Voice Picking Solution Market Size and Forecasts (2021 - 2031), Global and Regional Share, Trends, and Growth Opportunity Analysis
Voice picking solutions is a curtail part of the outbound logistics procedures, and it has a substantial impact on customer services provided by the company. The voice picking system provides a voice-based user interface to employees, such as portable voice terminals and headsets, allowing employees to communicate with host systems.
MARKET DYNAMICS
Rising demand for voice-based progressive communication devices to improve accuracy, productivity, and efficiency across warehouse operations is one of the major factors driving the voice picking solutions market's growth. Moreover, different voice picking solutions can be integrated with the existing enterprise resource planning and warehouse management system, which is anticipated to boost the voice picking solution market's growth.
MARKET SCOPE
The "Global Voice Picking Solution Market Analysis to 2028" is a specialized and in-depth study of the voice picking solution market with a special focus on the global market trend analysis. The report aims to provide an overview of voice picking solution market with detailed market segmentation by component, deployment, end-user. The global voice picking solution market is expected to witness high growth during the forecast period. The report provides key statistics on the market status of the leading voice picking solution market players and offers key trends and opportunities in the voice picking solution market.
MARKET SEGMENTATION
The global voice picking solution market is segmented on the basis of component, deployment, end-user. On the basis of component, the market is segmented as software, service. On the basis of deployment, the market is segmented as cloud, on-premise. On the basis of end user, the market is segmented as retail and e-commerce, logistics and transportation, healthcare, food and beverage, automotive, others.
REGIONAL FRAMEWORK
The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides overview and forecast of the global voice picking solution market based on various segments. It also provides market size and forecast estimates from year 2020 to 2028 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South America. The voice picking solution market by each region is later sub-segmented by respective countries and segments. The report covers analysis and forecast of 18 countries globally along with current trend and opportunities prevailing in the region.
The report analyzes factors affecting voice picking solution market from both demand and supply side and further evaluates market dynamics effecting the market during the forecast period i.e., drivers, restraints, opportunities, and future trend. The report also provides exhaustive PEST analysis for all five regions namely; North America, Europe, APAC, MEA and South America after evaluating political, economic, social and technological factors effecting the voice picking solution 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 overview and forecast of the global voice picking solution market based on various segments. It also provides market size and forecast estimates from year 2020 to 2028 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South America. The voice picking solution market by each region is later sub-segmented by respective countries and segments. The report covers analysis and forecast of 18 countries globally along with current trend and opportunities prevailing in the region.
The report analyzes factors affecting voice picking solution market from both demand and supply side and further evaluates market dynamics effecting the market during the forecast period i.e., drivers, restraints, opportunities, and future trend. The report also provides exhaustive PEST analysis for all five regions namely; North America, Europe, APAC, MEA and South America after evaluating political, economic, social and technological factors effecting the voice picking solution market in these regions.
MARKET PLAYERS
The reports cover key developments in the voice picking solution 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 expansion of business and customer base of market players. The market players from voice picking solution market are anticipated to lucrative growth opportunities in the future with the rising demand for voice picking solution market. Below mentioned is the list of few companies engaged in the voice picking solution market.
The report also includes the profiles of key voice picking solution market companies along with their SWOT analysis and market strategies. In addition, the report focuses on leading industry players with information such as company profiles, components and services offered, financial information of last 3 years, key development in past five years.
- Bastian Solutions, Inc.
- Dematic
- Ehrhardt + Partner Solutions Limited
- Honeywell International Inc.
- Ivanti
- LUCAS SYSTEMS
- Voiteq
- Voxware
- Zebra Technologies
- ZETES
The Insight Partner's dedicated research and analysis team consist of experienced professionals with advanced statistical expertise and offer various customization options in the existing study.
- Sample PDF showcases the content structure and the nature of the information with qualitative and quantitative analysis.
- Request discounts available for Start-Ups & Universities
Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
Segment Covered
This text is related
to segments covered.
