Human Augmentation Market

Human Augmentation Market Trends & Growth Analysis – Latest Insights

Base Year: 2023 Historical Data: 2020-22
  • Report ID: TBI-12814
  • Published Date: Oct, 2024
  • Pages: 236
  • Category: Healthcare
  • Format: PDF
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Market Dynamics

Drivers

  • Growing demand for human augmentation in the healthcare sector

The brain shrinks as a person gets older, and its ability to carry out billions of commands with its neurons decreases. Individuals' cognitive and motor abilities are harmed by the deterioration and reduction in brain efficacy. With age, the chances of acquiring a neurological disorder grow. As a result of the expanding senior population, people with neurological illnesses and neurodegenerative diseases will rise. Increased incidence of accidents has left a scoring number of people with disabilities. Human augmentation can help mitigate their shortcomings, allowing them to achieve bodily integrity on par with their fellow able-bodied individuals. The non-invasive nature of human augmentation with enhanced portability will increase the adoption of human augmentation to treat neurological conditions and limb and joint disabilities. The increasing prevalence of neurological diseases and limb disabilities, among other conditions, has increased the demand for human augmentation by the healthcare sector, which will drive the global market in the forecast period.

Restraints

  • High cost of capital expenditure

The study and development of human augmentation utilize a lot of money. Human augmentation uses cutting-edge technologies to boost its effectiveness; nevertheless, such technologies are costly, making human augmentation a costly endeavor. Human enhancement technologies are more expensive due to their advanced nature and complicated procedures. The high expenses of human augmentation will hamper the market's expansion.

Opportunities

  • Growing research and development 

With the rise in demand for human augmentation, significant companies have researched and built better augmentation technologies, systems, procedures, and devices. In the medical field, for example, near-infrared spectroscopy in brain imaging and mapping to deliver improved diagnoses is gaining popularity because it is a sophisticated, cost-effective, and durable technology compared to conventional methods. Other improvements in human augmentation will make the business more competitive and efficient, providing the industry with the needed impetus for expansion and profitable opportunities in the market. Technological advancements also increase the scope of application of human augmentation in the defense, aerospace, biotechnology, and industrial sectors.

Challenges

  • Constant modifications

The human augmentation market is regularly evolving with the increasing advancements in artificial technology, augmented reality, virtual assistants, and virtual reality. New functions, features, and abilities are added to older devices, technologies, procedures, and systems. Regular advancements make the older products redundant in the market. The need to constantly modify and improve the technology in the human augmentation market leaves the older technology without consumers, resulting in a loss of revenue for market players. High capital expenditure utilized to produce new technologies is not recovered from the market revenue of such products given their short market lifespan, which could challenge the global human augmentation market.

  • Data security concerns

The computer-brain interface (human augmentation type) used in neurology translates and stores the data of the brain, including the thoughts and emotions which are privy to the individual. The lack of data security and safety laws makes the stored data vulnerable to cyberattacks. Similar instances of cyberattacks and other data theft crimes in human augmentation discourage the users from engaging in this market, thereby hindering its growth. The dependence on technology with the lack of preventive authentication measures increases the probability of unauthorized access to patient data at the expense of their physical & mental health.

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

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 Product Type
          4.3.2. Market Attractiveness Analysis by Functionality
          4.3.3. Market Attractiveness Analysis by Application
          4.3.4. Market Attractiveness Analysis by Region
    4.4. Industry Trends

5. Market Dynamics
    5.1. Market Evaluation
    5.2. Drivers
          5.2.1. Growing demand for human augmentation in healthcare
    5.3. Restraints
          5.3.1. High cost of capital expenditure
    5.4. Opportunities
          5.4.1. Growing research and development
    5.5. Challenges
          5.5.1. Constant modifications
          5.5.2. Data security concerns

6. Global Human Augmentation Market Analysis and Forecast, By Product Type
    6.1. Segment Overview
    6.2. Exoskeletons
    6.3. Wearable Devices
    6.4. Intelligent Virtual Assistants
    6.5. Virtual Reality Devices
    6.6. Augmented Reality Devices

