The data wrangling market is expected to reach US$ 6,034.4 million by 2027, rising from US$ 1,377.8 million in 2019. The growth rate for revenue curve is estimated to be 20.9% during the forecast period.
Data wrangling tools and services offer numerous benefits, such as delivering better and faster decision making and providing a competitive advantage by promptly analysing & acting upon information. Companies are also adopting data wrangling for real-time forecasting and monitoring various occasions that may affect the performance of the organizations. The ability to mitigate risks by optimizing complex decisions about unplanned events, such as cyberattacks and other crises, propels the growth of the data wrangling market. Further, the demand for data wrangling is increasing due to growing instances of cyberattacks as the wrangling process makes data easier to locate and retrieve. When it comes to managing risk, compliance, and data security, data wrangling is of particular importance. The wrangling of data involves tagging the data to make it easy to search and track. It also eliminates data duplications, reducing storage and backup costs while accelerating the search process. Data wrangling provides a clear view of all data within the control of an organization and a clear understanding of where the collected data is stored, how to access it quickly, and the best way to protect it against potential security risks. Once implemented, data wrangling provides an organized framework that facilitates more appropriate data protection measures and promotes employee compliance with security policies. Thus, numerous benefits of data wrangling solutions are anticipated to drive the growth of the data wrangling market during the forecast period.
Impact of COVID-19 Pandemic on Data Wrangling Market
According to latest situation report from World Health Organization (WHO), the US, Spain, Italy, France, Germany, UK, Russia, Turkey, Brazil, Iran, and China are some of the worst affected countries due to COVID-19 outbreak. The outbreak first began in Wuhan (China) during December 2019 and since then it has spread at a fast pace across the globe. The COVID-19 crisis is affecting the industries worldwide and the global economy is anticipated to take a worst hit in the year 2020 and likely in 2021 also. AI and big data technologies were used to strengthen the contact tracing and management of priority populations. Personal data processing is difference in every geographical location. For instance, China, US, and the European Union have different legislation for governing processing personal data of their respective citizens.
During watching the news for information Coronavirus, the individuals comes across various sensitive personal information about many patients and their family members. Even, the name of patients are not disclosed, this other information includes movement of patients, details about their previous & current health status which might result into identification of individual.
Lucrative Regions for Data Wrangling Market
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Market Insights
Integration of AI and ML into Data Wrangling
In the new era of fueling data, the advent of big data and machine learning would prove to be a game-changer for industries. Big data requires data wrangling and performs its task of delivering quality information for management decision making. The need to classify data is characterized by its large volume and speed. Similarly, due to its ability to learn the tags for every kind of information set in the system, machine learning is likely to boost the market for data wrangling. Also, companies are integrating technologies, such as AI and ML, to automatically analyze sensitive data behavior and enhance security measures to prevent incidents involving data breach. These technologies help companies reduce error rates through manual processes or user interference while classifying sensitive data and empowering data wrangling solutions to leverage continuous learning processes to automatically categorize data in a more refined and precise way, based on user-defined rules and policies. By presenting better and more complete data, third-party organizations and government units can significantly add value to the quality of a management system and MDM platforms, contributing to precise decision making. AI makes suggestions on what to get from a given set of data and the build's data connections. When a company has detailed and clean data in one place, the chances of making informed decisions are higher.
Component Market Insights
Based on component, the data wrangling market is segmented into tools and services. The services segment can be further categorized into professional services and managed services. Tools segment led the data wrangling market in 2019, however, services segment is anticipated to grow at the highest CAGR during the forecast period.
Data Wrangling Market, by Component– 2019 and 2027
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Business Function Market Insight
Based on business function, the data wrangling market is segmented into finance, marketing and sales, operations, human resources, and legal. Marketing and sales segment led the data wrangling market in 2019, followed by operations, finance, human resource and legal segment. Further, operations segment is anticipated to grow at the highest CAGR during the forecast period.
Organization Size Market Insight
Based on organization size, the data wrangling market is segmented into SMEs and large enterprises. Large enterprises segment led the data wrangling market in 2019, however, SMEs segment is anticipated to grow at the highest CAGR during the forecast period.
Small and medium organizations are seeing considerable demand for data wrangling and other related services. These organizations are aware of the cost and avoid investing in high-cost solutions and services, thereby opting for solutions based on the services. To achieve their full potential, small and medium-sized organizations need continuous support from the respective country governments. They need to work on their internal processes, structures, and practices to achieve anticipated growth. Digitalization is opening up new opportunities for advanced solutions for small and medium-sized organizations.
Industry Vertical Market Insight
Based on industry vertical, the data wrangling market is segmented into BFSI, government, healthcare, IT and telecom, manufacturing, retail, and others. BFSI segment led the data wrangling market in 2019, followed by IT and telecom, retail, healthcare, manufacturing and government segment. Further, others segment is anticipated to grow at the highest CAGR, i.e., 24.0% during the forecast period.