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
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
1.3.1Voice Picking Solution Market - By Component
1.3.2Voice Picking Solution Market - By Deployment
1.3.3Voice Picking Solution Market - By End-user
1.3.4Voice Picking Solution Market - By Region
1.3.4.1By Country
2.KEY TAKEWAYS
3.RESEARCH METHODOLOGY
4.VOICE PICKING SOLUTION MARKET LANDSCAPE
4.1.OVERVIEW
4.2.PEST ANALYSIS
4.2.1North America - Pest Analysis
4.2.2Europe - Pest Analysis
4.2.3Asia-Pacific - Pest Analysis
4.2.4Middle East and Africa - Pest Analysis
4.2.5South and Central America - Pest Analysis
4.3.ECOSYSTEM ANALYSIS
4.4.EXPERT OPINIONS
5.VOICE PICKING SOLUTION 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.VOICE PICKING SOLUTION MARKET - GLOBAL MARKET ANALYSIS
6.1.VOICE PICKING SOLUTION - GLOBAL MARKET OVERVIEW
6.2.VOICE PICKING SOLUTION - GLOBAL MARKET AND FORECAST TO 2028
6.3.MARKET POSITIONING/MARKET SHARE
7.VOICE PICKING SOLUTION MARKET - REVENUE AND FORECASTS TO 2028 - COMPONENT
7.1.OVERVIEW
7.2.COMPONENT MARKET FORECASTS AND ANALYSIS
7.3.SOFTWARE
7.3.1.Overview
7.3.2.Software Market Forecast and Analysis
7.4.SERVICE
7.4.1.Overview
7.4.2.Service Market Forecast and Analysis
8.VOICE PICKING SOLUTION MARKET - REVENUE AND FORECASTS TO 2028 - DEPLOYMENT
8.1.OVERVIEW
8.2.DEPLOYMENT MARKET FORECASTS AND ANALYSIS
8.3.CLOUD
8.3.1.Overview
8.3.2.Cloud Market Forecast and Analysis
8.4.ON-PREMISE
8.4.1.Overview
8.4.2.On-Premise Market Forecast and Analysis
9.VOICE PICKING SOLUTION MARKET - REVENUE AND FORECASTS TO 2028 - END-USER
9.1.OVERVIEW
9.2.END-USER MARKET FORECASTS AND ANALYSIS
9.3.RETAIL AND E-COMMERCE
9.3.1.Overview
9.3.2.Retail and E-commerce Market Forecast and Analysis
9.4.LOGISTICS AND TRANSPORTATION
9.4.1.Overview
9.4.2.Logistics and Transportation Market Forecast and Analysis
9.5.HEALTHCARE
9.5.1.Overview
9.5.2.Healthcare Market Forecast and Analysis
9.6.FOOD AND BEVERAGE
9.6.1.Overview
9.6.2.Food and Beverage Market Forecast and Analysis
9.7.AUTOMOTIVE
9.7.1.Overview
9.7.2.Automotive Market Forecast and Analysis
9.8.OTHERS
9.8.1.Overview
9.8.2.Others Market Forecast and Analysis
10.VOICE PICKING SOLUTION MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
10.1.NORTH AMERICA
10.1.1North America Voice Picking Solution Market Overview
10.1.2North America Voice Picking Solution Market Forecasts and Analysis
10.1.3North America Voice Picking Solution Market Forecasts and Analysis - By Component
10.1.4North America Voice Picking Solution Market Forecasts and Analysis - By Deployment
10.1.5North America Voice Picking Solution Market Forecasts and Analysis - By End-user
10.1.6North America Voice Picking Solution Market Forecasts and Analysis - By Countries
10.1.6.1United States Voice Picking Solution Market
10.1.6.1.1United States Voice Picking Solution Market by Component
10.1.6.1.2United States Voice Picking Solution Market by Deployment
10.1.6.1.3United States Voice Picking Solution Market by End-user
10.1.6.2Canada Voice Picking Solution Market
10.1.6.2.1Canada Voice Picking Solution Market by Component
10.1.6.2.2Canada Voice Picking Solution Market by Deployment
10.1.6.2.3Canada Voice Picking Solution Market by End-user
10.1.6.3Mexico Voice Picking Solution Market
10.1.6.3.1Mexico Voice Picking Solution Market by Component
10.1.6.3.2Mexico Voice Picking Solution Market by Deployment
10.1.6.3.3Mexico Voice Picking Solution Market by End-user
10.2.EUROPE
10.2.1Europe Voice Picking Solution Market Overview
10.2.2Europe Voice Picking Solution Market Forecasts and Analysis
10.2.3Europe Voice Picking Solution Market Forecasts and Analysis - By Component
10.2.4Europe Voice Picking Solution Market Forecasts and Analysis - By Deployment
10.2.5Europe Voice Picking Solution Market Forecasts and Analysis - By End-user
10.2.6Europe Voice Picking Solution Market Forecasts and Analysis - By Countries
10.2.6.1Germany Voice Picking Solution Market
10.2.6.1.1Germany Voice Picking Solution Market by Component
10.2.6.1.2Germany Voice Picking Solution Market by Deployment
10.2.6.1.3Germany Voice Picking Solution Market by End-user
10.2.6.2France Voice Picking Solution Market
