North America Deodorant Industry in North America: Market Dynamics and Forecasts 2026-2034

North America Deodorant Industry by Product Type (Spray, Cream, Gel, Other Products), by Distribution Channel (Supermarkets and Hypermarkets, Convenience Stores, Pharmacies and Drug Stores, Online Retail, Other Distribution Channels), by Geography (United States, Canada, Mexico, Rest of North America), by United States, by Canada, by Mexico, by Rest of North America Forecast 2026-2034

Jul 24 2025
Base Year: 2025

234 Pages
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North America Deodorant Industry in North America: Market Dynamics and Forecasts 2026-2034


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Key Insights

The North American deodorant market, valued at $8.29 billion in 2025, is projected to experience robust growth, driven by increasing consumer awareness of personal hygiene and body odor, particularly among younger demographics. The market's Compound Annual Growth Rate (CAGR) of 6.73% from 2025 to 2033 indicates a significant expansion opportunity. Key growth drivers include the rising popularity of natural and organic deodorant formulations catering to health-conscious consumers, along with the increasing demand for convenient and effective products like spray deodorants. Furthermore, innovative product launches incorporating advanced technologies like antiperspirant ingredients and long-lasting fragrances fuel market expansion. Distribution channels are also evolving, with online retail experiencing substantial growth, complementing traditional channels like supermarkets, pharmacies, and convenience stores. However, market growth might face certain restraints, including fluctuating raw material prices and the potential for increased competition from smaller, niche brands focusing on specialized formulations. The market segmentation, divided by product type (spray, cream, gel, and others) and distribution channel, provides a nuanced understanding of consumer preferences and market dynamics. Major players, including Avon, Procter & Gamble, Estee Lauder, L'Occitane, Unilever, Colgate-Palmolive, Revlon, and Beiersdorf, fiercely compete to capture market share through innovation, branding, and strategic partnerships. The North American market, encompassing the United States, Canada, Mexico, and other regions, is expected to remain the dominant force in the deodorant market due to its high disposable income and established personal care habits.

North America Deodorant Industry Research Report - Market Overview and Key Insights

North America Deodorant Industry Market Size (In Billion)

15.0B
10.0B
5.0B
0
8.290 B
2025
8.867 B
2026
9.486 B
2027
10.15 B
2028
10.86 B
2029
11.62 B
2030
12.43 B
2031
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The forecast period of 2025-2033 offers substantial potential for market expansion. Factors such as increasing urbanization and changing lifestyles contribute to rising demand for personal care products, including deodorants. Marketing strategies focusing on sustainability and eco-friendly options are gaining traction, prompting manufacturers to prioritize environmentally conscious ingredients and packaging. The market will likely see further consolidation, with larger players acquiring smaller, innovative companies to expand their product portfolios and distribution networks. Continuous innovation in product formulation, enhanced packaging designs, and targeted marketing campaigns will be crucial for companies seeking to maintain their competitiveness and capitalize on the market's growth trajectory. The ongoing shift towards personalized and customized deodorant options, catering to specific skin types and preferences, will also influence market dynamics.

North America Deodorant Industry Market Size and Forecast (2024-2030)

North America Deodorant Industry Company Market Share

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North America Deodorant Industry Report: 2019-2033

This comprehensive report provides a detailed analysis of the North America deodorant industry, covering market size, segmentation, competitive landscape, and future growth prospects. The study period spans from 2019 to 2033, with 2025 serving as the base and estimated year. This in-depth analysis is crucial for businesses operating within or planning to enter this dynamic market.

North America Deodorant Industry Market Structure & Competitive Dynamics

The North America deodorant market is characterized by a moderately concentrated structure, with several key players commanding significant market share. The industry’s competitive dynamics are shaped by factors including continuous product innovation, evolving consumer preferences (e.g., natural ingredients, sustainability), and robust regulatory frameworks related to ingredient safety and environmental concerns. Mergers and acquisitions (M&A) activity is a notable feature, driving consolidation and shaping the competitive landscape. For instance, while precise M&A deal values are not publicly available for all transactions in this timeframe, several deals involving major players resulted in market share shifts and reshaped competitive positioning. Market leaders frequently leverage their established brands and distribution networks to maintain a competitive edge. The market is also seeing the emergence of niche players specializing in natural or organic deodorants. The report analyzes market share data for key players including The Avon Company, Procter & Gamble Co, The Estee Lauder Companies Inc, L'Occitane International SA, Unilever PLC, Colgate-Palmolive Company, Revlon Inc, and Beiersdorf AG, providing insights into their competitive strategies and market positioning.