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Data Wrangling Market: Strategic Insights
Market Size Value in US$ 1,377.8 Million in 2019 Market Size Value by US$ 6,034.4 Million by 2027 Growth rate CAGR of 20.9% from 2020-2027 Forecast Period 2020-2027 Base Year 2020
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Data Wrangling Market: Strategic Insights
| Market Size Value in | US$ 1,377.8 Million in 2019 |
| Market Size Value by | US$ 6,034.4 Million by 2027 |
| Growth rate | CAGR of 20.9% from 2020-2027 |
| Forecast Period | 2020-2027 |
| Base Year | 2020 |
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The players operating in the enterprise content management market focus on strategies such as mergers, acquisitions, and market initiatives to maintain their positions in the market. A few developments by key players are listed below:
- In October 2019, DataRobot, acquired Paxata, the pioneer of self-service data preparation and leading data fabric provider, to fulfill its mission to build the world’s first automated end-to-end enterprise AI platform.
- In August 2018, TMMData, declared the launch of new “bulk entry forms” as part of its suite of self-service data blending tools. This released improved the platform’s data workflow capabilities so digital marketing and analytics teams can better scale their campaign management process with automation.
Global Data Wrangling Segments:
Data Wrangling Market – By Component
Data Wrangling Market – By Business Function
- Marketing and Sales
- Operations
- Human Resource
- Finance
- Legal
Data Wrangling Market – By Organization Size
- SMEs
- Large Enterprises
Data Wrangling Market – By Industry
- BFSI
- IT and Telecom
- Manufacturing
- Healthcare
- Government
- Retail
- Others
Data Wrangling Market – By Geography
North America
- U.S.
- Canada
- Mexico
Europe
- France
- Germany
- Italy
- Spain
- UK
- Rest of Europe
Asia Pacific (APAC)
- Australia
- China
- India
- Japan
- Rest of APAC
Middle East & Africa (MEA)
- Saudi Arabia
- UAE
- South Africa
- Rest of MEA
South America (SAM)
- Brazil
- Rest of SAM
Companies
- BRILLIO.
- ONEDOT AG
- Paxata, Inc.
- TMMData
- Trifacta
- Altair Engineering, Inc.
- TIBCO Software Inc.
- Oracle Corporation
- SAS Institute Inc.
- Ideata Analytics
Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
Segment Covered
Component ; Business Function ; Organization Size ; and Industry Vertical
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
Country Scope
Argentina, Australia, Brazil, Canada, China, France, Germany, India, Italy, Japan, Mexico, Russian Federation, Saudi Arabia, South Africa, South Korea, United Arab Emirates, United Kingdom, United States
1. Introduction
1.1 Study Scope
1.2 The Insight Partners Research Report Guidance
1.3 Market Segmentation
2. Key Takeaways
3. Research Methodology
3.1 Coverage
3.2 Secondary Research
3.3 Primary Research
4. Data Wrangling Market Landscape
4.1 Market Overview
4.2 PEST Analysis
4.2.1 North America
4.2.2 Europe
4.2.3 Asia Pacific
4.2.4 Middle East & Africa
4.2.5 South America
4.3 Ecosystem Analysis
4.4 Expert Opinions
5. Data Wrangling Market – Key Market Dynamics
5.1 Market Drivers
5.1.1 Government Mandates in Developed Countries
5.1.2 Numerous Benefits Provided by Data Wrangling Solutions
5.2 Market Restraints
5.2.1 Complexities Associated with Data Wrangling Process
5.3 Market Opportunities
5.3.1 Integration of AI and ML into Data Wrangling
5.4 Future Trends
5.4.1 Growing Demand for Data-Driven Decision-Making Process
5.5 Impact Analysis of Drivers and Restraints
6. Data Wrangling Market – Global Analysis
6.1 Data Wrangling Market Overview
6.2 Data Wrangling Market –Revenue, and Forecast to 2027 (US$ Million)
6.3 Market Positioning – Global Key Players
7. Data Wrangling Market Analysis – By Component
7.1 Overview
7.2 Data Wrangling Market, by Component (2019 and 2027)
7.3 Tools
7.3.1 Overview
7.3.2 Tools: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
7.4 Services
7.4.1 Overview
7.4.2 Services: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
8. Data Wrangling Market Revenue and Forecast to 2027 – by Business Function
8.1 Overview
8.2 Global Data Wrangling Market Breakdown, by Business Function, 2019 & 2027
8.3 Finance
8.3.1 Overview
8.3.2 Finance Market Forecast and Analysis
8.4 Marketing and Sales
8.4.1 Overview
8.4.2 Marketing and Sales Market Forecast and Analysis
8.5 Operations
8.5.1 Overview
8.5.2 Operations Market Forecast and Analysis
8.6 Human Resources
8.6.1 Overview
8.6.2 Human Resources Market Forecast and Analysis
8.7 Legal
8.7.1 Overview
8.7.2 Legal Market Forecast and Analysis
9. Data Wrangling Market Analysis – by Organization Size
9.1 Overview
