South Korea Customer Data Platform Market Size, Share, Trends and Forecast by Component, Deployment Mode, Organization Size, Application, Vertical, and Region, 2026-2034
The South Korea customer data platform market size reached USD 182.5 Million in 2025. The market is projected to reach USD 1,705.9 Million by 2034, exhibiting a growth rate (CAGR) of 27.34% during 2026-2034. The market is driven by the rapid growth of digital data, the rise of artificial intelligence (AI)-powered personalization, and a strong national push toward digital transformation. Businesses seek to unify fragmented customer data for real-time insights and smarter engagement across channels. Cloud adoption supports scalable CDP integration, while evolving data privacy laws require platforms that ensure consent, transparency, and trust thus contributing to the South Korea customer data platform market share.
SOUTH KOREA CUSTOMER DATA PLATFORM MARKET TRENDS:
Big Data Growth & AI Integration
In South Korea, companies are collecting large volumes of customer data from websites, apps, call centers, and social platforms—creating rising complexity and fragmented views. CDPs solve this by unifying data into single, actionable profiles. Combined with AI, CDPs enable businesses to detect patterns, predict behavior, and personalize interactions at scale. The growing demand for real-time, dynamic engagement fuels adoption across industries. Supporting this, the government’s K?Cloud Project, launched in mid-2023 with a USD?100?billion investment, aims to build NPU-enabled AI data centers nationwide. This initiative strengthens the digital backbone needed for high-speed data processing, personalization, and campaign automation. As competition intensifies, AI-powered CDPs become essential for innovation, targeting, and customer loyalty—turning extensive data into meaningful insights and smarter marketing decisions across a fast-evolving digital economy.
Digital Transformation & Cloud-Driven Strategies
South Korea’s public and private sectors are accelerating digital modernization with a strong focus on cloud-first strategies thus strengthening the South Korea customer data platform market growth. The Presidential Committee on the Digital Platform Government announced plans to migrate nearly 10,000 government ICT systems to cloud-native architectures by 2030, targeting 30% migration by 2025. This shift reflects a broader trend as organizations adopt cloud infrastructures for agility, scalability, and integration. Within this transformation, Customer Data Platforms (CDPs) have emerged as essential tools—connecting data across websites, cloud apps, and internal systems to deliver a unified customer view. CDPs help break down data silos, enable real-time personalization, and support omnichannel engagement. In sectors like finance, retail, and healthcare—where speed and precision are vital—CDPs align perfectly with digital transformation goals. As both government and businesses aim to enhance long-term operational resilience, CDPs play a foundational role in building intelligent, responsive, and trust-based customer experiences.
Data Privacy Compliance & Trust Building
Another significant South Korea customer data platform market trend is the growing awareness of data rights among consumers and tighter regulations from the South Korean government, companies are under increasing pressure to manage personal data responsibly. Businesses must now ensure that customer information is collected, stored, and used with transparency and clear consent. CDPs are designed to support these requirements by centralizing data governance, allowing organizations to track consent preferences and respond to customer privacy requests more effectively. By embedding privacy into their data practices, companies not only reduce regulatory risk but also build trust with their customers. Trust has become a key differentiator in today’s market, and CDPs help foster that by promoting responsible data use. In a digital environment where loyalty depends on transparency and ethics, CDPs empower organizations to balance personalization with protection fostering more secure and meaningful customer relationships.
SOUTH KOREA CUSTOMER DATA PLATFORM MARKET SEGMENTATION:
IMARC Group provides an analysis of the key trends in each segment of the market, along with forecasts at the country and regional levels for 2026-2034. Our report has categorized the market based on component, deployment mode, organization size, application, and vertical.
Component Insights:
Deployment Mode Insights:
Organization Size Insights:
Application Insights:
Vertical Insights:
Regional Insights:
COMPETITIVE LANDSCAPE:
The market research report has also provided a comprehensive analysis of the competitive landscape. Competitive analysis such as market structure, key player positioning, top winning strategies, competitive dashboard, and company evaluation quadrant has been covered in the report. Also, detailed profiles of all major companies have been provided.
KEY QUESTIONS ANSWERED IN THIS REPORT
How has the South Korea customer data platform market performed so far and how will it perform in the coming years?
What is the breakup of the South Korea customer data platform market on the basis of component?
What is the breakup of the South Korea customer data platform market on the basis of deployment mode?
What is the breakup of the South Korea customer data platform market on the basis of organization size?
What is the breakup of the South Korea customer data platform market on the basis of application?
What is the breakup of the South Korea customer data platform market on the basis of vertical?
What is the breakup of the South Korea customer data platform market on the basis of Region?