  • Market Concentration: xx% controlled by top 5 players (2024 Estimate)
  • Innovation Ecosystems: High focus on natural ingredients, sustainable packaging, and efficacy.
  • Regulatory Frameworks: Stringent regulations on ingredient safety and labeling.
  • Product Substitutes: Natural alternatives, homemade remedies.
  • End-User Trends: Growing preference for natural, organic, and sustainable products.
  • M&A Activities: Consolidation through acquisitions and partnerships. Estimated total M&A value for the period 2019-2024: xx Million.

North America Deodorant Industry Industry Trends & Insights

The North America deodorant market is expected to witness a CAGR of xx% during the forecast period (2025-2033). Several factors drive this growth, including rising disposable incomes, increased awareness of personal hygiene, and the expanding influence of social media marketing. The market's penetration rate for deodorants is currently estimated at xx%, suggesting substantial growth potential. Technological advancements in formulation, packaging, and distribution channels contribute to market expansion. Consumer preferences are shifting towards natural, organic, and sustainable products, pushing manufacturers to reformulate their products and adopt eco-friendly packaging solutions. Competition remains fierce, with established players and emerging brands vying for market share. This competitive environment fuels innovation, resulting in a diverse range of products catering to various consumer needs and preferences. The increasing awareness of the harmful effects of certain chemicals found in conventional deodorants has propelled demand for natural alternatives, further shaping the industry's dynamics.

Dominant Markets & Segments in North America Deodorant Industry

The North America deodorant market is segmented by product type (spray, cream, gel, other) and distribution channel (supermarkets and hypermarkets, convenience stores, pharmacies and drug stores, online retail, other). The spray segment currently dominates the market due to its convenience and widespread availability. However, the growing demand for natural alternatives fuels the growth of the cream and gel segments. Online retail is emerging as a significant distribution channel, driven by e-commerce expansion and rising consumer preference for online shopping.

  • Leading Region: United States
  • Leading Segment (Product Type): Spray
  • Leading Segment (Distribution Channel): Supermarkets and Hypermarkets

Key Drivers (United States):

  • Strong economy and high disposable incomes.
  • Established retail infrastructure.
  • High awareness of personal hygiene.

Dominance Analysis: The dominance of the spray segment stems from its long-standing popularity, wide acceptance, and affordability. Supermarkets and hypermarkets hold a dominant position in the distribution channel segment due to their extensive reach, high customer footfall, and established supply chains.

North America Deodorant Industry Product Innovations

Recent years have witnessed a surge in innovative deodorant products, emphasizing natural ingredients, sustainable packaging, and enhanced efficacy. Key trends include the rise of aluminum-free deodorants, refillable packaging to reduce plastic waste, and formulations incorporating skincare benefits. These innovations cater to the growing consumer demand for healthier and more environmentally conscious personal care products. The competitive landscape pushes for improved efficacy and unique product features, with companies focusing on marketing their innovations based on unique selling propositions.

Report Segmentation & Scope

By Product Type:

  • Spray: This segment holds the largest market share, driven by convenience and broad appeal. Growth is projected at xx% CAGR (2025-2033).
  • Cream: Growing popularity due to perceived natural and gentler properties. Growth at xx% CAGR (2025-2033).
  • Gel: A smaller segment but growing with niche appeal. Growth at xx% CAGR (2025-2033).
  • Other Products: Includes sticks, roll-ons, etc. Growth at xx% CAGR (2025-2033).

By Distribution Channel:

  • Supermarkets & Hypermarkets: The largest channel, benefitting from high consumer traffic. Growth projected at xx% CAGR (2025-2033).
  • Convenience Stores: A smaller but convenient channel, growing at a rate of xx% CAGR (2025-2033).
  • Pharmacies & Drug Stores: Focus on specific health-conscious consumers. Growth at xx% CAGR (2025-2033).
  • Online Retail: Rapidly expanding, driven by e-commerce growth. Growth at xx% CAGR (2025-2033).
  • Other Distribution Channels: Includes direct sales and other channels. Growth at xx% CAGR (2025-2033).

