Edge AI Hardware Market by Device (Smartphones, Cameras, Robots, Wearables, Smart Speaker, Automotive, Smart Mirror), Processors, Power Consumption, Process, End-User, Region, Global Industry Analysis, Market Size, Share, Growth, Trends, and Forecast 2019 to 2026

  • Publish Date: Jan, 2020
  • Report ID: 407153
  • Category: Semiconductors
  • Pages: 250
$4700

Global Edge AI Hardware market is expected to reach USD 1,929.21 Million by 2026 at a CAGR of 20.9% during the forecast period from 2019-2026. Rising demand for low latency and real-time processing on edge devices and evolution of AI coprocessors for edge computing are the two major factors contributing to the growth of the market.

Market Overview:

An edge device is defined as a piece of hardware that monitors data flow at the boundary between two networks. Edge devices function with different roles, depending on what type of device they are, however basically serve as network entry points. Some examples of functions of edge devices are the transmission, routing, processing, monitoring, filtering, translation and storage of data passing between networks. Enterprises and service providers use edge devices. For instance, in March 2019, Alphabet Inc.’s subsidiary Google unveiled a number of new hardware products for AI development. The products include development board, USB accelerator and 5-megapixel camera

Report Description:

  • The base year for the study has been considered 2018, historic year 2016 and 2017 and, the forecast period considered is from 2019 to 2026. The Edge AI Hardware market is analysed on the basis of value (USD Million) and volume (Thousand Units).
  • The study delivers a comprehensive analysis of global Edge AI Hardware market by device, processors, power consumption, process, end-user industry and regions.
  • The report offers in-depth analysis of driving factors, opportunities, restraints, and challenges for gaining the key insight of the market. The report emphasizes on all the key trends that play a vital role in the enlargement of the market from 2019 to 2026.
  • Porter’s Five Forces model is used in order to recognize the competitive scenario in the global Edge AI Hardware market. This report incorporates the industry analysis which is focused on providing an extensive view of the Edge AI Hardware market.
  • The study also includes attractiveness analysis of device, processors, power consumption, process, end-user industry and regions which are benchmarked based on their market size, growth rate and attractiveness in terms of present and future opportunity for understanding the future growth of the market.
  • The report provides company profile of the key players operating in the Edge AI Hardware market and a comparative analysis based on their business overviews, industry offering, segment market share, regional presence, business strategies, innovations, mergers & acquisitions, recent developments, joint venture, collaborations, partnerships, SWOT analysis, and key financial information.
  • The market estimates have been evaluated by considering the effect of different political, economic, social, technological and legal factors which are based on our extensive secondary research, primary research, and in-house databases.

Market Dynamics:

Drivers:

  • Rising demand for low latency and real-time processing on edge devices
  • Evolution of AI coprocessors for edge computing
  • Reduction in data storage and operations cost.

Restraints:

  • Lack of on-device training
  • Limited number of AI experts

Opportunities:

  • Increasing demand for edge computing in Iot.

Challenges:

  • Power consumption and size constraint

Global Edge AI Hardware Market Key Findings:

All the segments have been analysed on global, regional and country basis. The study includes the analysis of more than 30 countries for each segment.

Segmentation Analysis:

The Edge AI Hardware market is segmented on the basis of device, processors, power consumption, process and end-user industry.

  • The device segment is classified into smartphones, cameras, robots, wearables, smart speaker, automotive and smart mirror. The smartphones segment is dominating the market in 2018 and valued around USD 122.34 Million in 2018. Dedicated AI chip or AI processors were one of the major developments in the smartphone technology last year. Growing demand for real-time speech and voice recognition and analysis, as well as technical advancements in smartphone image recognition is driving the market for AI processors in smartphones
  • Processors segment includes CPU, GPU, Asic and others. The CPU segment is dominating the market with the highest share of 47.20% in 2018. CPU is the most commonly used processor for on-device inference in smartphones, smart speakers, and wearables.
  • Power consumption segment is divided into segments such as Less Than 1 W, 1–3 W, 3–5 W, 5–10 W and More Than 10 W. More Than 10 W segment is dominating the market and valued around USD 165.52 Million in 2018.
  •  The process segment includes training and inference. The inference segment dominated the market with the highest market share of 61.20% in 2018 due to the development of efficient processors which is driving edge inference market
  • The end-user industry segment includes consumer electronics, automotive & transportation, government, healthcare, industrial, aerospace & defense, construction and others. The government segment dominated the market with the highest share of 26.50% in 2018. Governments use surveillance cameras for law enforcement. Behaviour analysis, face recognition, and people count are major applications where AI-based surveillance cameras are used. Edge AI-based surveillance will have a major role to play in public safety as it can help police and first responders to spot crimes and accidents easily.