What are the various stages in the value chain of the South Korea customer data platform market?
What are the key driving factors and challenges in the South Korea customer data platform market?
What is the structure of the South Korea customer data platform market and who are the key players?
What is the degree of competition in the South Korea customer data platform market?
SOUTH KOREA CUSTOMER DATA PLATFORM MARKET TRENDS:
Big Data Growth & AI Integration
In South Korea, companies are collecting large volumes of customer data from websites, apps, call centers, and social platforms—creating rising complexity and fragmented views. CDPs solve this by unifying data into single, actionable profiles. Combined with AI, CDPs enable businesses to detect patterns, predict behavior, and personalize interactions at scale. The growing demand for real-time, dynamic engagement fuels adoption across industries. Supporting this, the government’s K?Cloud Project, launched in mid-2023 with a USD?100?billion investment, aims to build NPU-enabled AI data centers nationwide. This initiative strengthens the digital backbone needed for high-speed data processing, personalization, and campaign automation. As competition intensifies, AI-powered CDPs become essential for innovation, targeting, and customer loyalty—turning extensive data into meaningful insights and smarter marketing decisions across a fast-evolving digital economy.
Digital Transformation & Cloud-Driven Strategies
South Korea’s public and private sectors are accelerating digital modernization with a strong focus on cloud-first strategies thus strengthening the South Korea customer data platform market growth. The Presidential Committee on the Digital Platform Government announced plans to migrate nearly 10,000 government ICT systems to cloud-native architectures by 2030, targeting 30% migration by 2025. This shift reflects a broader trend as organizations adopt cloud infrastructures for agility, scalability, and integration. Within this transformation, Customer Data Platforms (CDPs) have emerged as essential tools—connecting data across websites, cloud apps, and internal systems to deliver a unified customer view. CDPs help break down data silos, enable real-time personalization, and support omnichannel engagement. In sectors like finance, retail, and healthcare—where speed and precision are vital—CDPs align perfectly with digital transformation goals. As both government and businesses aim to enhance long-term operational resilience, CDPs play a foundational role in building intelligent, responsive, and trust-based customer experiences.
Data Privacy Compliance & Trust Building
Another significant South Korea customer data platform market trend is the growing awareness of data rights among consumers and tighter regulations from the South Korean government, companies are under increasing pressure to manage personal data responsibly. Businesses must now ensure that customer information is collected, stored, and used with transparency and clear consent. CDPs are designed to support these requirements by centralizing data governance, allowing organizations to track consent preferences and respond to customer privacy requests more effectively. By embedding privacy into their data practices, companies not only reduce regulatory risk but also build trust with their customers. Trust has become a key differentiator in today’s market, and CDPs help foster that by promoting responsible data use. In a digital environment where loyalty depends on transparency and ethics, CDPs empower organizations to balance personalization with protection fostering more secure and meaningful customer relationships.
SOUTH KOREA CUSTOMER DATA PLATFORM MARKET SEGMENTATION:
IMARC Group provides an analysis of the key trends in each segment of the market, along with forecasts at the country and regional levels for 2026-2034. Our report has categorized the market based on component, deployment mode, organization size, application, and vertical.
Component Insights:
- Platform
- Services
Deployment Mode Insights:
- Cloud-based
- On-premises
Organization Size Insights:
- Large Enterprises
- Small and Medium-sized Enterprises (SMEs)
Application Insights:
- Personalized Recommendations
- Predictive Analytics
- Marketing Data Segmentation
- Customer Retention and Engagement
- Security Management
- Others
Vertical Insights:
- Retail and E-commerce
- BFSI
- Media and Entertainment
- IT and Telecommunication
- Others
Regional Insights:
- Seoul Capital Area
- Yeongnam (Southeastern Region)
- Honam (Southwestern Region)
- Hoseo (Central Region)
- Others
COMPETITIVE LANDSCAPE:
The market research report has also provided a comprehensive analysis of the competitive landscape. Competitive analysis such as market structure, key player positioning, top winning strategies, competitive dashboard, and company evaluation quadrant has been covered in the report. Also, detailed profiles of all major companies have been provided.
KEY QUESTIONS ANSWERED IN THIS REPORT
How has the South Korea customer data platform market performed so far and how will it perform in the coming years?
What is the breakup of the South Korea customer data platform market on the basis of component?
What is the breakup of the South Korea customer data platform market on the basis of deployment mode?
What is the breakup of the South Korea customer data platform market on the basis of organization size?
What is the breakup of the South Korea customer data platform market on the basis of application?
What is the breakup of the South Korea customer data platform market on the basis of vertical?
What is the breakup of the South Korea customer data platform market on the basis of Region?