Key Drivers of North America Deodorant Industry Growth

The North America deodorant market is experiencing growth due to a confluence of factors. Rising disposable incomes allow consumers to spend more on personal care items. Increased awareness of personal hygiene and body odor encourages deodorant usage. The shift towards natural and organic products is creating demand for eco-friendly and healthier alternatives. Furthermore, technological advancements in formulation and packaging are making deodorants more effective and appealing.

Challenges in the North America Deodorant Industry Sector

The industry faces challenges such as the increasing prevalence of counterfeit products, fluctuating raw material prices, and stringent regulations regarding ingredient safety. These factors impact profitability and sustainability. Competition remains intense, requiring companies to continuously innovate and adapt their marketing strategies. The growing preference for natural products presents a challenge to companies relying on traditional chemical formulations.

Leading Players in the North America Deodorant Industry Market

  • The Avon Company
  • Procter & Gamble Co
  • The Estee Lauder Companies Inc
  • L'Occitane International SA
  • Unilever PLC
  • Colgate-Palmolive Company
  • Revlon Inc
  • Beiersdorf AG

Key Developments in North America Deodorant Industry Sector

  • January 2020: Unilever's Dove brand launched its first refillable deodorant, focusing on sustainability.
  • February 2021: Procter & Gamble launched Secret Derma+ Antiperspirant, emphasizing skincare benefits.
  • April 2021: Unilever's Dove brand introduced another refillable deodorant with a stainless steel design.

Strategic North America Deodorant Industry Market Outlook

The future of the North America deodorant market appears promising, driven by continuous product innovation, evolving consumer preferences, and the expansion of e-commerce. Companies focusing on sustainable and natural products are expected to gain significant market share. Opportunities exist for brands to leverage digital marketing and personalized product offerings to cater to specific consumer segments. Strategic partnerships and collaborations can facilitate access to new technologies and distribution channels. Companies adapting quickly to changing consumer preferences and environmental concerns are poised for success.

North America Deodorant Industry Segmentation

  • 1. Product Type
    • 1.1. Spray
    • 1.2. Cream
    • 1.3. Gel
    • 1.4. Other Products
  • 2. Distribution Channel
    • 2.1. Supermarkets and Hypermarkets
    • 2.2. Convenience Stores
    • 2.3. Pharmacies and Drug Stores
    • 2.4. Online Retail
    • 2.5. Other Distribution Channels
  • 3. Geography
    • 3.1. United States
    • 3.2. Canada
    • 3.3. Mexico
    • 3.4. Rest of North America

North America Deodorant Industry Segmentation By Geography

  • 1. United States
  • 2. Canada
  • 3. Mexico
  • 4. Rest of North America
North America Deodorant Industry Market Share by Region - Global Geographic Distribution

North America Deodorant Industry Regional Market Share

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Geographic Coverage of North America Deodorant Industry

Higher Coverage
Lower Coverage
No Coverage

North America Deodorant Industry REPORT HIGHLIGHTS

AspectsDetails
Study Period 2020-2034
Base Year 2025
Estimated Year 2026
Forecast Period2026-2034
Historical Period2020-2025
Growth RateCAGR of 6.73% from 2020-2034
Segmentation
    • By Product Type
      • Spray
      • Cream
      • Gel
      • Other Products
    • By Distribution Channel
      • Supermarkets and Hypermarkets
      • Convenience Stores
      • Pharmacies and Drug Stores
      • Online Retail
      • Other Distribution Channels
    • By Geography
      • United States
      • Canada
      • Mexico
      • Rest of North America
  • By Geography
    • United States
    • Canada
    • Mexico
    • Rest of North America

