOR RETAIL, BY REGION, 2021-2031 ($MILLION)
- TABLE 74. SENSOR DATA ANALYTICS MARKET FOR RETAIL, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 75. SENSOR DATA ANALYTICS MARKET SIZE, FOR OTHERS, BY REGION, 2021-2031 ($MILLION)
- TABLE 76. SENSOR DATA ANALYTICS MARKET FOR OTHERS, BY COUNTRY, 2021-2031 ($MILLION)
- TABLE 77. SENSOR DATA ANALYTICS MARKET, BY REGION, 2021-2031 ($MILLION)
- TABLE 78. NORTH AMERICA SENSOR DATA ANALYTICS MARKET, BY OFFERING, 2021-2031 ($MILLION)
- TABLE 79. NORTH AMERICA SOLUTION SENSOR DATA ANALYTICS MARKET, BY SOLUTION, 2021-2031 ($MILLION)
- TABLE 80. NORTH AMERICA SERVICE SENSOR DATA ANALYTICS MARKET, BY SERVICE, 2021-2031 ($MILLION)
- TABLE 81. NORTH AMERICA SENSOR DATA ANALYTICS MARKET, BY DEPLOYMENT TYPE, 2021-203
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