What are the various stages in the value chain of the South Korea customer data platform market?
What are the key driving factors and challenges in the South Korea customer data platform market?
What is the structure of the South Korea customer data platform market and who are the key players?
What is the degree of competition in the South Korea customer data platform market?
1 PREFACE
2 SCOPE AND METHODOLOGY
2.1 Objectives of the Study
2.2 Stakeholders
2.3 Data Sources
2.3.1 Primary Sources
2.3.2 Secondary Sources
2.4 Market Estimation
2.4.1 Bottom-Up Approach
2.4.2 Top-Down Approach
2.5 Forecasting Methodology
3 EXECUTIVE SUMMARY
4 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - INTRODUCTION
4.1 Overview
4.2 Market Dynamics
4.3 Industry Trends
4.4 Competitive Intelligence
5 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET LANDSCAPE
5.1 Historical and Current Market Trends (2020-2025)
5.2 Market Forecast (2026-2034)
6 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY COMPONENT
6.1 Platform
6.1.1 Overview
6.1.2 Historical and Current Market Trends (2020-2025)
6.1.3 Market Forecast (2026-2034)
6.2 Services
6.2.1 Overview
6.2.2 Historical and Current Market Trends (2020-2025)
6.2.3 Market Forecast (2026-2034)
7 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY DEPLOYMENT MODE
7.1 Cloud-based
7.1.1 Overview
7.1.2 Historical and Current Market Trends (2020-2025)
7.1.3 Market Forecast (2026-2034)
7.2 On-premises
7.2.1 Overview
7.2.2 Historical and Current Market Trends (2020-2025)
7.2.3 Market Forecast (2026-2034)
8 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY ORGANIZATION SIZE
8.1 Large Enterprises
8.1.1 Overview
8.1.2 Historical and Current Market Trends (2020-2025)
8.1.3 Market Forecast (2026-2034)
8.2 Small and Medium-sized Enterprises (SMEs)
8.2.1 Overview
8.2.2 Historical and Current Market Trends (2020-2025)
8.2.3 Market Forecast (2026-2034)
9 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY APPLICATION
9.1 Personalized Recommendations
9.1.1 Overview
9.1.2 Historical and Current Market Trends (2020-2025)
9.1.3 Market Forecast (2026-2034)
9.2 Predictive Analytics
9.2.1 Overview
9.2.2 Historical and Current Market Trends (2020-2025)
9.2.3 Market Forecast (2026-2034)
9.3 Marketing Data Segmentation
9.3.1 Overview
9.3.2 Historical and Current Market Trends (2020-2025)
9.3.3 Market Forecast (2026-2034)
9.4 Customer Retention and Engagement
9.4.1 Overview
9.4.2 Historical and Current Market Trends (2020-2025)
9.4.3 Market Forecast (2026-2034)
9.5 Security Management
9.5.1 Overview
9.5.2 Historical and Current Market Trends (2020-2025)
9.5.3 Market Forecast (2026-2034)
9.6 Others
9.6.1 Historical and Current Market Trends (2020-2025)
9.6.2 Market Forecast (2026-2034)
10 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY VERTICAL
10.1 Retail and E-commerce
10.1.1 Overview
10.1.2 Historical and Current Market Trends (2020-2025)
10.1.3 Market Forecast (2026-2034)
10.2 BFSI
10.2.1 Overview
10.2.2 Historical and Current Market Trends (2020-2025)
10.2.3 Market Forecast (2026-2034)
10.3 Media and Entertainment
10.3.1 Overview
10.3.2 Historical and Current Market Trends (2020-2025)
10.3.3 Market Forecast (2026-2034)
10.4 IT and Telecommunication
10.4.1 Overview
10.4.2 Historical and Current Market Trends (2020-2025)
10.4.3 Market Forecast (2026-2034)
10.5 Others
10.5.1 Historical and Current Market Trends (2020-2025)
10.5.2 Market Forecast (2026-2034)
11 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET – BREAKUP BY REGION
11.1 Seoul Capital Area
11.1.1 Overview
11.1.2 Historical and Current Market Trends (2020-2025)
11.1.3 Market Breakup by Component
11.1.4 Market Breakup by Deployment Mode
11.1.5 Market Breakup by Organization Size
11.1.6 Market Breakup by Application
11.1.7 Market Breakup by Vertical
11.1.8 Key Players
11.1.9 Market Forecast (2026-2034)
11.2 Yeongnam (Southeastern Region)
11.2.1 Overview