7. Global Human Augmentation Market Analysis and Forecast, By Functionality
    7.1. Segment Overview
    7.2. Body Worn
    7.3. Non-Body Worn

8. Global Human Augmentation Market Analysis and Forecast, By Application
    8.1. Segment Overview
    8.2. Commercial
    8.3. Medical
    8.4. Consumer
    8.5. Industrial
    8.6. Aerospace
    8.7. Defense
    8.8. Others

9. Global Human Augmentation Market Analysis and Forecast, By Regional Analysis
    9.1. Segment Overview
    9.2. North America
          9.2.1. U.S.
          9.2.2. Canada
          9.2.3. Mexico
    9.3. Europe
          9.3.1. Germany
          9.3.2. France
          9.3.3. U.K.
          9.3.4. Italy
          9.3.5. Spain
    9.4. Asia-Pacific
          9.4.1. Japan
          9.4.2. China
          9.4.3. India
    9.5. South America
          9.5.1. Brazil
    9.6. Middle East and Africa
          9.6.1. UAE
          9.6.2. South Africa

10. Global Human Augmentation Market-Competitive Landscape
    10.1. Overview
    10.2. Market Share of Key Players in the Human Augmentation Market
          10.2.1. Global Company Market Share
          10.2.2. North America Company Market Share
          10.2.3. Europe Company Market Share
          10.2.4. APAC Company Market Share
    10.3. Competitive Situations and Trends
          10.3.1. Product Launches and Developments
          10.3.2. Partnerships, Collaborations, and Agreements
          10.3.3. Mergers & Acquisitions
          10.3.4. Expansions

11. Company Profiles
    11.1. Samsung Electronics Co. Ltd.
          11.1.1. Business Overview
          11.1.2. Company Snapshot
          11.1.3. Company Market Share Analysis
          11.1.4. Company Product Portfolio
          11.1.5. Recent Developments
          11.1.6. SWOT Analysis
    11.2. Google LLC
          11.2.1. Business Overview
          11.2.2. Company Snapshot
          11.2.3. Company Market Share Analysis
          11.2.4. Company Product Portfolio
          11.2.5. Recent Developments
          11.2.6. SWOT Analysis
    11.3. Ekso Bionics Holdings Inc.
          11.3.1. Business Overview
          11.3.2. Company Snapshot
          11.3.3. Company Market Share Analysis
          11.3.4. Company Product Portfolio
          11.3.5. Recent Developments
          11.3.6. SWOT Analysis
    11.4. Garmin Ltd.
          11.4.1. Business Overview
          11.4.2. Company Snapshot
          11.4.3. Company Market Share Analysis
          11.4.4. Company Product Portfolio
          11.4.5. Recent Developments
          11.4.6. SWOT Analysis
    11.5. Cyberdyne Inc.
          11.5.1. Business Overview
          11.5.2. Company Snapshot
          11.5.3. Company Market Share Analysis
          11.5.4. Company Product Portfolio
          11.5.5. Recent Developments
          11.5.6. SWOT Analysis
    11.6. Magic Leap
          11.6.1. Business Overview
          11.6.2. Company Snapshot
          11.6.3. Company Market Share Analysis
          11.6.4. Company Product Portfolio
          11.6.5. Recent Developments
          11.6.6. SWOT Analysis
    11.7. Casio Computer Co. Ltd.
          11.7.1. Business Overview
          11.7.2. Company Snapshot
          11.7.3. Company Market Share Analysis
          11.7.4. Company Product Portfolio
          11.7.5. Recent Developments
          11.7.6. SWOT Analysis
    11.8. Vuzix Corporation
          11.8.1. Business Overview
          11.8.2. Company Snapshot
          11.8.3. Company Market Share Analysis
          11.8.4. Company Product Portfolio
          11.8.5. Recent Developments
          11.8.6. SWOT Analysis
    11.9. Raytheon Technologies
          11.9.1. Business Overview
          11.9.2. Company Snapshot
          11.9.3. Company Market Share Analysis
          11.9.4. Company Product Portfolio
          11.9.5. Recent Developments
          11.9.6. SWOT Analysis
    11.10. Fossil Group Inc.
          11.10.1. Business Overview
          11.10.2. Company Snapshot
          11.10.3. Company Market Share Analysis
          11.10.4. Company Product Portfolio
          11.10.5. Recent Developments
          11.10.6. SWOT Analysis