10.2.6.2.1France Voice Picking Solution Market by Component
10.2.6.2.2France Voice Picking Solution Market by Deployment
10.2.6.2.3France Voice Picking Solution Market by End-user
10.2.6.3Italy Voice Picking Solution Market
10.2.6.3.1Italy Voice Picking Solution Market by Component
10.2.6.3.2Italy Voice Picking Solution Market by Deployment
10.2.6.3.3Italy Voice Picking Solution Market by End-user
10.2.6.4United Kingdom Voice Picking Solution Market
10.2.6.4.1United Kingdom Voice Picking Solution Market by Component
10.2.6.4.2United Kingdom Voice Picking Solution Market by Deployment
10.2.6.4.3United Kingdom Voice Picking Solution Market by End-user
10.2.6.5Russia Voice Picking Solution Market
10.2.6.5.1Russia Voice Picking Solution Market by Component
10.2.6.5.2Russia Voice Picking Solution Market by Deployment
10.2.6.5.3Russia Voice Picking Solution Market by End-user
10.2.6.6Rest of Europe Voice Picking Solution Market
10.2.6.6.1Rest of Europe Voice Picking Solution Market by Component
10.2.6.6.2Rest of Europe Voice Picking Solution Market by Deployment
10.2.6.6.3Rest of Europe Voice Picking Solution Market by End-user
10.3.ASIA-PACIFIC
10.3.1Asia-Pacific Voice Picking Solution Market Overview
10.3.2Asia-Pacific Voice Picking Solution Market Forecasts and Analysis
10.3.3Asia-Pacific Voice Picking Solution Market Forecasts and Analysis - By Component
10.3.4Asia-Pacific Voice Picking Solution Market Forecasts and Analysis - By Deployment
10.3.5Asia-Pacific Voice Picking Solution Market Forecasts and Analysis - By End-user
10.3.6Asia-Pacific Voice Picking Solution Market Forecasts and Analysis - By Countries
10.3.6.1Australia Voice Picking Solution Market
10.3.6.1.1Australia Voice Picking Solution Market by Component
10.3.6.1.2Australia Voice Picking Solution Market by Deployment
10.3.6.1.3Australia Voice Picking Solution Market by End-user
10.3.6.2China Voice Picking Solution Market
10.3.6.2.1China Voice Picking Solution Market by Component
10.3.6.2.2China Voice Picking Solution Market by Deployment
10.3.6.2.3China Voice Picking Solution Market by End-user
10.3.6.3India Voice Picking Solution Market
10.3.6.3.1India Voice Picking Solution Market by Component
10.3.6.3.2India Voice Picking Solution Market by Deployment
10.3.6.3.3India Voice Picking Solution Market by End-user
10.3.6.4Japan Voice Picking Solution Market
10.3.6.4.1Japan Voice Picking Solution Market by Component
10.3.6.4.2Japan Voice Picking Solution Market by Deployment
10.3.6.4.3Japan Voice Picking Solution Market by End-user
10.3.6.5South Korea Voice Picking Solution Market
10.3.6.5.1South Korea Voice Picking Solution Market by Component
10.3.6.5.2South Korea Voice Picking Solution Market by Deployment
10.3.6.5.3South Korea Voice Picking Solution Market by End-user
10.3.6.6Rest of Asia-Pacific Voice Picking Solution Market
10.3.6.6.1Rest of Asia-Pacific Voice Picking Solution Market by Component
10.3.6.6.2Rest of Asia-Pacific Voice Picking Solution Market by Deployment
10.3.6.6.3Rest of Asia-Pacific Voice Picking Solution Market by End-user
10.4.MIDDLE EAST AND AFRICA
10.4.1Middle East and Africa Voice Picking Solution Market Overview
10.4.2Middle East and Africa Voice Picking Solution Market Forecasts and Analysis
10.4.3Middle East and Africa Voice Picking Solution Market Forecasts and Analysis - By Component
10.4.4Middle East and Africa Voice Picking Solution Market Forecasts and Analysis - By Deployment
10.4.5Middle East and Africa Voice Picking Solution Market Forecasts and Analysis - By End-user
10.4.6Middle East and Africa Voice Picking Solution Market Forecasts and Analysis - By Countries
10.4.6.1South Africa Voice Picking Solution Market
10.4.6.1.1South Africa Voice Picking Solution Market by Component
10.4.6.1.2South Africa Voice Picking Solution Market by Deployment
10.4.6.1.3South Africa Voice Picking Solution Market by End-user
10.4.6.2Saudi Arabia Voice Picking Solution Market
10.4.6.2.1Saudi Arabia Voice Picking Solution Market by Component
10.4.6.2.2Saudi Arabia Voice Picking Solution Market by Deployment
10.4.6.2.3Saudi Arabia Voice Picking Solution Market by End-user