9.2 Data Wrangling Market, by Organization Size, 2019 & 2027
9.3 SMEs
9.3.1 Overview
9.3.2 SMEs: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
9.4 Large Enterprises
9.4.1 Overview
9.4.2 Large Enterprises: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
10. Data Wrangling Market Revenue and Forecast to 2027 – by Industry Vertical
10.1 Overview
10.2 Global Data Wrangling Market Breakdown, by Industry Vertical, 2019 & 2027
10.3 BFSI
10.3.1 Overview
10.3.2 BFSI Market Forecast and Analysis
10.4 Government
10.4.1 Overview
10.4.2 Government Market Forecast and Analysis
10.5 Healthcare
10.5.1 Overview
10.5.2 Healthcare Market Forecast and Analysis
10.6 IT and Telecom
10.6.1 Overview
10.6.2 IT and Telecom Market Forecast and Analysis
10.7 Manufacturing
10.7.1 Overview
10.7.2 Manufacturing Market Forecast and Analysis
10.8 Retail
10.8.1 Overview
10.8.2 Retail Market Forecast and Analysis
10.9 Others
10.9.1 Overview
10.9.2 Others Market Forecast and Analysis
11. Data Wrangling Market – Geographic Analysis
11.1 Overview
11.2 North America: Data Wrangling Market
11.2.1 North America: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.2.2 North America: Data Wrangling Market, by Component
11.2.3 North America: Data Wrangling Market, by Business Function
11.2.4 North America: Data Wrangling Market, by Organization Size
11.2.5 North America: Data Wrangling Market, by Industry Vertical
11.2.6 North America: Data Wrangling Market, by Key Country
11.2.6.1 US: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.2.6.1.1 US: Data Wrangling Market, by Component
11.2.6.1.2 US: Data Wrangling Market, by Business Function
11.2.6.1.3 US: Data Wrangling Market, by Organization Size
11.2.6.1.4 US: Data Wrangling Market, by Industry Vertical
11.2.6.2 Canada: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.2.6.2.1 Canada: Data Wrangling Market, by Component
11.2.6.2.2 Canada: Data Wrangling Market, by Business Function
11.2.6.2.3 Canada: Data Wrangling Market, by Organization Size
11.2.6.2.4 Canada: Data Wrangling Market, by Industry Vertical
11.2.6.3 Mexico: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.2.6.3.1 Mexico: Data Wrangling Market, by Component
11.2.6.3.2 Mexico: Data Wrangling Market, by Business Function
11.2.6.3.3 Mexico: Data Wrangling Market, by Organization Size
11.2.6.3.4 Mexico: Data Wrangling Market, by Industry Vertical
11.3 Europe: Data Wrangling Market
11.3.1 Europe: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.3.2 Europe: Data Wrangling Market, By Component
11.3.3 Europe: Data Wrangling Market, By Business Function
11.3.4 Europe: Data Wrangling Market, By Organization Size
11.3.5 Europe: Data Wrangling Market, By Industry Vertical
11.3.6 Europe: Data Wrangling Market, By Country
11.3.6.1 Germany: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.3.6.1.1 Germany: Data Wrangling Market, by Component
11.3.6.1.2 Germany: Data Wrangling Market, by Business Function
11.3.6.1.3 Germany: Data Wrangling Market, by Organization Size
11.3.6.1.4 Germany: Data Wrangling Market, by Industry Vertical
11.3.6.2 France: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.3.6.2.1 France: Data Wrangling Market, by Component
11.3.6.2.2 France: Data Wrangling Market, by Business Function
11.3.6.2.3 France: Data Wrangling Market, by Organization Size
11.3.6.2.4 France: Data Wrangling Market, by Industry Vertical
11.3.6.3 Russia: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.3.6.3.1 Russia: Data Wrangling Market, by Component
11.3.6.3.2 Russia: Data Wrangling Market, by Business Function
11.3.6.3.3 Russia: Data Wrangling Market, by Organization Size
11.3.6.3.4 Russia: Data Wrangling Market, by Industry Vertical
11.3.6.4 UK: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.3.6.4.1 UK: Data Wrangling Market, by Component
11.3.6.4.2 UK: Data Wrangling Market, by Business Function
11.3.6.4.3 UK: Data Wrangling Market, by Organization Size
11.3.6.4.4 UK: Data Wrangling Market, by Industry Vertical
11.3.6.5 Italy: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.3.6.5.1 Italy: Data Wrangling Market, by Component
11.3.6.5.2 Italy: Data Wrangling Market, by Business Function
11.3.6.5.3 Italy: Data Wrangling Market, by Organization Size
11.3.6.5.4 Italy: Data Wrangling Market, by Industry Vertical
11.3.6.6 Rest of Europe: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.3.6.6.1 Rest of Europe: Data Wrangling Market, by Component
11.3.6.6.2 Rest of Europe: Data Wrangling Market, by Business Function
11.3.6.6.3 Rest of Europe: Data Wrangling Market, by Organization Size
11.3.6.6.4 Rest of Europe: Data Wrangling Market, by Industry Vertical
11.4 APAC: Data Wrangling Market