Regional Segmentation Analysis:                                                                                           

The regions analysed for the market include North America, Europe, South America, Asia Pacific, and Middle East and Africa. North America region dominated the global Edge AI Hardware market with USD 174.41 Million in 2018 where as the Asia Pacific region held the second dominant position in the market.

  • North America is dominating the market due to growing dependency on IoT devices, rising need for faster device processing, and high latency due to network congestion. High government funding and strong technical base are also contributing to the growth of the market in this region. 
  • Asia Pacific region is growing rapidly in the market as it is a hub of a large number of manufacturing companies. Along with which, there is a strong presence of automobile and electronics and semiconductor companies, in China and Japan which is driving the growth of the edge AI hardware market in APAC.

Global Edge AI Hardware Market Competitive Analysis:

Key players in the Edge AI Hardware market are Videantis GmbH, Qualcomm Technologies, Inc., NVIDIA Corporation, Premier Farnell Limited, Micron Technology, Inc., Alphabet Inc., SecureRF Corporation, Microsoft, Xilinx Inc., Intel Corporation, Huawei Technologies Co., Ltd., SAMSUNG, Apple Inc., Arm Limited, MediaTek Inc., Applied Brain Research, Inc., Horizon Robotics, Cadence Design Systems, Inc., CEVA, Inc., Imagination Technologies Limited; Synopsys, Inc., Thinci; General Vision, Mythic, Adapteva, Inc., Tenstorrent Inc and VeriSilicon Limited. For instance, in March 2019, NVIDIA Corporation announced the launch of an AI computer termed as “Jetsen Nano”, it is a computing board that will find its application in robots and AI-powered devices, without the need for outside interference for faster processing.

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This study forecasts revenue growth and volume at global, regional, and country levels from 2016 to 2026. Fior Market Research has segmented the global Edge AI Hardware market on the basis of below mentioned segments:

Global Edge AI Hardware Market, By Device:

  • Smartphones
  • Cameras
  • Robots
  • Wearables
  • Smart Speaker
  • Automotive
  • Smart Mirror

Global Edge AI Hardware Market, By Processors:

  • CPU
  • GPU
  • Asic
  • Others

Global Edge AI Hardware Market, By Power Consumption:

  • Less Than 1 W
  • 1–3 W
  • 3–5 W
  • 5–10 W
  • More Than 10 W

Global Edge AI Hardware Market, By Process:

  • Training
  • Inference

Global Edge AI Hardware Market, By End-User Industry:

  • Consumer Electronics
  • Automotive & Transportation
  • Government
  • Healthcare
  • Industrial
  • Aerospace & Defense
  • Construction
  • Others

 Global Edge AI Hardware Market, By Regions:

  • North America
  • U.S.
  • Canada
  • Mexico
  • Europe
  • Germany
  • France
  • Sweden
  • Netherlands
  • U.K.
  • Italy
  • Spain
  • Turkey
  • Switzerland
  • Belgium
  • Rest of Europe
  • Asia-Pacific
  • Japan
  • China
  • India
  • South Korea
  • Australia
  • Singapore
  • Malaysia
  • Thailand
  • Indonesia
  • Philippines
  • Rest of Asia-Pacific
  • South America
  • Brazil
  • Argentina
  • Colombia
  • Rest of South America
  • Middle East and Africa
  • Saudi Arabia
  • UAE
  • Egypt
  • Nigeria
  • South Africa
  • Rest of  Middle East and Africa

