Retail Assortment Management Applications Software Market Size and Forecasts (2021 - 2031), Global and Regional Share, Trends, and Growth Opportunity Analysis
Retail assortment management applications software enables retailers manage the business operations from inventory acquisition to the point of sale. Retail assortment planning closes the gap between financial planning, and store planning and accurately identify the optimal merchandise mix. The assortment mix considers multiple factors such as item attributes, store cluster, location, capacity, and quantity. Retail assortment management applications software helps to make the store more attractive to local shoppers while improving the profitability and efficiency.
MARKET DYNAMICS
Increase in the number of retailers and customer's demands is driving the growth of the retail assortment management applications software market. However, the never-ending technology to track the specific solution and establishing planning is going to be difficult day by day may restrain the growth of the retail assortment management applications software market. Furthermore, the increase in the use of cloud, big data and advanced analytics and algorithmic approaches to improve retail performance is anticipated to create market opportunity for the retail assortment management applications software market during the forecast period.
MARKET SCOPE
The "Global Retail Assortment Management Applications Software Market Analysis To 2028" is a specialized and in-depth study of the technology, media and telecommunications industry with a special focus on the global market trend analysis. The retail assortment management applications software market report aims to provide an overview of the retail assortment management applications software market with detailed market segmentation by deployment, organization size, and geography. The global retail assortment management applications software market is expected to witness high growth during the forecast period. The report provides key statistics on the market status of the leading retail assortment management applications software market players and offers key trends and opportunities in the market.
MARKET SEGMENTATION
The global retail assortment management applications software market is segmented on the basis of deployment and organization size. Based on deployment, the retail assortment management applications software market is segmented into: cloud and on premise. On the basis of organization size, the retail assortment management applications software market is segmented into: SMEs and large enterprises.
REGIONAL FRAMEWORK
The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides an overview and forecast of the global retail assortment management applications software market based on various segments. It also provides market size and forecast estimates from the year 2018 to 2028 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South & Central America. The retail assortment management applications software market by each region is later sub-segmented by respective countries and segments. The retail assortment management applications software market report covers the analysis and forecast of 18 countries globally along with the current trend and opportunities prevailing in the region.
The report analyzes factors affecting the retail assortment management applications software market from both demand and supply side and further evaluates market dynamics affecting the market during the forecast period i.e., drivers, restraints, opportunities, and future trend. The report also provides exhaustive PEST analysis highlighting factors affecting the retail assortment management applications software market in these regions.
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The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides an overview and forecast of the global retail assortment management applications software market based on various segments. It also provides market size and forecast estimates from the year 2018 to 2028 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South & Central America. The retail assortment management applications software market by each region is later sub-segmented by respective countries and segments. The retail assortment management applications software market report covers the analysis and forecast of 18 countries globally along with the current trend and opportunities prevailing in the region.
The report analyzes factors affecting the retail assortment management applications software market from both demand and supply side and further evaluates market dynamics affecting the market during the forecast period i.e., drivers, restraints, opportunities, and future trend. The report also provides exhaustive PEST analysis highlighting factors affecting the retail assortment management applications software market in these regions.
MARKET PLAYERS
The reports cover key developments in the retail assortment management applications software market as organic and inorganic growth strategies. Various companies are focusing on organic growth strategies such as product launches, product approvals and others such as patents and events. Inorganic growth strategies activities witnessed in the market were acquisitions, and partnership & collaborations. These activities have paved way for the expansion of business and customer base of market players. The market players from retail assortment management applications software market are anticipated to lucrative growth opportunities in the future with the rising demand for filter products in the global market. Below mentioned is the list of few companies engaged in the retail assortment management applications software market.
The report also includes the profiles of key companies along with their SWOT analysis and market strategies in the retail assortment management applications software market. In addition, the report focuses on leading industry players with information such as company profiles, components, and services offered, financial information of the last 3 years, the key development in the past five years.
- Aptos, LLC
- Blue Yonder Group, Inc.
- Infor
- International Business Machines Corporation
- Island Pacific
- Mi9 Retail
- o9 Solutions, Inc.
- Oracle Corporation
- Quant Retail s.r.o.
- RELEX Solutions
- SAP SE
- Solvoyo
- Sample PDF showcases the content structure and the nature of the information with qualitative and quantitative analysis.
- Request discounts available for Start-Ups & Universities
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Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
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Segment Covered
This text is related
to segments covered.
![Regional Scope](https://www.theinsightpartners.com/assets/rdimages/regional_scope.png)
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
![Country Scope](https://www.theinsightpartners.com/assets/rdimages/country_scope.png)
Country Scope
This text is related
to country scope.