11.4.1 APAC: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.4.2 APAC: Data Wrangling Market, By Component
11.4.3 APAC: Data Wrangling Market, By Business Function
11.4.4 APAC: Data Wrangling Market, By Industry
11.4.5 APAC: Data Wrangling Market, By Industry Vertical
11.4.6 APAC: Data Wrangling Market, By Country
11.4.6.1 Australia: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.4.6.1.1 Australia: Data Wrangling Market, by Component
11.4.6.1.2 Australia: Data Wrangling Market, by Business Function
11.4.6.1.3 Australia: Data Wrangling Market, by Organization Size
11.4.6.1.4 Australia: Data Wrangling Market, by Industry Vertical
11.4.6.2 China: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.4.6.2.1 China: Data Wrangling Market, by Component
11.4.6.2.2 China: Data Wrangling Market, by Business Function
11.4.6.2.3 China: Data Wrangling Market, by Organization Size
11.4.6.2.4 China: Data Wrangling Market, by Industry Vertical
11.4.6.3 India: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.4.6.3.1 India: Data Wrangling Market, by Component
11.4.6.3.2 India: Data Wrangling Market, by Business Function
11.4.6.3.3 India: Data Wrangling Market, by Organization Size
11.4.6.3.4 India: Data Wrangling Market, by Industry Vertical
11.4.6.4 Japan: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.4.6.4.1 Japan: Data Wrangling Market, by Component
11.4.6.4.2 Japan: Data Wrangling Market, by Business Function
11.4.6.4.3 Japan: Data Wrangling Market, by Organization Size
11.4.6.4.4 Japan: Data Wrangling Market, by Industry Vertical
11.4.6.5 South Korea: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.4.6.5.1 South Korea: Data Wrangling Market, by Component
11.4.6.5.2 South Korea: Data Wrangling Market, by Business Function
11.4.6.5.3 South Korea: Data Wrangling Market, by Organization Size
11.4.6.5.4 South Korea: Data Wrangling Market, by Industry Vertical
11.4.6.6 Rest of APAC: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.4.6.6.1 Rest of APAC: Data Wrangling Market, by Component
11.4.6.6.2 Rest of APAC: Data Wrangling Market, by Business Function
11.4.6.6.3 Rest of APAC: Data Wrangling Market, by Organization Size
11.4.6.6.4 Rest of APAC: Data Wrangling Market, by Industry Vertical
11.5 MEA: Data Wrangling Market
11.5.1 MEA: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.5.2 MEA: Data Wrangling Market, by Component
11.5.3 MEA: Data Wrangling Market, by Business Function
11.5.4 MEA: Data Wrangling Market, by Organization Size
11.5.5 MEA: Data Wrangling Market, by Industry Vertical
11.5.6 MEA: Data Wrangling Market, by Key Country
11.5.6.1 South Africa: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.5.6.1.1 South Africa: Data Wrangling Market, by Component
11.5.6.1.2 South Africa: Data Wrangling Market, by Business Function
11.5.6.1.3 South Africa: Data Wrangling Market, by Organization Size
11.5.6.1.4 South Africa: Data Wrangling Market, by Industry Vertical
11.5.6.2 Saudi Arabia: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.5.6.2.1 Saudi Arabia: Data Wrangling Market, by Component
11.5.6.2.2 Saudi Arabia: Data Wrangling Market, by Business Function
11.5.6.2.3 Saudi Arabia: Data Wrangling Market, by Organization Size
11.5.6.2.4 Saudi Arabia: Data Wrangling Market, by Industry Vertical
11.5.6.3 UAE: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.5.6.3.1 UAE: Data Wrangling Market, by Component
11.5.6.3.2 UAE: Data Wrangling Market, by Business Function
11.5.6.3.3 UAE: Data Wrangling Market, by Organization Size
11.5.6.3.4 UAE: Data Wrangling Market, by Industry Vertical
11.5.6.4 Rest of MEA: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.5.6.4.1 Rest of MEA: Data Wrangling Market, by Component
11.5.6.4.2 Rest of MEA: Data Wrangling Market, by Business Function
11.5.6.4.3 Rest of MEA: Data Wrangling Market, by Organization Size
11.5.6.4.4 Rest of MEA: Data Wrangling Market, by Industry Vertical
11.6 SAM: Data Wrangling Market
11.6.1 SAM: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.6.2 SAM: Data Wrangling Market, by Component
11.6.3 SAM: Data Wrangling Market, by Business Function
11.6.4 SAM: Data Wrangling Market, by Organization Size
11.6.5 SAM: Data Wrangling Market, by Industry Vertical
11.6.6 SAM: Data Wrangling Market, by Key Country
11.6.6.1 Brazil: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.6.6.1.1 Brazil: Data Wrangling Market, by Component
11.6.6.1.2 Brazil: Data Wrangling Market, by Business Function
11.6.6.1.3 Brazil: Data Wrangling Market, by Organization Size
11.6.6.1.4 Brazil: Data Wrangling Market, by Industry Vertical
11.6.6.2 Argentina: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.6.6.2.1 Argentina: Data Wrangling Market, by Component