1. Introduction
    1.1. Objectives of the Study
    1.2. Market Definition
    1.3. Research Scope
    1.4. Currency
 

2. Research Methodology and Assumptions
 

3. Executive Summary
 

4. Premium Insights
    4.1. Porter’s Five Forces Analysis
    4.2. Value Chain Analysis
    4.3. Top Investment Pockets
          4.3.1. Market attractiveness analysis by Device
          4.3.2. Market attractiveness analysis by Processors
          4.3.3. Market attractiveness analysis by Power Consumption
          4.3.4. Market attractiveness analysis by Process
          4.3.5. Market attractiveness analysis by End-User Industry
          4.3.6. Market attractiveness analysis by Region
    4.4. Industry Trends
 

5. Market Dynamics
    5.1. Market Evaluation
    5.2. Drivers
          5.2.1. Rising demand for low latency and real-time processing on edge devices
          5.2.2. Evolution of AI coprocessors for edge computing
          5.2.3. Reduction in data storage and operations cost
    5.3. Restraints
          5.3.1. Lack of on-device training
          5.3.2. Limited number of AI experts
    5.4. Opportunities
          5.4.1. Increasing demand for edge computing in Iot
    5.5. Challenges
          5.5.1. Power consumption and size constraint
 

6. Global Edge AI Hardware Market Analysis and Forecast, By Device
    6.1. Segment Overview
    6.2. Smartphones
    6.3. Cameras
    6.4. Robots
    6.5. Wearables
    6.6. Smart Speaker
    6.7. Automotive
    6.8. Smart Mirror
 

7. Global Edge AI Hardware Market Analysis and Forecast, By Processors
    7.1. Segment Overview
    7.2. CPU
    7.3. GPU
    7.4. Asic
    7.5. Others
 

8. Global Edge AI Hardware Market Analysis and Forecast, By Process
    8.1. Segment Overview
    8.2. Passenger Vehicles
    8.3. Commercial Vehicles
 

9. Global Edge AI Hardware Market Analysis and Forecast, By Power Consumption
    9.1. Segment Overview
    9.2. Less Than 1 W
    9.3. 1–3 W
    9.4. 3–5 W
    9.5. 5–10 W
    9.6. More Than 10 W
 

10. Global Edge AI Hardware Market Analysis and Forecast, By End-User Industry
    10.1. Segment Overview
    10.2. Consumer Electronics
    10.3. Automotive & Transportation
    10.4. Government
    10.5. Healthcare
    10.6. Industrial
    10.7. Aerospace & Defense
    10.8. Construction
    10.9. Others
 

11. Global Edge AI Hardware Market Analysis and Forecast, By Regional Analysis
    11.1. Segment Overview
          11.1.1. North America
          11.1.2. U.S.
          11.1.3. Canada
          11.1.4. Mexico
    11.2. Europe
          11.2.1. Germany
          11.2.2. France
          11.2.3. Sweden
          11.2.4. Netherlands
          11.2.5. U.K.
          11.2.6. Italy
          11.2.7. Spain
          11.2.8. Turkey
          11.2.9. Switzerland
          11.2.10. Belgium
          11.2.11. Rest of Europe
    11.3. Asia-Pacific
          11.3.1. Japan
          11.3.2. China
          11.3.3. India
          11.3.4. South Korea
          11.3.5. Australia
          11.3.6. Singapore
          11.3.7. Malaysia
          11.3.8. Thailand
          11.3.9. Indonesia
          11.3.10. Philippines
          11.3.11. Rest of Asia-Pacific
    11.4. South America
          11.4.1. Brazil
          11.4.2. Argentina
          11.4.3. Colombia
          11.4.4. Rest of South America
    11.5. Middle East and Africa
          11.5.1. Saudi Arabia
          11.5.2. UAE
          11.5.3. Egypt
          11.5.4. Nigeria
          11.5.5. South Africa
          11.5.6. Rest of Middle East and Africa
 