1. INTRODUCTION
1.1. SCOPE OF THE STUDY
1.2. THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3. MARKET SEGMENTATION
1.3.1 Retail Assortment Management Applications Software Market - By Deployment
1.3.2 Retail Assortment Management Applications Software Market - By Organization Size
1.3.3 Retail Assortment Management Applications Software Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. RETAIL ASSORTMENT MANAGEMENT APPLICATIONS SOFTWARE MARKET LANDSCAPE
4.1. OVERVIEW
4.2. PEST ANALYSIS
4.2.1 North America - Pest Analysis
4.2.2 Europe - Pest Analysis
4.2.3 Asia-Pacific - Pest Analysis
4.2.4 Middle East and Africa - Pest Analysis
4.2.5 South and Central America - Pest Analysis
4.3. ECOSYSTEM ANALYSIS
4.4. EXPERT OPINIONS
5. RETAIL ASSORTMENT MANAGEMENT APPLICATIONS SOFTWARE MARKET - KEY MARKET DYNAMICS
5.1. KEY MARKET DRIVERS
5.2. KEY MARKET RESTRAINTS
5.3. KEY MARKET OPPORTUNITIES
5.4. FUTURE TRENDS
5.5. IMPACT ANALYSIS OF DRIVERS AND RESTRAINTS
6. RETAIL ASSORTMENT MANAGEMENT APPLICATIONS SOFTWARE MARKET - GLOBAL MARKET ANALYSIS
6.1. RETAIL ASSORTMENT MANAGEMENT APPLICATIONS SOFTWARE - GLOBAL MARKET OVERVIEW
6.2. RETAIL ASSORTMENT MANAGEMENT APPLICATIONS SOFTWARE - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING
7. RETAIL ASSORTMENT MANAGEMENT APPLICATIONS SOFTWARE MARKET - REVENUE AND FORECASTS TO 2028 - DEPLOYMENT
7.1. OVERVIEW
7.2. DEPLOYMENT MARKET FORECASTS AND ANALYSIS
7.3. CLOUD
7.3.1. Overview
7.3.2. Cloud Market Forecast and Analysis
7.4. ON PREMISE
7.4.1. Overview
7.4.2. On Premise Market Forecast and Analysis
8. RETAIL ASSORTMENT MANAGEMENT APPLICATIONS SOFTWARE MARKET - REVENUE AND FORECASTS TO 2028 - ORGANIZATION SIZE
8.1. OVERVIEW
8.2. ORGANIZATION SIZE MARKET FORECASTS AND ANALYSIS
8.3. SMES
8.3.1. Overview
8.3.2. SMEs Market Forecast and Analysis
8.4. LARGE ENTERPRISES
8.4.1. Overview
8.4.2. Large Enterprises Market Forecast and Analysis
9. RETAIL ASSORTMENT MANAGEMENT APPLICATIONS SOFTWARE MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Retail Assortment Management Applications Software Market Overview
9.1.2 North America Retail Assortment Management Applications Software Market Forecasts and Analysis
9.1.3 North America Retail Assortment Management Applications Software Market Forecasts and Analysis - By Deployment
9.1.4 North America Retail Assortment Management Applications Software Market Forecasts and Analysis - By Organization Size
9.1.5 North America Retail Assortment Management Applications Software Market Forecasts and Analysis - By Countries
9.1.5.1 United States Retail Assortment Management Applications Software Market
9.1.5.1.1 United States Retail Assortment Management Applications Software Market by Deployment
9.1.5.1.2 United States Retail Assortment Management Applications Software Market by Organization Size
9.1.5.2 Canada Retail Assortment Management Applications Software Market
9.1.5.2.1 Canada Retail Assortment Management Applications Software Market by Deployment
9.1.5.2.2 Canada Retail Assortment Management Applications Software Market by Organization Size
9.1.5.3 Mexico Retail Assortment Management Applications Software Market
9.1.5.3.1 Mexico Retail Assortment Management Applications Software Market by Deployment
9.1.5.3.2 Mexico Retail Assortment Management Applications Software Market by Organization Size
9.2. EUROPE
9.2.1 Europe Retail Assortment Management Applications Software Market Overview
9.2.2 Europe Retail Assortment Management Applications Software Market Forecasts and Analysis
9.2.3 Europe Retail Assortment Management Applications Software Market Forecasts and Analysis - By Deployment
9.2.4 Europe Retail Assortment Management Applications Software Market Forecasts and Analysis - By Organization Size
9.2.5 Europe Retail Assortment Management Applications Software Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Retail Assortment Management Applications Software Market
9.2.5.1.1 Germany Retail Assortment Management Applications Software Market by Deployment
9.2.5.1.2 Germany Retail Assortment Management Applications Software Market by Organization Size
9.2.5.2 France Retail Assortment Management Applications Software Market
9.2.5.2.1 France Retail Assortment Management Applications Software Market by Deployment
9.2.5.2.2 France Retail Assortment Management Applications Software Market by Organization Size
9.2.5.3 Italy Retail Assortment Management Applications Software Market
9.2.5.3.1 Italy Retail Assortment Management Applications Software Market by Deployment