Table of Contents

  1. 1. Introduction
    • 1.1. Research Scope
    • 1.2. Market Segmentation
    • 1.3. Research Methodology
    • 1.4. Definitions and Assumptions
  2. 2. Executive Summary
    • 2.1. Introduction
  3. 3. Market Dynamics
    • 3.1. Introduction
      • 3.2. Market Drivers
        • 3.2.1. Growing Appeal For Natural and Organic Hair Care Products; Increased Consumer Spending on Hair Care Products
      • 3.3. Market Restrains
        • 3.3.1. Availability of Counterfeit Products
      • 3.4. Market Trends
        • 3.4.1. Growing Concern About Hygiene and Freshness
  4. 4. Market Factor Analysis
    • 4.1. Porters Five Forces
    • 4.2. Supply/Value Chain
    • 4.3. PESTEL analysis
    • 4.4. Market Entropy
    • 4.5. Patent/Trademark Analysis
  5. 5. North America Deodorant Industry Analysis, Insights and Forecast, 2020-2032
    • 5.1. Market Analysis, Insights and Forecast - by Product Type
      • 5.1.1. Spray
      • 5.1.2. Cream
      • 5.1.3. Gel
      • 5.1.4. Other Products
    • 5.2. Market Analysis, Insights and Forecast - by Distribution Channel
      • 5.2.1. Supermarkets and Hypermarkets
      • 5.2.2. Convenience Stores
      • 5.2.3. Pharmacies and Drug Stores
      • 5.2.4. Online Retail
      • 5.2.5. Other Distribution Channels
    • 5.3. Market Analysis, Insights and Forecast - by Geography
      • 5.3.1. United States
      • 5.3.2. Canada
      • 5.3.3. Mexico
      • 5.3.4. Rest of North America
    • 5.4. Market Analysis, Insights and Forecast - by Region
      • 5.4.1. United States
      • 5.4.2. Canada
      • 5.4.3. Mexico
      • 5.4.4. Rest of North America
  6. 6. United States North America Deodorant Industry Analysis, Insights and Forecast, 2020-2032
    • 6.1. Market Analysis, Insights and Forecast - by Product Type
      • 6.1.1. Spray
      • 6.1.2. Cream
      • 6.1.3. Gel
      • 6.1.4. Other Products
    • 6.2. Market Analysis, Insights and Forecast - by Distribution Channel
      • 6.2.1. Supermarkets and Hypermarkets
      • 6.2.2. Convenience Stores
      • 6.2.3. Pharmacies and Drug Stores
      • 6.2.4. Online Retail
      • 6.2.5. Other Distribution Channels
    • 6.3. Market Analysis, Insights and Forecast - by Geography
      • 6.3.1. United States
      • 6.3.2. Canada
      • 6.3.3. Mexico
      • 6.3.4. Rest of North America
  7. 7. Canada North America Deodorant Industry Analysis, Insights and Forecast, 2020-2032
    • 7.1. Market Analysis, Insights and Forecast - by Product Type
      • 7.1.1. Spray
      • 7.1.2. Cream
      • 7.1.3. Gel
      • 7.1.4. Other Products
    • 7.2. Market Analysis, Insights and Forecast - by Distribution Channel
      • 7.2.1. Supermarkets and Hypermarkets
      • 7.2.2. Convenience Stores
      • 7.2.3. Pharmacies and Drug Stores
      • 7.2.4. Online Retail
      • 7.2.5. Other Distribution Channels
    • 7.3. Market Analysis, Insights and Forecast - by Geography
      • 7.3.1. United States
      • 7.3.2. Canada
      • 7.3.3. Mexico
      • 7.3.4. Rest of North America
  8. 8. Mexico North America Deodorant Industry Analysis, Insights and Forecast, 2020-2032
    • 8.1. Market Analysis, Insights and Forecast - by Product Type
      • 8.1.1. Spray
      • 8.1.2. Cream
      • 8.1.3. Gel
      • 8.1.4. Other Products
    • 8.2. Market Analysis, Insights and Forecast - by Distribution Channel
      • 8.2.1. Supermarkets and Hypermarkets
      • 8.2.2. Convenience Stores
      • 8.2.3. Pharmacies and Drug Stores
      • 8.2.4. Online Retail
      • 8.2.5. Other Distribution Channels
    • 8.3. Market Analysis, Insights and Forecast - by Geography
      • 8.3.1. United States
      • 8.3.2. Canada
      • 8.3.3. Mexico
      • 8.3.4. Rest of North America
  9. 9. Rest of North America North America Deodorant Industry Analysis, Insights and Forecast, 2020-2032
    • 9.1. Market Analysis, Insights and Forecast - by Product Type
      • 9.1.1. Spray
      • 9.1.2. Cream
      • 9.1.3. Gel
      • 9.1.4. Other Products
    • 9.2. Market Analysis, Insights and Forecast - by Distribution Channel
      • 9.2.1. Supermarkets and Hypermarkets
      • 9.2.2. Convenience Stores
      • 9.2.3. Pharmacies and Drug Stores
      • 9.2.4. Online Retail
      • 9.2.5. Other Distribution Channels
    • 9.3. Market Analysis, Insights and Forecast - by Geography
      • 9.3.1. United States
      • 9.3.2. Canada
      • 9.3.3. Mexico
      • 9.3.4. Rest of North America
  10. 10. Competitive Analysis
    • 10.1. Market Share Analysis 2025
      • 10.2. Company Profiles
        • 10.2.1 The Avon Company
          • 10.2.1.1. Overview
          • 10.2.1.2. Products
          • 10.2.1.3. SWOT Analysis
          • 10.2.1.4. Recent Developments
          • 10.2.1.5. Financials (Based on Availability)
        • 10.2.2 Procter & Gamble Co
          • 10.2.2.1. Overview
          • 10.2.2.2. Products
          • 10.2.2.3. SWOT Analysis
          • 10.2.2.4. Recent Developments
          • 10.2.2.5. Financials (Based on Availability)
        • 10.2.3 The Estee Lauder Companies Inc *List Not Exhaustive
          • 10.2.3.1. Overview
          • 10.2.3.2. Products
          • 10.2.3.3. SWOT Analysis
          • 10.2.3.4. Recent Developments
          • 10.2.3.5. Financials (Based on Availability)
        • 10.2.4 L'Occitane International SA
          • 10.2.4.1. Overview
          • 10.2.4.2. Products
          • 10.2.4.3. SWOT Analysis
          • 10.2.4.4. Recent Developments
          • 10.2.4.5. Financials (Based on Availability)
        • 10.2.5 Unilever PLC
          • 10.2.5.1. Overview
          • 10.2.5.2. Products
          • 10.2.5.3. SWOT Analysis
          • 10.2.5.4. Recent Developments
          • 10.2.5.5. Financials (Based on Availability)
        • 10.2.6 Colgate-Palmolive Company
          • 10.2.6.1. Overview
          • 10.2.6.2. Products
          • 10.2.6.3. SWOT Analysis
          • 10.2.6.4. Recent Developments
          • 10.2.6.5. Financials (Based on Availability)
        • 10.2.7 Revlon Inc
          • 10.2.7.1. Overview
          • 10.2.7.2. Products
          • 10.2.7.3. SWOT Analysis
          • 10.2.7.4. Recent Developments
          • 10.2.7.5. Financials (Based on Availability)
        • 10.2.8 Beiersdorf AG
          • 10.2.8.1. Overview
          • 10.2.8.2. Products
          • 10.2.8.3. SWOT Analysis
          • 10.2.8.4. Recent Developments
          • 10.2.8.5. Financials (Based on Availability)