List of Table

1. Global Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

2. Global Exoskeletons Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

3. Global Wearable Devices Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

4. Global Intelligent Virtual Assistants Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

5. Global Virtual Reality Devices Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

6. Global Augmented Reality Devices Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

7. Global Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

8. Global Body Worn Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

9. Global Non-Body Worn Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

10. Global Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

11. Global Commercial Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

12. Global Medical Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

13. Global Consumer Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

14. Global Industrial Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

15. Global Aerospace Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

16. Global Defense Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

17. Global Others Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

18. Global Human Augmentation Market, By Region, 2020-2033 (USD Billion) 

19. North America Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

20. North America Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

21. North America Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

22. U.S. Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

23. U.S. Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

24. U.S. Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

25. Canada Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

26. Canada Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

27. Canada Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

28. Mexico Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

29. Mexico Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

30. Mexico Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

31. Europe Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

32. Europe Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

33. Europe Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

34. Germany Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

35. Germany Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

36. Germany Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

37. France Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

38. France Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

39. France Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

40. U.K. Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

41. U.K. Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

42. U.K. Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

43. Italy Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

44. Italy Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

45. Italy Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

46. Spain Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

47. Spain Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

48. Spain Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

49. Asia Pacific Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

50. Asia Pacific Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

51. Asia Pacific Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

52. Japan Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

53. Japan Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

54. Japan Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

55. China Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

56. China Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

57. China Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

58. India Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

59. India Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

60. India Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

61. South America Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

62. South America Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

63. South America Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

64. Brazil Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

65. Brazil Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

66. Brazil Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

67. Middle East and Africa Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

68. Middle East and Africa Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

69. Middle East and Africa Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

70. UAE Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

71. UAE Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

72. UAE Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

73. South Africa Human Augmentation Market, By Product Type, 2020-2033 (USD Billion) 

74. South Africa Human Augmentation Market, By Functionality, 2020-2033 (USD Billion) 

75. South Africa Human Augmentation Market, By Application, 2020-2033 (USD Billion) 

List of Figures 

1. Global Human Augmentation Market Segmentation

2. Human Augmentation 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 Human Augmentation Market Attractiveness Analysis by Product Type

9. Global Human Augmentation Market Attractiveness Analysis by Functionality

10. Global Human Augmentation Market Attractiveness Analysis by Application

11. Global Human Augmentation Market Attractiveness Analysis by Region

12. Global Human Augmentation Market: Dynamics

13. Global Human Augmentation Market Share by Product Type (2023 & 2033)

14. Global Human Augmentation Market Share by Functionality (2023 & 2033)

15. Global Human Augmentation Market Share by Application (2023 & 2033)

16. Global Human Augmentation Market Share by Regions (2023 & 2033)

17. Global Human Augmentation Market Share by Company (2023)

This study forecasts revenue at global, regional, and country levels from 2020 to 2033. The Brainy Insights has segmented the global human augmentation market based on below mentioned segments:

Global Human Augmentation Market by Product Type:

  • Exoskeletons
  • Wearable Devices
  • Intelligent Virtual Assistants
  • Virtual Reality Devices
  • Augmented Reality Devices

Global Human Augmentation Market by Functionality:

  • Body Worn
  • Non-Body Worn

Global Human Augmentation Market by Application:

  • Commercial
  • Medical
  • Consumer
  • Industrial
  • Aerospace
  • Defense
  • Others

Global Human Augmentation Market by Region:

  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • Germany
    • France
    • U.K.
    • Italy
    • Spain
  • Asia-Pacific
    • Japan
    • China
    • India
  • South America
    • Brazil
  • Middle East and Africa  
    • UAE
    • South Africa

Methodology

Research has its special purpose to undertake marketing efficiently. In this competitive scenario, businesses need information across all industry verticals; the information about customer wants, market demand, competition, industry trends, distribution channels etc. This information needs to be updated regularly because businesses operate in a dynamic environment. Our organization, The Brainy Insights incorporates scientific and systematic research procedures in order to get proper market insights and industry analysis for overall business success. The analysis consists of studying the market from a miniscule level wherein we implement statistical tools which helps us in examining the data with accuracy and precision. 