12. Global Edge AI Hardware Market-Competitive Landscape
    12.1. Overview
    12.2. Market Share of Key Players in the Edge AI Hardware Market
          12.2.1. Global Company Market Share
          12.2.2. North America Company Market Share
          12.2.3. Europe Company Market Share
          12.2.4. APAC Company Market Share
    12.3. Competitive Situations and Trends
          12.3.1. Product Launches and Developments
          12.3.2. Partnerships, Collaborations, and Agreements
          12.3.3. Mergers & Acquisitions
          12.3.4. Expansions
 

13. Company Profiles
    13.1. Videantis GmbH
          13.1.1. Business Overview
          13.1.2. Company Snapshot
          13.1.3. Company Market Share Analysis
          13.1.4. Company Product Portfolio
          13.1.5. Recent Developments
          13.1.6. SWOT Analysis
    13.2. Qualcomm Technologies, Inc.
          13.2.1. Business Overview
          13.2.2. Company Snapshot
          13.2.3. Company Market Share Analysis
          13.2.4. Company Product Portfolio
          13.2.5. Recent Developments
          13.2.6. SWOT Analysis
    13.3. NVIDIA Corporation
          13.3.1. Business Overview
          13.3.2. Company Snapshot
          13.3.3. Company Market Share Analysis
          13.3.4. Company Product Portfolio
          13.3.5. Recent Developments
          13.3.6. SWOT Analysis
    13.4. Premier Farnell Limited
          13.4.1. Business Overview
          13.4.2. Company Snapshot
          13.4.3. Company Market Share Analysis
          13.4.4. Company Product Portfolio
          13.4.5. Recent Developments
          13.4.6. SWOT Analysis
    13.5. Micron Technology, Inc.
          13.5.1. Business Overview
          13.5.2. Company Snapshot
          13.5.3. Company Market Share Analysis
          13.5.4. Company Product Portfolio
          13.5.5. Recent Developments
          13.5.6. SWOT Analysis
    13.6. Alphabet Inc.
          13.6.1. Business Overview
          13.6.2. Company Snapshot
          13.6.3. Company Market Share Analysis
          13.6.4. Company Product Portfolio
          13.6.5. Recent Developments
          13.6.6. SWOT Analysis
    13.7. SecureRF Corporation
          13.7.1. Business Overview
          13.7.2. Company Snapshot
          13.7.3. Company Market Share Analysis
          13.7.4. Company Product Portfolio
          13.7.5. Recent Developments
          13.7.6. SWOT Analysis
    13.8. Microsoft
          13.8.1. Business Overview
          13.8.2. Company Snapshot
          13.8.3. Company Market Share Analysis
          13.8.4. Company Product Portfolio
          13.8.5. Recent Developments
          13.8.6. SWOT Analysis
    13.9. Xilinx Inc.
          13.9.1. Business Overview
          13.9.2. Company Snapshot
          13.9.3. Company Market Share Analysis
          13.9.4. Company Product Portfolio
          13.9.5. Recent Developments
          13.9.6. SWOT Analysis
    13.10. Intel Corporation
          13.10.1. Business Overview
          13.10.2. Company Snapshot
          13.10.3. Company Market Share Analysis
          13.10.4. Company Product Portfolio
          13.10.5. Recent Developments
          13.10.6. SWOT Analysis
    13.11. Huawei Technologies Co., Ltd
          13.11.1. Business Overview
          13.11.2. Company Snapshot
          13.11.3. Company Market Share Analysis
          13.11.4. Company Product Portfolio
          13.11.5. Recent Developments
          13.11.6. SWOT Analysis