10.4.6.3U.A.E Voice Picking Solution Market
10.4.6.3.1U.A.E Voice Picking Solution Market by Component
10.4.6.3.2U.A.E Voice Picking Solution Market by Deployment
10.4.6.3.3U.A.E Voice Picking Solution Market by End-user
10.4.6.4Rest of Middle East and Africa Voice Picking Solution Market
10.4.6.4.1Rest of Middle East and Africa Voice Picking Solution Market by Component
10.4.6.4.2Rest of Middle East and Africa Voice Picking Solution Market by Deployment
10.4.6.4.3Rest of Middle East and Africa Voice Picking Solution Market by End-user
10.5.SOUTH AND CENTRAL AMERICA
10.5.1South and Central America Voice Picking Solution Market Overview
10.5.2South and Central America Voice Picking Solution Market Forecasts and Analysis
10.5.3South and Central America Voice Picking Solution Market Forecasts and Analysis - By Component
10.5.4South and Central America Voice Picking Solution Market Forecasts and Analysis - By Deployment
10.5.5South and Central America Voice Picking Solution Market Forecasts and Analysis - By End-user
10.5.6South and Central America Voice Picking Solution Market Forecasts and Analysis - By Countries
10.5.6.1Brazil Voice Picking Solution Market
10.5.6.1.1Brazil Voice Picking Solution Market by Component
10.5.6.1.2Brazil Voice Picking Solution Market by Deployment
10.5.6.1.3Brazil Voice Picking Solution Market by End-user
10.5.6.2Argentina Voice Picking Solution Market
10.5.6.2.1Argentina Voice Picking Solution Market by Component
10.5.6.2.2Argentina Voice Picking Solution Market by Deployment
10.5.6.2.3Argentina Voice Picking Solution Market by End-user
10.5.6.3Rest of South and Central America Voice Picking Solution Market
10.5.6.3.1Rest of South and Central America Voice Picking Solution Market by Component
10.5.6.3.2Rest of South and Central America Voice Picking Solution Market by Deployment
10.5.6.3.3Rest of South and Central America Voice Picking Solution Market by End-user
11.INDUSTRY LANDSCAPE
11.1.MERGERS AND ACQUISITIONS
11.2.AGREEMENTS, COLLABORATIONS AND JOIN VENTURES
11.3.NEW PRODUCT LAUNCHES
11.4.EXPANSIONS AND OTHER STRATEGIC DEVELOPMENTS
12.VOICE PICKING SOLUTION MARKET, KEY COMPANY PROFILES
12.1.BASTIAN SOLUTIONS, INC.
12.1.1.Key Facts
12.1.2.Business Description
12.1.3.Products and Services
12.1.4.Financial Overview
12.1.5.SWOT Analysis
12.1.6.Key Developments
12.2.DEMATIC
12.2.1.Key Facts
12.2.2.Business Description
12.2.3.Products and Services
12.2.4.Financial Overview
12.2.5.SWOT Analysis
12.2.6.Key Developments
12.3.EHRHARDT + PARTNER
12.3.1.Key Facts
12.3.2.Business Description
12.3.3.Products and Services
12.3.4.Financial Overview
12.3.5.SWOT Analysis
12.3.6.Key Developments
12.4.HONEYWELL INTERNATIONAL INC.
12.4.1.Key Facts
12.4.2.Business Description
12.4.3.Products and Services
12.4.4.Financial Overview
12.4.5.SWOT Analysis
12.4.6.Key Developments
12.5.IVANTI
12.5.1.Key Facts
12.5.2.Business Description
12.5.3.Products and Services
12.5.4.Financial Overview
12.5.5.SWOT Analysis
12.5.6.Key Developments
12.6.LUCAS SYSTEMS
12.6.1.Key Facts
12.6.2.Business Description
12.6.3.Products and Services
12.6.4.Financial Overview
12.6.5.SWOT Analysis
12.6.6.Key Developments
12.7.VOITEQ
12.7.1.Key Facts
12.7.2.Business Description
12.7.3.Products and Services
12.7.4.Financial Overview
12.7.5.SWOT Analysis
12.7.6.Key Developments
12.8.VOXWARE
12.8.1.Key Facts
12.8.2.Business Description
12.8.3.Products and Services
12.8.4.Financial Overview
12.8.5.SWOT Analysis
12.8.6.Key Developments
12.9.ZEBRA TECHNOLOGIES
12.9.1.Key Facts
12.9.2.Business Description
12.9.3.Products and Services
12.9.4.Financial Overview
12.9.5.SWOT Analysis
12.9.6.Key Developments
12.10.ZETES
12.10.1.Key Facts
12.10.2.Business Description
12.10.3.Products and Services
12.10.4.Financial Overview
12.10.5.SWOT Analysis
12.10.6.Key Developments
13.APPENDIX
13.1.ABOUT THE INSIGHT PARTNERS
13.2.GLOSSARY OF TERMS
1. Bastian Solutions, Inc.
2. Dematic
3. EHRHARDT + PARTNER
4. Honeywell International Inc.
5. Ivanti
6. LUCAS SYSTEMS
7. Voiteq
8. Voxware
9. Zebra Technologies
10. ZETES
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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