Our research reports feature both; quantitative and qualitative aspects for any market. Qualitative information for any market research process are fundamental because they reveal the customer needs and wants, usage and consumption for any product/service related to a specific industry. This in turn aids the marketers/investors in knowing certain perceptions of the customers. Qualitative research can enlighten about the different product concepts and designs along with unique service offering that in turn, helps define marketing problems and generate opportunities. On the other hand, quantitative research engages with the data collection process through interviews, e-mail interactions, surveys and pilot studies. Quantitative aspects for the market research are useful to validate the hypotheses generated during qualitative research method, explore empirical patterns in the data with the help of statistical tools, and finally make the market estimations.

The Brainy Insights offers comprehensive research and analysis, based on a wide assortment of factual insights gained through interviews with CXOs and global experts and secondary data from reliable sources. Our analysts and industry specialist assume vital roles in building up statistical tools and analysis models, which are used to analyse the data and arrive at accurate insights with exceedingly informative research discoveries. The data provided by our organization have proven precious to a diverse range of companies, facilitating them to address issues such as determining which products/services are the most appealing, whether or not customers use the product in the manner anticipated, the purchasing intentions of the market and many others.

Our research methodology encompasses an idyllic combination of primary and secondary initiatives. Key phases involved in this process are listed below:

MARKET RESEARCH PROCESS

Data Procurement:

The phase involves the gathering and collecting of market data and its related information with the help of different sources & research procedures.

The data procurement stage involves in data gathering and collecting through various data sources.

This stage involves in extensive research. These data sources includes:

Purchased Database: Purchased databases play a crucial role in estimating the market sizes irrespective of the domain. Our purchased database includes:

  • The organizational databases such as D&B Hoovers, and Bloomberg that helps us to identify the competitive scenario of the key market players/organizations along with the financial information.
  • Industry/Market databases such as Statista, and Factiva provides market/industry insights and deduce certain formulations. 
  • We also have contractual agreements with various reputed data providers and third party vendors who provide information which are not limited to:
    • Import & Export Data
    • Business Trade Information
    • Usage rates of a particular product/service on certain demographics mainly focusing on the unmet prerequisites

Primary Research: The Brainy Insights interacts with leading companies and experts of the concerned domain to develop the analyst team’s market understanding and expertise. It improves and substantiates every single data presented in the market reports. Primary research mainly involves in telephonic interviews, E-mail interactions and face-to-face interviews with the raw material providers, manufacturers/producers, distributors, & independent consultants. The interviews that we conduct provides valuable data on market size and industry growth trends prevailing in the market. Our organization also conducts surveys with the various industry experts in order to gain overall insights of the industry/market. For instance, in healthcare industry we conduct surveys with the pharmacists, doctors, surgeons and nurses in order to gain insights and key information of a medical product/device/equipment which the customers are going to usage. Surveys are conducted in the form of questionnaire designed by our own analyst team. Surveys plays an important role in primary research because surveys helps us to identify the key target audiences of the market. Additionally, surveys helps to identify the key target audience engaged with the market. Our survey team conducts the survey by targeting the key audience, thus gaining insights from them. Based on the perspectives of the customers, this information is utilized to formulate market strategies. Moreover, market surveys helps us to understand the current competitive situation of the industry. To be precise, our survey process typically involve with the 360 analysis of the market. This analytical process begins by identifying the prospective customers for a product or service related to the market/industry to obtain data on how a product/service could fit into customers’ lives.