11.6.6.2.2 Argentina: Data Wrangling Market, by Business Function
11.6.6.2.3 Argentina: Data Wrangling Market, by Organization Size
11.6.6.2.4 Argentina: Data Wrangling Market, by Industry Vertical
11.6.6.3 Rest of SAM: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
11.6.6.3.1 Rest of SAM: Data Wrangling Market, by Component
11.6.6.3.2 Rest of SAM: Data Wrangling Market, by Business Function
11.6.6.3.3 Rest of SAM: Data Wrangling Market, by Organization Size
11.6.6.3.4 Rest of SAM: Data Wrangling Market, by Industry Vertical
12. Data Wrangling Market- COVID-19 Impact Analysis
12.1 Overview
12.2 North America
12.3 Europe
12.4 Asia-Pacific
12.5 Middle East and Africa
12.6 South America
13. Industry Landscape
13.1 Overview
13.2 Market Initiative
13.3 Merger and Acquisition
13.4 New Development
14. Company Profiles
14.1 BRILLIO
14.1.1 Key Facts
14.1.2 Business Description
14.1.3 Products and Services
14.1.4 Financial Overview
14.1.5 SWOT Analysis
14.1.6 Key Developments
14.2 ONEDOT AG
14.2.1 Key Facts
14.2.2 Business Description
14.2.3 Products and Services
14.2.4 Financial Overview
14.2.5 SWOT Analysis
14.2.6 Key Developments
14.3 Paxata, Inc.
14.3.1 Key Facts
14.3.2 Business Description
14.3.3 Products and Services
14.3.4 Financial Overview
14.3.5 SWOT Analysis
14.3.6 Key Developments
14.4 TMMData
14.4.1 Key Facts
14.4.2 Business Description
14.4.3 Products and Services
14.4.4 Financial Overview
14.4.5 SWOT Analysis
14.4.6 Key Developments
14.5 Trifacta
14.5.1 Key Facts
14.5.2 Business Description
14.5.3 Products and Services
14.5.4 Financial Overview
14.5.5 SWOT Analysis
14.5.6 Key Developments
14.6 Altair Engineering, Inc.
14.6.1 Key Facts
14.6.2 Business Description
14.6.3 Products and Services
14.6.4 Financial Overview
14.6.5 SWOT Analysis
14.6.6 Key Developments
14.7 TIBCO Software Inc.
14.7.1 Key Facts
14.7.2 Business Description
14.7.3 Products and Services
14.7.4 Financial Overview
14.7.5 SWOT Analysis
14.7.6 Key Developments
14.8 Oracle Corporation
14.8.1 Key Facts
14.8.2 Business Description
14.8.3 Products and Services
14.8.4 Financial Overview
14.8.5 SWOT Analysis
14.8.6 Key Developments
14.9 SAS Institute Inc.
14.9.1 Key Facts
14.9.2 Business Description
14.9.3 Products and Services
14.9.4 Financial Overview
14.9.5 SWOT Analysis
14.9.6 Key Developments
14.10 Ideata Analytics
14.10.1 Key Facts
14.10.2 Business Description
14.10.3 Products and Services
14.10.4 Financial Overview
14.10.5 SWOT Analysis
14.10.6 Key Developments
15. Appendix
15.1 About The Insight Partners
15.2 Word Index
LIST OF TABLES
Table 1. Data Wrangling Market –Revenue and Forecast to 2027 (US$ Million)
Table 2. North America: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 3. North America: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 4. North America: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 5. North America: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 6. US: Data Wrangling Market, by Component –Revenue and Forecast to 2027 (US$ Million)
Table 7. US: Data Wrangling Market, by Business Function –Revenue and Forecast to 2027 (US$ Million)
Table 8. US: Data Wrangling Market, by Organization Size –Revenue and Forecast to 2027 (US$ Million)
Table 9. US: Data Wrangling Market, by Industry Vertical –Revenue and Forecast to 2027 (US$ Million)
Table 10. Canada: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 11. Canada: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 12. Canada: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 13. Canada: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 14. Mexico: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 15. Mexico: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 16. Mexico: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 17. Mexico: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 18. Europe Data Wrangling Market, By Component – Revenue and Forecast to 2027 (US$ Million)
Table 19. Europe Data Wrangling Market, By Business Function– Revenue and Forecast to 2027 (US$ Million)
Table 20. Europe Data Wrangling Market, By Organization Size Vertical– Revenue and Forecast to 2027 (US$ Million)
Table 21. Europe Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 22. Germany Data Wrangling Market, By Component – Revenue and Forecast to 2027 (US$ Million)
Table 23. Germany Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 24. Germany Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 25. Germany Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 26. France Data Wrangling Market, By Component – Revenue and Forecast to 2027 (US$ Million)
Table 27. France Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 28. France Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 29. France Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 30. Russia Data Wrangling Market, By Component – Revenue and Forecast to 2027 (US$ Million)
Table 31. Russia Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 32. Russia Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 33. Russia Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 34. UK Data Wrangling Market, By Component – Revenue and Forecast to 2027 (US$ Million)
Table 35. UK Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 36. UK Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 37. UK Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 38. Italy Data Wrangling Market, By Component – Revenue and Forecast to 2027 (US$ Million)
Table 39. Italy Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 40. Italy Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 41. Italy Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 42. Rest of Europe Data Wrangling Market, By Component – Revenue and Forecast to 2027 (US$ Million)
Table 43. Rest of Europe Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 44. Rest of Europe Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 45. Rest of Europe Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 46. APAC: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 47. APAC: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 48. APAC: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 49. APAC: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 50. Australia: Data Wrangling Market, By Component – Revenue and Forecast to 2027 (US$ Million)