    13.12. SAMSUNG
          13.12.1. Business Overview
          13.12.2. Company Snapshot
          13.12.3. Company Market Share Analysis
          13.12.4. Company Product Portfolio
          13.12.5. Recent Developments
          13.12.6. SWOT Analysis
    13.13. Apple Inc.
          13.13.1. Business Overview
          13.13.2. Company Snapshot
          13.13.3. Company Market Share Analysis
          13.13.4. Company Product Portfolio
          13.13.5. Recent Developments
          13.13.6. SWOT Analysis
    13.14. Arm Limited.
          13.14.1. Business Overview
          13.14.2. Company Snapshot
          13.14.3. Company Market Share Analysis
          13.14.4. Company Product Portfolio
          13.14.5. Recent Developments
          13.14.6. SWOT Analysis
    13.15. MediaTek Inc.
          13.15.1. Business Overview
          13.15.2. Company Snapshot
          13.15.3. Company Market Share Analysis
          13.15.4. Company Product Portfolio
          13.15.5. Recent Developments
          13.15.6. SWOT Analysis
    13.16. Applied Brain Research, Inc.
          13.16.1. Business Overview
          13.16.2. Company Snapshot
          13.16.3. Company Market Share Analysis
          13.16.4. Company Product Portfolio
          13.16.5. Recent Developments
          13.16.6. SWOT Analysis
    13.17. Horizon Robotics
          13.17.1. Business Overview
          13.17.2. Company Snapshot
          13.17.3. Company Market Share Analysis
          13.17.4. Company Product Portfolio
          13.17.5. Recent Developments
          13.17.6. SWOT Analysis
    13.18. Cadence Design Systems, Inc.
          13.18.1. Business Overview
          13.18.2. Company Snapshot
          13.18.3. Company Market Share Analysis
          13.18.4. Company Product Portfolio
          13.18.5. Recent Developments
          13.18.6. SWOT Analysis
    13.19. CEVA, Inc.
          13.19.1. Business Overview
          13.19.2. Company Snapshot
          13.19.3. Company Market Share Analysis
          13.19.4. Company Product Portfolio
          13.19.5. Recent Developments
          13.19.6. SWOT Analysis
    13.20. Imagination Technologies Limited
          13.20.1. Business Overview
          13.20.2. Company Snapshot
          13.20.3. Company Market Share Analysis
          13.20.4. Company Product Portfolio
          13.20.5. Recent Developments
          13.20.6. SWOT Analysis
    13.21. Synopsys, Inc.
          13.21.1. Business Overview
          13.21.2. Company Snapshot
          13.21.3. Company Market Share Analysis
          13.21.4. Company Product Portfolio
          13.21.5. Recent Developments
          13.21.6. SWOT Analysis
    13.22. Thinci.
          13.22.1. Business Overview
          13.22.2. Company Snapshot
          13.22.3. Company Market Share Analysis
          13.22.4. Company Product Portfolio
          13.22.5. Recent Developments
          13.22.6. SWOT Analysis
    13.23. General Vision
          13.23.1. Business Overview
          13.23.2. Company Snapshot
          13.23.3. Company Market Share Analysis
          13.23.4. Company Product Portfolio
          13.23.5. Recent Developments
          13.23.6. SWOT Analysis
    13.24. Mythic
          13.24.1. Business Overview
          13.24.2. Company Snapshot
          13.24.3. Company Market Share Analysis
          13.24.4. Company Product Portfolio
          13.24.5. Recent Developments
          13.24.6. SWOT Analysis