9.2.5.3.2 Italy Retail Assortment Management Applications Software Market by Organization Size
9.2.5.4 United Kingdom Retail Assortment Management Applications Software Market
9.2.5.4.1 United Kingdom Retail Assortment Management Applications Software Market by Deployment
9.2.5.4.2 United Kingdom Retail Assortment Management Applications Software Market by Organization Size
9.2.5.5 Russia Retail Assortment Management Applications Software Market
9.2.5.5.1 Russia Retail Assortment Management Applications Software Market by Deployment
9.2.5.5.2 Russia Retail Assortment Management Applications Software Market by Organization Size
9.2.5.6 Rest of Europe Retail Assortment Management Applications Software Market
9.2.5.6.1 Rest of Europe Retail Assortment Management Applications Software Market by Deployment
9.2.5.6.2 Rest of Europe Retail Assortment Management Applications Software Market by Organization Size
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Retail Assortment Management Applications Software Market Overview
9.3.2 Asia-Pacific Retail Assortment Management Applications Software Market Forecasts and Analysis
9.3.3 Asia-Pacific Retail Assortment Management Applications Software Market Forecasts and Analysis - By Deployment
9.3.4 Asia-Pacific Retail Assortment Management Applications Software Market Forecasts and Analysis - By Organization Size
9.3.5 Asia-Pacific Retail Assortment Management Applications Software Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Retail Assortment Management Applications Software Market
9.3.5.1.1 Australia Retail Assortment Management Applications Software Market by Deployment
9.3.5.1.2 Australia Retail Assortment Management Applications Software Market by Organization Size
9.3.5.2 China Retail Assortment Management Applications Software Market
9.3.5.2.1 China Retail Assortment Management Applications Software Market by Deployment
9.3.5.2.2 China Retail Assortment Management Applications Software Market by Organization Size
9.3.5.3 India Retail Assortment Management Applications Software Market
9.3.5.3.1 India Retail Assortment Management Applications Software Market by Deployment
9.3.5.3.2 India Retail Assortment Management Applications Software Market by Organization Size
9.3.5.4 Japan Retail Assortment Management Applications Software Market
9.3.5.4.1 Japan Retail Assortment Management Applications Software Market by Deployment
9.3.5.4.2 Japan Retail Assortment Management Applications Software Market by Organization Size
9.3.5.5 South Korea Retail Assortment Management Applications Software Market
9.3.5.5.1 South Korea Retail Assortment Management Applications Software Market by Deployment
9.3.5.5.2 South Korea Retail Assortment Management Applications Software Market by Organization Size
9.3.5.6 Rest of Asia-Pacific Retail Assortment Management Applications Software Market
9.3.5.6.1 Rest of Asia-Pacific Retail Assortment Management Applications Software Market by Deployment
9.3.5.6.2 Rest of Asia-Pacific Retail Assortment Management Applications Software Market by Organization Size
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Retail Assortment Management Applications Software Market Overview
9.4.2 Middle East and Africa Retail Assortment Management Applications Software Market Forecasts and Analysis
9.4.3 Middle East and Africa Retail Assortment Management Applications Software Market Forecasts and Analysis - By Deployment
9.4.4 Middle East and Africa Retail Assortment Management Applications Software Market Forecasts and Analysis - By Organization Size
9.4.5 Middle East and Africa Retail Assortment Management Applications Software Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Retail Assortment Management Applications Software Market
9.4.5.1.1 South Africa Retail Assortment Management Applications Software Market by Deployment
9.4.5.1.2 South Africa Retail Assortment Management Applications Software Market by Organization Size
9.4.5.2 Saudi Arabia Retail Assortment Management Applications Software Market
9.4.5.2.1 Saudi Arabia Retail Assortment Management Applications Software Market by Deployment
9.4.5.2.2 Saudi Arabia Retail Assortment Management Applications Software Market by Organization Size
9.4.5.3 U.A.E Retail Assortment Management Applications Software Market
9.4.5.3.1 U.A.E Retail Assortment Management Applications Software Market by Deployment
9.4.5.3.2 U.A.E Retail Assortment Management Applications Software Market by Organization Size