Table 51. Australia: Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 52. Australia: Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 53. Australia: Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 54. China: Data Wrangling Market, By Components – Revenue and Forecast to 2027 (US$ Million)
Table 55. China: Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 56. China: Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 57. China: Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 58. India: Data Wrangling Market, By Components – Revenue and Forecast to 2027 (US$ Million)
Table 59. India: Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 60. India: Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 61. India: Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 62. Japan: Data Wrangling Market, By Components – Revenue and Forecast to 2027 (US$ Million)
Table 63. Japan: Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 64. Japan: Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 65. Japan: Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 66. South Korea: Data Wrangling Market, By Component– Revenue and Forecast to 2027 (US$ Million)
Table 67. South Korea: Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 68. South Korea: Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 69. South Korea: Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 70. Rest of APAC: Data Wrangling Market, By Component – Revenue and Forecast to 2027 (US$ Million)
Table 71. Rest of APAC: Data Wrangling Market, By Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 72. Rest of APAC: Data Wrangling Market, By Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 73. Rest of APAC: Data Wrangling Market, By Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 74. MEA: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 75. MEA: Data Wrangling Market Revenue Share, by Business Function (2019 and 2027)
Table 76. MEA: Data Wrangling Market, by Organization Size– Revenue and Forecast to 2027 (US$ Million)
Table 77. MEA: Data Wrangling Market, by Industry Vertical– Revenue and Forecast to 2027 (US$ Million)
Table 78. South Africa: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 79. South Africa: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 80. South Africa: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 81. South Africa: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 82. Saudi Arabia: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 83. Saudi Arabia: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 84. Saudi Arabia: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 85. Saudi Arabia: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 86. UAE: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 87. UAE: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 88. UAE: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 89. UAE: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 90. Rest of MEA: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 91. Rest of MEA: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 92. Rest of MEA: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 93. Rest of MEA: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 94. SAM: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 95. SAM: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 96. SAM: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 97. SAM: Data Wrangling Market, by Industry Vertical– Revenue and Forecast to 2027 (US$ Million)
Table 98. Brazil: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 99. Brazil: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 100. Brazil: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 101. Brazil: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 102. Argentina: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 103. Argentina: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 104. Argentina: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 105. Argentina: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 106. Rest of SAM: Data Wrangling Market, by Component – Revenue and Forecast to 2027 (US$ Million)
Table 107. Rest of SAM: Data Wrangling Market, by Business Function – Revenue and Forecast to 2027 (US$ Million)
Table 108. Rest of SAM: Data Wrangling Market, by Organization Size – Revenue and Forecast to 2027 (US$ Million)
Table 109. Rest of SAM: Data Wrangling Market, by Industry Vertical – Revenue and Forecast to 2027 (US$ Million)
Table 110. List of Abbreviation
LIST OF FIGURES
Figure 1. Data Wrangling Market Segmentation
Figure 2. Data Wrangling Market Segmentation – By Geography
Figure 3. Global Data Wrangling Market Overview
Figure 4. Tool Segment is Expected to Dominate the Market by Component
Figure 5. Operations Segment is Expected to Witness the High Growth During the Forecast Period 2020-2027
Figure 6. SMEs segment is Expected to Witness the High Growth During the Forecast Period 2020-2027
Figure 7. Retail Segment is Expected to Witness the High Growth During the Forecast Period 2020-2027
Figure 8. APAC to Show Great Traction During Forecast Period
Figure 9. North America PEST Analysis
Figure 10. Europe PEST Analysis
Figure 11. Asia Pacific – PEST Analysis
Figure 12. Middle East & Africa PEST Analysis
Figure 13. South America PEST Analysis
Figure 14. Data Wrangling Market, Ecosystem
Figure 15. Data Wrangling Market Impact Analysis of Drivers and Restraints
Figure 16. Global Data Wrangling Market
Figure 17. Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 18. Data Wrangling Market Revenue Share, by Component (2019 and 2027)
Figure 19. Tools: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 20. Services: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 21. Global Data Wrangling Market Breakdown, by Business Function, 2019 & 2027