 

List of Table

  1. Global Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  2. Global Smartphones Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  3. Global Cameras Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  4. Global Robots Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  5. Global Wearables Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  6. Global Smart Speaker Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  7. Global Automotive Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  8. Global Smart Mirror Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  9. Global Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  10. Global CPU Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  11. Global GPU Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  12. Global Asic Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  13. Global Others Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  14. Global Edge AI Hardware Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  15. Global Less Than 1 W Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  16. Global 1–3 W Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  17. Global 3–5 W Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  18. Global 5–10 W Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  19. Global More Than 10 W Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  20. Global Edge AI Hardware Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  21. Global Training Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  22. Global Inference Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  23. Global Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  24. Global Consumer Electronics Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  25. Global Automotive & Transportation Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  26. Global Government Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  27. Global Healthcare Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  28. Global Industrial Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  29. Global Aerospace & Defense Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  30. Global Construction Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  31. Global Others Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  32. Global Edge AI Hardware  Market, By Region, 2016–2026 (USD Million) (Thousand Units)
  33. North America Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  34. North America Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  35. North America Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  36. North America Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  37. North America Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  38. U.S. Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  39. U.S. Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  40. U.S. Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  41. U.S. Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  42. U.S Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  43. Canada Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  44. Canada Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  45. Canada Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  46. Canada Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  47. Canada Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  48. Mexico Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  49. Mexico Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  50. Mexico Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  51. Mexico Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  52. Mexico Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  53. Europe Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  54. Europe Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  55. Europe Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  56. Europe Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  57. Europe Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  58. Europe Edge AI Hardware  Market, By Industry Vertical, 2016–2026 (USD Million) (Thousand Units)
  59. Germany Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  60. Germany Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  61. Germany Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  62. Germany Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  63. Germany Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  64. France Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  65. France Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  66. France Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  67. France Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  68. France Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  69. Sweden Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  70. Sweden Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  71. Sweden Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  72. Sweden Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  73. Sweden Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  74. Netherlands Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  75. Netherlands Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  76. Netherlands Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  77. Netherlands Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  78. Netherlands Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  79. U.K. Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  80. U.K. Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  81. U.K. Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  82. U.K. Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  83. U.K. Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  84. Italy Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  85. Italy Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  86. Italy Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  87. Italy Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  88. Italy Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  89. Spain Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  90. Spain Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  91. Spain Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  92. Spain Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  93. Spain Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  94. Turkey Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  95. Turkey Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  96. Turkey Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  97. Turkey Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  98. Turkey Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  99. Switzerland Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  100. Switzerland Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  101. Switzerland Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  102. Switzerland Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  103. Switzerland Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  104. Belgium Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  105. Belgium Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  106. Belgium Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  107. Belgium Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  108. Belgium Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  109. Asia Pacific Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  110. Asia Pacific Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  111. Asia Pacific Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  112. Asia Pacific Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  113. Asia Pacific Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  114. Japan Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  115. Japan Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  116. Japan Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  117. Japan Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  118. Japan Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  119. China Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  120. China Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  121. China Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  122. China Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  123. China Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  124. India Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  125. India Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  126. India Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  127. India Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  128. India Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  129. South Korea Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  130. South Korea Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  131. South Korea Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  132. South Korea Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  133. South Korea Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  134. Australia Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  135. Australia Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  136. Australia Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  137. Australia Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  138. Australia Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  139. Singapore Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  140. Singapore Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  141. Singapore Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  142. Singapore Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  143. Singapore Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  144. Malaysia Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  145. Malaysia Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  146. Malaysia Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  147. Malaysia Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  148. Malaysia Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  149. Thailand Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  150. Thailand Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  151. Thailand Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  152. Thailand Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  153. Thailand Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  154. Indonesia Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  155. Indonesia Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  156. Indonesia Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  157. Indonesia Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  158. Indonesia Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  159. Philippines Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  160. Philippines Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  161. Philippines Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  162. Philippines Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  163. Philippines Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  164. South America Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  165. South America Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  166. South America Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  167. South America Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  168. South America Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  169. Brazil Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  170. Brazil Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  171. Brazil Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  172. Brazil Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  173. Brazil Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  174. Argentina Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  175. Argentina Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  176. Argentina Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  177. Argentina Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  178. Argentina Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  179. Colombia Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  180. Colombia Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  181. Colombia Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  182. Colombia Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  183. Colombia Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  184. Middle East and Africa Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  185. Middle East and Africa Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  186. Middle East and Africa Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  187. Middle East and Africa Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  188. Middle East and Africa Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  189. Saudi Arabia Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  190. Saudi Arabia Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  191. Saudi Arabia Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  192. Saudi Arabia Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  193. Saudi Arabia Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  194. UAE Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  195. UAE Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  196. UAE Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  197. UAE Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  198. UAE Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  199. Egypt Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  200. Egypt Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  201. Egypt Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  202. Egypt Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  203. Egypt Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  204. Nigeria Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  205. Nigeria Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  206. Nigeria Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  207. Nigeria Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  208. Nigeria Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)
  209. South Africa Edge AI Hardware  Market, By Device, 2016–2026 (USD Million) (Thousand Units)
  210. South Africa Edge AI Hardware  Market, By Processors, 2016–2026 (USD Million) (Thousand Units)
  211. South Africa Edge AI Hardware  Market, By Power Consumption, 2016–2026 (USD Million) (Thousand Units)
  212. South Africa Edge AI Hardware  Market, By Process, 2016–2026 (USD Million) (Thousand Units)
  213. South Africa Edge AI Hardware  Market, By End-User Industry, 2016–2026 (USD Million) (Thousand Units)