9.4.5.4 Rest of Middle East and Africa Retail Assortment Management Applications Software Market
9.4.5.4.1 Rest of Middle East and Africa Retail Assortment Management Applications Software Market by Deployment
9.4.5.4.2 Rest of Middle East and Africa Retail Assortment Management Applications Software Market by Organization Size
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Retail Assortment Management Applications Software Market Overview
9.5.2 South and Central America Retail Assortment Management Applications Software Market Forecasts and Analysis
9.5.3 South and Central America Retail Assortment Management Applications Software Market Forecasts and Analysis - By Deployment
9.5.4 South and Central America Retail Assortment Management Applications Software Market Forecasts and Analysis - By Organization Size
9.5.5 South and Central America Retail Assortment Management Applications Software Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Retail Assortment Management Applications Software Market
9.5.5.1.1 Brazil Retail Assortment Management Applications Software Market by Deployment
9.5.5.1.2 Brazil Retail Assortment Management Applications Software Market by Organization Size
9.5.5.2 Argentina Retail Assortment Management Applications Software Market
9.5.5.2.1 Argentina Retail Assortment Management Applications Software Market by Deployment
9.5.5.2.2 Argentina Retail Assortment Management Applications Software Market by Organization Size
9.5.5.3 Rest of South and Central America Retail Assortment Management Applications Software Market
9.5.5.3.1 Rest of South and Central America Retail Assortment Management Applications Software Market by Deployment
9.5.5.3.2 Rest of South and Central America Retail Assortment Management Applications Software Market by Organization Size
10. INDUSTRY LANDSCAPE
10.1. MERGERS AND ACQUISITIONS
10.2. AGREEMENTS, COLLABORATIONS AND JOIN VENTURES
10.3. NEW PRODUCT LAUNCHES
10.4. EXPANSIONS AND OTHER STRATEGIC DEVELOPMENTS
11. RETAIL ASSORTMENT MANAGEMENT APPLICATIONS SOFTWARE MARKET, KEY COMPANY PROFILES
11.1. APTOS, LLC
11.1.1. Key Facts
11.1.2. Business Description
11.1.3. Products and Services
11.1.4. Financial Overview
11.1.5. SWOT Analysis
11.1.6. Key Developments
11.2. BLUE YONDER GROUP, INC.
11.2.1. Key Facts
11.2.2. Business Description
11.2.3. Products and Services
11.2.4. Financial Overview
11.2.5. SWOT Analysis
11.2.6. Key Developments
11.3. INFOR
11.3.1. Key Facts
11.3.2. Business Description
11.3.3. Products and Services
11.3.4. Financial Overview
11.3.5. SWOT Analysis
11.3.6. Key Developments
11.4. INTERNATIONAL BUSINESS MACHINES CORPORATION
11.4.1. Key Facts
11.4.2. Business Description
11.4.3. Products and Services
11.4.4. Financial Overview
11.4.5. SWOT Analysis
11.4.6. Key Developments
11.5. ISLAND PACIFIC
11.5.1. Key Facts
11.5.2. Business Description
11.5.3. Products and Services
11.5.4. Financial Overview
11.5.5. SWOT Analysis
11.5.6. Key Developments
11.6. MI9 RETAIL
11.6.1. Key Facts
11.6.2. Business Description
11.6.3. Products and Services
11.6.4. Financial Overview
11.6.5. SWOT Analysis
11.6.6. Key Developments
11.7. O9 SOLUTIONS, INC.
11.7.1. Key Facts
11.7.2. Business Description
11.7.3. Products and Services
11.7.4. Financial Overview
11.7.5. SWOT Analysis
11.7.6. Key Developments
11.8. ORACLE CORPORATION
11.8.1. Key Facts
11.8.2. Business Description
11.8.3. Products and Services
11.8.4. Financial Overview
11.8.5. SWOT Analysis
11.8.6. Key Developments
11.9. QUANT RETAIL S.R.O.
11.9.1. Key Facts
11.9.2. Business Description
11.9.3. Products and Services
11.9.4. Financial Overview
11.9.5. SWOT Analysis
11.9.6. Key Developments
11.10. RELEX SOLUTIONS
11.10.1. Key Facts
11.10.2. Business Description
11.10.3. Products and Services
11.10.4. Financial Overview
11.10.5. SWOT Analysis
11.10.6. Key Developments
11.11. SAP SE
11.11.1. Key Facts
11.11.2. Business Description
11.11.3. Products and Services
11.11.4. Financial Overview
11.11.5. SWOT Analysis
11.11.6. Key Developments
11.12. SOLVOYO
11.12.1. Key Facts
11.12.2. Business Description
11.12.3. Products and Services
11.12.4. Financial Overview
11.12.5. SWOT Analysis
11.12.6. Key Developments
12. APPENDIX
12.1. ABOUT THE INSIGHT PARTNERS
12.2. GLOSSARY OF TERMS
1. Aptos, LLC
2. Blue Yonder Group, Inc.
3. Infor
4. International Business Machines Corporation
5. Island Pacific
6. Mi9 Retail
7. o9 Solutions, Inc.
8. Oracle Corporation
9. Quant Retail s.r.o.
10. RELEX Solutions
11. SAP SE
12. Solvoyo
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.