Figure 22. Global Finance Market Revenue and Forecast to 2027 (US$ Million)
Figure 23. Global Marketing and Sales Market Revenue and Forecast to 2027 (US$ Million)
Figure 24. Global Operations Market Revenue and Forecast to 2027 (US$ Million)
Figure 25. Global Human Resources Market Revenue and Forecast to 2027 (US$ Million)
Figure 26. Global Legal Market Revenue and Forecast to 2027 (US$ Million)
Figure 27. Data Wrangling Market Revenue Share, by Organization Size, 2019 & 2027)
Figure 28. SMEs: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 29. Large Enterprise: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 30. Global Data Wrangling Market Breakdown, by Industry Vertical, 2019 & 2027 (%)
Figure 31. Global BFSI Market Revenue and Forecast to 2027 (US$ Million)
Figure 32. Global Government Market Revenue and Forecast to 2027(US$ Million)
Figure 33. Global Healthcare Market Revenue and Forecast to 2027 (US$ Million)
Figure 34. Global IT and Telecom Market Revenue and Forecast to 2027(US$ Million)
Figure 35. Global Manufacturing Market Revenue and Forecast to 2027(US$ Million)
Figure 36. Global Retail Market Revenue and Forecast to 2027(US$ Million)
Figure 37. Global Others Market Revenue and Forecast to 2027(US$ Million)
Figure 38. Global Data Wrangling Market Revenue Share, by Region (2019 and 2027)
Figure 39. North America: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 40. North America: Data Wrangling Market Revenue Share, by Component (2019 and 2027)
Figure 41. North America: Data Wrangling Market Revenue Share, by Business Function (2019 and 2027)
Figure 42. North America: Data Wrangling Market Revenue Share, by Organization Size (2019 and 2027)
Figure 43. North America: Data Wrangling Market Revenue Share, by Industry Vertical (2019 and 2027)
Figure 44. North America: Data Wrangling Market Revenue Share, by Key Country (2019 and 2027)
Figure 45. US: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 46. Canada: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 47. Mexico: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 48. Europe: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 49. Europe: Data Wrangling Market Revenue Share, By Component (2019 and 2027)
Figure 50. Europe: Data Wrangling Market Revenue Share, By Business Function (2019 and 2027)
Figure 51. Europe: Data Wrangling Market Revenue Share, By Organization Size (2019 and 2027)
Figure 52. Europe: Data Wrangling Market Revenue Share, By Industry Vertical (2019 and 2027)
Figure 53. Europe: Data Wrangling Market Revenue Share, By Country (2019 and 2027)
Figure 54. Germany: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 55. France: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 56. Russia: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 57. UK: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 58. Italy: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 59. Rest of Europe: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 60. APAC: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 61. APAC: Data Wrangling Market Revenue Share, By Component (2019 and 2027)
Figure 62. APAC: Data Wrangling Market Revenue Share, By Business Function (2019 and 2027)
Figure 63. APAC: Data Wrangling Market Revenue Share, By Industry (2019 and 2027)
Figure 64. APAC: Data Wrangling Market Revenue Share, By Industry Vertical (2019 and 2027)
Figure 65. APAC: Data Wrangling Market Revenue Share, By Country (2019 and 2027)
Figure 66. Australia: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 67. China: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 68. India: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 69. Japan: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 70. South Korea: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 71. Rest of APAC: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 72. MEA: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 73. MEA: Data Wrangling Market Revenue Share, by Component (2019 and 2027)
Figure 74. MEA: Data Wrangling Market Revenue Share, by Business Function (2019 and 2027)
Figure 75. MEA: Data Wrangling Market Revenue Share, by Organization Size (2019 and 2027)
Figure 76. MEA: Data Wrangling Market Revenue Share, by Industry Vertical (2019 and 2027)
Figure 77. MEA: Data Wrangling Market Revenue Share, by Key Country (2019 and 2027)
Figure 78. South Africa: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 79. Saudi Arabia: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 80. UAE: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 81. Rest of MEA: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 82. SAM: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 83. SAM: Data Wrangling Market Revenue Share, by Component (2019 and 2027)
Figure 84. SAM: Data Wrangling Market Revenue Share, by Business Function (2019 and 2027)
Figure 85. SAM: Data Wrangling Market Revenue Share, by Organization Size (2019 and 2027)
Figure 86. SAM: Data Wrangling Market Revenue Share, by Industry Vertical (2019 and 2027)
Figure 87. SAM: Data Wrangling Market Revenue Share, by Key Country (2019 and 2027)
Figure 88. Brazil: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 89. Argentina: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 90. Rest of SAM: Data Wrangling Market – Revenue and Forecast to 2027 (US$ Million)
Figure 91. Impact of COVID-19 Pandemic in North American Country Markets
Figure 92. Impact of COVID-19 Pandemic in Europe Country Markets
Figure 93. Impact of COVID-19 Pandemic in Asia Pacific Country Markets
Figure 94. Impact of COVID-19 Pandemic in Middle East and Africa Country Markets
Figure 95. Impact of COVID-19 Pandemic in South America Country Markets
The List of Companies - Data Wrangling Market
- BRILLIO
- ONEDOT AG
- Paxata, Inc.
- TMMData
- Trifacta
- Altair Engineering, Inc.
- TIBCO Software Inc.
- Oracle Corporation
- SAS Institute Inc
- Ideata Analytics
The Insight Partners performs research in 4 major stages: Data Collection & Secondary Research, Primary Research, Data Analysis and Data Triangulation & Final Review.