List of Figures

  1. Figure 1: North America Deodorant Industry Revenue Breakdown (Million, %) by Product 2025 & 2033
  2. Figure 2: North America Deodorant Industry Share (%) by Company 2025

List of Tables

  1. Table 1: North America Deodorant Industry Revenue Million Forecast, by Product Type 2020 & 2033
  2. Table 2: North America Deodorant Industry Revenue Million Forecast, by Distribution Channel 2020 & 2033
  3. Table 3: North America Deodorant Industry Revenue Million Forecast, by Geography 2020 & 2033
  4. Table 4: North America Deodorant Industry Revenue Million Forecast, by Region 2020 & 2033
  5. Table 5: North America Deodorant Industry Revenue Million Forecast, by Product Type 2020 & 2033
  6. Table 6: North America Deodorant Industry Revenue Million Forecast, by Distribution Channel 2020 & 2033
  7. Table 7: North America Deodorant Industry Revenue Million Forecast, by Geography 2020 & 2033
  8. Table 8: North America Deodorant Industry Revenue Million Forecast, by Country 2020 & 2033
  9. Table 9: North America Deodorant Industry Revenue Million Forecast, by Product Type 2020 & 2033
  10. Table 10: North America Deodorant Industry Revenue Million Forecast, by Distribution Channel 2020 & 2033
  11. Table 11: North America Deodorant Industry Revenue Million Forecast, by Geography 2020 & 2033
  12. Table 12: North America Deodorant Industry Revenue Million Forecast, by Country 2020 & 2033
  13. Table 13: North America Deodorant Industry Revenue Million Forecast, by Product Type 2020 & 2033
  14. Table 14: North America Deodorant Industry Revenue Million Forecast, by Distribution Channel 2020 & 2033
  15. Table 15: North America Deodorant Industry Revenue Million Forecast, by Geography 2020 & 2033
  16. Table 16: North America Deodorant Industry Revenue Million Forecast, by Country 2020 & 2033
  17. Table 17: North America Deodorant Industry Revenue Million Forecast, by Product Type 2020 & 2033
  18. Table 18: North America Deodorant Industry Revenue Million Forecast, by Distribution Channel 2020 & 2033
  19. Table 19: North America Deodorant Industry Revenue Million Forecast, by Geography 2020 & 2033
  20. Table 20: North America Deodorant Industry Revenue Million Forecast, by Country 2020 & 2033