List of Figures 

  1. Global Edge AI Hardware  Market Segmentation
  2. Edge AI Hardware  Market: Research Methodology
  3. Market Size Estimation Methodology: Bottom-Up Approach
  4. Market Size Estimation Methodology: Top-Down Approach
  5. Data Triangulation
  6. Porter’s Five Forces Analysis
  7. Value Chain Analysis
  8. Global Edge AI Hardware  Market attractiveness analysis by Device
  9. Global Edge AI Hardware  Market attractiveness analysis by Processors
  10. Global Edge AI Hardware  Market attractiveness analysis by Power Consumption
  11. Global Edge AI Hardware  Market attractiveness analysis by Process
  12. Global Edge AI Hardware  Market attractiveness analysis by End-User Industry
  13. Global Edge AI Hardware  Market attractiveness analysis by Region
  14. Global Edge AI Hardware  Market: Dynamics
  15. Global Edge AI Hardware  Market Share by Device (2018 & 2026)
  16. Global Edge AI Hardware  Market Share by Processors (2018 & 2026)
  17. Global Edge AI Hardware  Market Share by Power Consumption (2018 & 2026)
  18. Global Edge AI Hardware  Market Share by Process (2018 & 2026)
  19. Global Edge AI Hardware  Market Share by Application (2018 & 2026)
  20. Global Edge AI Hardware  Market Share by End-User Industry (2018 & 2026)
  21. Global Edge AI Hardware  Market Share by Regions (2018 & 2026)
  22. Global Edge AI Hardware  Market Share by Company (2018)

Research Methodology

Market research is a method of gathering, assessing and deducing data & information about a particular market. Market research is very crucial in these days. The techniques analyze about how a product/service can be offered to the market to its end-customers, observe the impact of that product/service based on the past customer experiences, and cater their needs and demands. Owing to the successful business ventures, accurate, relevant and thorough information is the base for all the organizations because market research report/study offers specific market related data & information about the industry growth prospects, perspective of the existing customers, and the overall market scenario prevailed in past, ongoing present and developing future. It allows the stakeholders and investors to determine the probability of a business before committing substantial resources to the venture. Market research helps in solving the marketing issues challenges that a business will most likely face.

Market research is valuable because of the following reasons:

  • Market research helps businesses strengthen a company’s position
  • Market research helps in minimizing the investment risks associated with the businesses in any industry vertical
  • Market research helps in identifying the potential threats and opportunities associated with the business industry
  • Market research aids in spotting the emerging trends and facilitates strategic planning in order to stay ahead in the competition

Our research report features both the aspects; qualitative and quantitative. Qualitative part provides insights about the market driving forces, potential opportunities, customer’s demands and requirement which in turn help the companies to come up with new strategies in order to survive in the long run competition. The quantitative segment offers the most credible information related to the industry. Based on the data gathering, we use to derive the market size and estimate their future growth prospects on the basis of global, region and country.

Our market research process involves with the four specific stages.

  • Data Collection
  • Data Synthesis
  • Market Deduction & Formulation
  • Data Screening & Validation

Data Collection: This stage of the market research process involves with the gathering and collecting of the market/industry related data from the sources. There are basically two types of research methods:

  • Primary Research: By conducting primary research, it involves with the two types of data gathering; exploratory and specific. Exploratory data is open-ended and helps us to define a particular problem involving surveys, and pilot study to the specific consumer group, knowing their needs and wants catering to the industry related product/service offering. Explanatory data gathering follows with the bit of unstructured way. Our analyst group leads the study by focusing on the key crowd, in this manner picking up bits of knowledge from them. In light of the points of view of the clients, this data is used to plan advertise techniques. In addition, showcase overviews causes us to comprehend the current scenario of the business. Specific data gathering on the hand, involves with the more structured and formal way. The primary research usually includes in telephonic conversations, E-mail collaborations and up close and personal meetings/interviews with the raw material suppliers, industrial wholesalers, and independent consultants/specialists. The interviews that we conduct offers important information on showcase size and industry development patterns. Our company likewise conducts interviews with the different business specialists so as to increase generally bits of knowledge of the business/showcase.
  • Secondary Research: The secondary research incorporates with the data gathering from the non-profit associations and organizations, for example, World bank, WHO, investor relations and their presentations, statistical databases, yearly(annual reports) reports, national government records, factual databases, websites, articles, white papers, press releases, blogs and others. From the annual report, we deduce an organization's income/revenue generation to comprehend the key product segment related to the market. We examine the organization sites and implement product mapping strategy which is significant for determining the segment revenue. In the product mapping technique, we choose and categorize the products offered by the companies catering to the industry specific market, derive the segment revenue for each of the organizations to get the market estimation. We also gather data & Information based on the supply and demand side of the value chain involved with the domain specific market. The supply side denotes the distributors, wholesalers, suppliers and the demand side denotes the end-consumers/customers of the value chain. The supply side of the market is analyzed by examining the product growth across industry in each of the region followed by its pricing analysis. The demand side is analyzed by the evaluating the penetration level and adoption rates of the product by referring to the historical/past data, examine the present usage and forecasting the future trends. 
  • Purchased Database: Our purchased data provides insights about the key market players/companies along with their financial analysis. Additionally, our data base also includes market related information. 
    • We also have the agreements with various reputed data providers, consultants and third party vendors who provide information which are not limited to:
      • Export & Import Data
      • Business Information related to trade and its statistics
      • Penetration level of a particular product/service based on geography mainly focusing on the unmet prerequisites of the customers.
  • In-house Library: Apart from these third-party sources, we have our in-house library of quantitative and qualitative data & information. Our in-house database includes market data for various industry and domains. These data are updated on regular basis as per the changing market scenario. Our library includes, internal audit reports, historic databases, archives and journal publications. Sometimes there are instances where there is no metadata or raw data available for any domain specific market. For those particular cases, we utilize our expertise to forecast and estimate the market size in order to generate comprehensive data sets. Our analyst team adopts a robust research technique in order to deduce the market size and its estimates:
  • Examining demographic along with psychographic segmentation for market evaluation
  • Analyzing the macro and micro-economic indicators for each demography
  • Evaluating the current industry trends popular in the market.

Data Synthesis: This stage includes the evaluation and assessment of all the data acquired from the primary and secondary research. It likewise includes in evaluating the information for any disparity watched while information gathering identified with the market. The data & information is gathered with consideration to the heterogeneity of sources. Scientific and statistical methods are implemented for synthesizing dissimilar information sets and provide the relevant data which is fundamental for formulating strategies. Our organization has broad involvement with information amalgamation where the information goes through different stages:

  • Information Screening: Information screening is the way toward examining information/data gathered from the sources for errors/mistakes and amending it before data integration process. The screening includes in looking at raw information, identifying and distinguishing mistakes and managing missing information. The reason for the information screening is to ensure information is effectively entered or not. Our organization utilizes objective and precise information screening grades through repetitive quality checks.
  • Data Integration: The data integration method involves with the incorporation of numerous information streams. The data streams is important so as to deliver investigate examines that give overall market scenario to the investors. These information streams originate from different research contemplates and our in house database. After the screening of the information, our analysts conduct efficient integration of the data streams, optimizing connections between integrated surveys and syndicated data sources. There are two research approaches that we follow so as to coordinate our information; top down methodology and bottom up methodology. 
    • Top-down analysis generally refers to using broad factors as a basis for decision making. The top-down approach helps in identifying the overall market scenario along with the external and internal factors effecting the market growth.
    • The bottom-up approach takes a completely different approach. Generally, the bottom-up approach focuses its analysis on micro attributes and specific characteristics of the domain specific market.

Market Formulation & Deduction: The last stage includes assigning the data & information in a suitable way in order to derive market size. Analyst reviews and domain based opinions based on holistic approach of market estimation combined with industry investigation additionally features a crucial role in this stage.

This stage includes with the finalization of the market size and numbers that we have gathered from primary and secondary research. With the data & information addition, we ensure that there is no gap in the market information. Market trend analysis is finished by our analysts by utilizing data extrapolation procedures, which give the most ideal figures to the market.

Data Validation: Validation is the most crucial step in the process. Validation & re-validation through scientifically designed technique and process that helps us finalize data-points to be used for final calculations. This stage also involves with the data triangulation process. Data triangulation generally implicates the cross validation and matching the data which has been collected from primary and secondary research methods.

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