- Data Collection and Secondary Research:
As a market research and consulting firm operating from a decade, we have published many reports and advised several clients across the globe. First step for any study will start with an assessment of currently available data and insights from existing reports. Further, historical and current market information is collected from Investor Presentations, Annual Reports, SEC Filings, etc., and other information related to company’s performance and market positioning are gathered from Paid Databases (Factiva, Hoovers, and Reuters) and various other publications available in public domain.
Several associations trade associates, technical forums, institutes, societies and organizations are accessed to gain technical as well as market related insights through their publications such as research papers, blogs and press releases related to the studies are referred to get cues about the market. Further, white papers, journals, magazines, and other news articles published in the last 3 years are scrutinized and analyzed to understand the current market trends.
- Primary Research:
The primarily interview analysis comprise of data obtained from industry participants interview and answers to survey questions gathered by in-house primary team.
For primary research, interviews are conducted with industry experts/CEOs/Marketing Managers/Sales Managers/VPs/Subject Matter Experts from both demand and supply side to get a 360-degree view of the market. The primary team conducts several interviews based on the complexity of the markets to understand the various market trends and dynamics which makes research more credible and precise.
A typical research interview fulfils the following functions:
- Provides first-hand information on the market size, market trends, growth trends, competitive landscape, and outlook
- Validates and strengthens in-house secondary research findings
- Develops the analysis team’s expertise and market understanding
Primary research involves email interactions and telephone interviews for each market, category, segment, and sub-segment across geographies. The participants who typically take part in such a process include, but are not limited to:
- Industry participants: VPs, business development managers, market intelligence managers and national sales managers
- Outside experts: Valuation experts, research analysts and key opinion leaders specializing in the electronics and semiconductor industry.
Below is the breakup of our primary respondents by company, designation, and region:
Once we receive the confirmation from primary research sources or primary respondents, we finalize the base year market estimation and forecast the data as per the macroeconomic and microeconomic factors assessed during data collection.
- Data Analysis:
Once data is validated through both secondary as well as primary respondents, we finalize the market estimations by hypothesis formulation and factor analysis at regional and country level.
- 3.1 Macro-Economic Factor Analysis:
We analyse macroeconomic indicators such the gross domestic product (GDP), increase in the demand for goods and services across industries, technological advancement, regional economic growth, governmental policies, the influence of COVID-19, PEST analysis, and other aspects. This analysis aids in setting benchmarks for various nations/regions and approximating market splits. Additionally, the general trend of the aforementioned components aid in determining the market's development possibilities.
- 3.2 Country Level Data:
Various factors that are especially aligned to the country are taken into account to determine the market size for a certain area and country, including the presence of vendors, such as headquarters and offices, the country's GDP, demand patterns, and industry growth. To comprehend the market dynamics for the nation, a number of growth variables, inhibitors, application areas, and current market trends are researched. The aforementioned elements aid in determining the country's overall market's growth potential.
- 3.3 Company Profile:
The “Table of Contents” is formulated by listing and analyzing more than 25 - 30 companies operating in the market ecosystem across geographies. However, we profile only 10 companies as a standard practice in our syndicate reports. These 10 companies comprise leading, emerging, and regional players. Nonetheless, our analysis is not restricted to the 10 listed companies, we also analyze other companies present in the market to develop a holistic view and understand the prevailing trends. The “Company Profiles” section in the report covers key facts, business description, products & services, financial information, SWOT analysis, and key developments. The financial information presented is extracted from the annual reports and official documents of the publicly listed companies. Upon collecting the information for the sections of respective companies, we verify them via various primary sources and then compile the data in respective company profiles. The company level information helps us in deriving the base number as well as in forecasting the market size.
- 3.4 Developing Base Number:
Aggregation of sales statistics (2020-2022) and macro-economic factor, and other secondary and primary research insights are utilized to arrive at base number and related market shares for 2022. The data gaps are identified in this step and relevant market data is analyzed, collected from paid primary interviews or databases. On finalizing the base year market size, forecasts are developed on the basis of macro-economic, industry and market growth factors and company level analysis.
- Data Triangulation and Final Review:
The market findings and base year market size calculations are validated from supply as well as demand side. Demand side validations are based on macro-economic factor analysis and benchmarks for respective regions and countries. In case of supply side validations, revenues of major companies are estimated (in case not available) based on industry benchmark, approximate number of employees, product portfolio, and primary interviews revenues are gathered. Further revenue from target product/service segment is assessed to avoid overshooting of market statistics. In case of heavy deviations between supply and demand side values, all thes steps are repeated to achieve synchronization.
We follow an iterative model, wherein we share our research findings with Subject Matter Experts (SME’s) and Key Opinion Leaders (KOLs) until consensus view of the market is not formulated – this model negates any drastic deviation in the opinions of experts. Only validated and universally acceptable research findings are quoted in our reports.
We have important check points that we use to validate our research findings – which we call – data triangulation, where we validate the information, we generate from secondary sources with primary interviews and then we re-validate with our internal data bases and Subject matter experts. This comprehensive model enables us to deliver high quality, reliable data in shortest possible time.
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