Frequently Asked Questions

1. What is the projected Compound Annual Growth Rate (CAGR) of the North America Deodorant Industry?

The projected CAGR is approximately 6.73%.

2. Which companies are prominent players in the North America Deodorant Industry?

Key companies in the market include The Avon Company, Procter & Gamble Co, The Estee Lauder Companies Inc *List Not Exhaustive, L'Occitane International SA, Unilever PLC, Colgate-Palmolive Company, Revlon Inc, Beiersdorf AG.

3. What are the main segments of the North America Deodorant Industry?

The market segments include Product Type, Distribution Channel, Geography.

4. Can you provide details about the market size?

The market size is estimated to be USD 8.29 Million as of 2022.

5. What are some drivers contributing to market growth?

Growing Appeal For Natural and Organic Hair Care Products; Increased Consumer Spending on Hair Care Products.

6. What are the notable trends driving market growth?

Growing Concern About Hygiene and Freshness.

7. Are there any restraints impacting market growth?

Availability of Counterfeit Products.

8. Can you provide examples of recent developments in the market?

In April 2021, Unilever's brand Dove launched its first refillable deodorant. The refillable deodorant comes in a durable, engineered stainless steel design. This fragrance is free from aluminum and alcohol.

9. What pricing options are available for accessing the report?

Pricing options include single-user, multi-user, and enterprise licenses priced at USD 4750, USD 5250, and USD 8750 respectively.

10. Is the market size provided in terms of value or volume?

The market size is provided in terms of value, measured in Million.

11. Are there any specific market keywords associated with the report?

Yes, the market keyword associated with the report is "North America Deodorant Industry," which aids in identifying and referencing the specific market segment covered.

12. How do I determine which pricing option suits my needs best?

The pricing options vary based on user requirements and access needs. Individual users may opt for single-user licenses, while businesses requiring broader access may choose multi-user or enterprise licenses for cost-effective access to the report.

13. Are there any additional resources or data provided in the North America Deodorant Industry report?

While the report offers comprehensive insights, it's advisable to review the specific contents or supplementary materials provided to ascertain if additional resources or data are available.

14. How can I stay updated on further developments or reports in the North America Deodorant Industry?

To stay informed about further developments, trends, and reports in the North America Deodorant Industry, consider subscribing to industry newsletters, following relevant companies and organizations, or regularly checking reputable industry news sources and publications.

Methodology

Step 1 - Identification of Relevant Samples Size from Population Database

Step Chart
Bar Chart
Method Chart

Step 2 - Approaches for Defining Global Market Size (Value, Volume* & Price*)

Approach Chart
Top-down and bottom-up approaches are used to validate the global market size and estimate the market size for manufactures, regional segments, product, and application.

Note*: In applicable scenarios

Step 3 - Data Sources

Primary Research

  • Web Analytics
  • Survey Reports
  • Research Institute
  • Latest Research Reports
  • Opinion Leaders

Secondary Research

  • Annual Reports
  • White Paper
  • Latest Press Release
  • Industry Association
  • Paid Database
  • Investor Presentations
Analyst Chart

Step 4 - Data Triangulation

Involves using different sources of information in order to increase the validity of a study

These sources are likely to be stakeholders in a program - participants, other researchers, program staff, other community members, and so on.

Then we put all data in single framework & apply various statistical tools to find out the dynamic on the market.

During the analysis stage, feedback from the stakeholder groups would be compared to determine areas of agreement as well as areas of divergence

Additionally, after gathering mixed and scattered data from a wide range of sources, data is triangulated and correlated to come up with estimated figures which are further validated through primary mediums or industry experts, opinion leaders.