Secondary Research: The secondary data sources includes information published by the on-profit organizations such as World bank, WHO, company fillings, investor presentations, annual reports, national government documents, statistical databases, blogs, articles, white papers and others. From the annual report, we analyse a company’s revenue to understand the key segment and market share of that organization in a particular region. We analyse the company websites and adopt the product mapping technique which is important for deriving the segment revenue. In the product mapping method, we select and categorize the products offered by the companies catering to domain specific market, deduce the product revenue for each of the companies so as to get overall estimation of the market size. We also source data and analyses trends based on information received from supply side and demand side intermediaries in the value chain. The supply side denotes the data gathered from supplier, distributor, wholesaler and the demand side illustrates the data gathered from the end customers for respective market domain.

The supply side for a domain specific market is analysed by:

  • Estimating and projecting penetration rates through analysing product attributes, availability of internal and external substitutes, followed by pricing analysis of the product.
  • Experiential assessment of year-on-year sales of the product by conducting interviews.

The demand side for the market is estimated through:

  • Evaluating the penetration level and usage rates of the product.
  • Referring to the historical data to determine the growth rate and evaluate the industry trends

In-house Library: Apart from these third-party sources, we have our in-house library of qualitative and quantitative 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, historic databases, internal audit reports and archives.

Sometimes there are instances where there is no metadata or raw data available for any domain specific market. For those cases, we use our expertise to forecast and estimate the market size in order to generate comprehensive data sets. Our analyst team adopt a robust research technique in order to produce the estimates:

  • Applying demographic along with psychographic segmentation for market evaluation
  • Determining the Micro and Macro-economic indicators for each region 
  • Examining the industry indicators prevailing in the market. 

Data Synthesis: This stage involves the analysis & mapping of all the information obtained from the previous step. It also involves in scrutinizing the data for any discrepancy observed while data gathering related to the market. The data is collected with consideration to the heterogeneity of sources. Robust scientific techniques are in place for synthesizing disparate data sets and provide the essential contextual information that can orient market strategies. The Brainy Insights has extensive experience in data synthesis where the data passes through various stages:

  • Data Screening: Data screening is the process of scrutinising data/information collected from primary research for errors and amending those collected data before data integration method. The screening involves in examining raw data, identifying errors and dealing with missing data. The purpose of the data screening is to ensure data is correctly entered or not. The Brainy Insights employs objective and systematic data screening grades involving repeated cycles of quality checks, screening and suspect analysis.
  • Data Integration: Integrating multiple data streams is necessary to produce research studies that provide in-depth picture to the clients. These data streams come from multiple research studies and our in house database. After screening of the data, our analysts conduct creative integration of data sets, optimizing connections between integrated surveys and syndicated data sources. There are mainly 2 research approaches that we follow in order to integrate our data; top down approach and bottom up approach.

Market Deduction & Formulation: The final stage comprises of assigning data points at appropriate market spaces so as to deduce feasible conclusions. Analyst perspective & subject matter expert based holistic form of market sizing coupled with industry analysis also plays a crucial role in this stage.

This stage involves in finalization of the market size and numbers that we have collected from data integration step. With data interpolation, it is made sure that there is no gap in the market data. Successful trend analysis is done by our analysts using extrapolation techniques, which provide the best possible forecasts for the market.

Data Validation & Market Feedback: Validation is the most important step in the process. Validation & re-validation via an intricately designed process helps us finalize data-points to be used for final calculations.

The Brainy Insights interacts with leading companies and experts of the concerned domain to develop the analyst team’s market understanding and expertise. It improves and substantiates every single data presented in the market reports. The data validation interview and discussion panels are typically composed of the most experienced industry members. The participants include, however, are not limited to:

  • CXOs and VPs of leading companies’ specific to sector
  • Purchasing managers, technical personnel, end-users
  • Key opinion leaders such as investment bankers, and industry consultants

Moreover, we always validate our data and findings through primary respondents from all the major regions we are working on.

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