11.2.2 Historical and Current Market Trends (2020-2025)
11.2.3 Market Breakup by Component
11.2.4 Market Breakup by Deployment Mode
11.2.5 Market Breakup by Organization Size
11.2.6 Market Breakup by Application
11.2.7 Market Breakup by Vertical
11.2.8 Key Players
11.2.9 Market Forecast (2026-2034)
11.3 Honam (Southwestern Region)
11.3.1 Overview
11.3.2 Historical and Current Market Trends (2020-2025)
11.3.3 Market Breakup by Component
11.3.4 Market Breakup by Deployment Mode
11.3.5 Market Breakup by Organization Size
11.3.6 Market Breakup by Application
11.3.7 Market Breakup by Vertical
11.3.8 Key Players
11.3.9 Market Forecast (2026-2034)
11.4 Hoseo (Central Region)
11.4.1 Overview
11.4.2 Historical and Current Market Trends (2020-2025)
11.4.3 Market Breakup by Component
11.4.4 Market Breakup by Deployment Mode
11.4.5 Market Breakup by Organization Size
11.4.6 Market Breakup by Application
11.4.7 Market Breakup by Vertical
11.4.8 Key Players
11.4.9 Market Forecast (2026-2034)
11.5 Others
11.5.1 Historical and Current Market Trends (2020-2025)
11.5.2 Market Forecast (2026-2034)
12 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET – COMPETITIVE LANDSCAPE
12.1 Overview
12.2 Market Structure
12.3 Market Player Positioning
12.4 Top Winning Strategies
12.5 Competitive Dashboard
12.6 Company Evaluation Quadrant
13 PROFILES OF KEY PLAYERS
13.1 Company A
13.1.1 Business Overview
13.1.2 Services Offered
13.1.3 Business Strategies
13.1.4 SWOT Analysis
13.1.5 Major News and Events
13.2 Company B
13.2.1 Business Overview
13.2.2 Services Offered
13.2.3 Business Strategies
13.2.4 SWOT Analysis
13.2.5 Major News and Events
13.3 Company C
13.3.1 Business Overview
13.3.2 Services Offered
13.3.3 Business Strategies
13.3.4 SWOT Analysis
13.3.5 Major News and Events
13.4 Company D
13.4.1 Business Overview
13.4.2 Services Offered
13.4.3 Business Strategies
13.4.4 SWOT Analysis
13.4.5 Major News and Events
13.5 Company E
13.5.1 Business Overview
13.5.2 Services Offered
13.5.3 Business Strategies
13.5.4 SWOT Analysis
13.5.5 Major News and Events
14 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - INDUSTRY ANALYSIS
14.1 Drivers, Restraints, and Opportunities
14.1.1 Overview
14.1.2 Drivers
14.1.3 Restraints
14.1.4 Opportunities
14.2 Porters Five Forces Analysis
14.2.1 Overview
14.2.2 Bargaining Power of Buyers
14.2.3 Bargaining Power of Suppliers
14.2.4 Degree of Competition
14.2.5 Threat of New Entrants
14.2.6 Threat of Substitutes
14.3 Value Chain Analysis
15 APPENDIX
2 SCOPE AND METHODOLOGY
2.1 Objectives of the Study
2.2 Stakeholders
2.3 Data Sources
2.3.1 Primary Sources
2.3.2 Secondary Sources
2.4 Market Estimation
2.4.1 Bottom-Up Approach
2.4.2 Top-Down Approach
2.5 Forecasting Methodology
3 EXECUTIVE SUMMARY
4 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - INTRODUCTION
4.1 Overview
4.2 Market Dynamics
4.3 Industry Trends
4.4 Competitive Intelligence
5 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET LANDSCAPE
5.1 Historical and Current Market Trends (2020-2025)
5.2 Market Forecast (2026-2034)
6 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY COMPONENT
6.1 Platform
6.1.1 Overview
6.1.2 Historical and Current Market Trends (2020-2025)
6.1.3 Market Forecast (2026-2034)
6.2 Services
6.2.1 Overview
6.2.2 Historical and Current Market Trends (2020-2025)
6.2.3 Market Forecast (2026-2034)
7 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY DEPLOYMENT MODE
7.1 Cloud-based
7.1.1 Overview
7.1.2 Historical and Current Market Trends (2020-2025)
7.1.3 Market Forecast (2026-2034)
7.2 On-premises
7.2.1 Overview
7.2.2 Historical and Current Market Trends (2020-2025)
7.2.3 Market Forecast (2026-2034)
8 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY ORGANIZATION SIZE
8.1 Large Enterprises
8.1.1 Overview
8.1.2 Historical and Current Market Trends (2020-2025)
8.1.3 Market Forecast (2026-2034)
8.2 Small and Medium-sized Enterprises (SMEs)
8.2.1 Overview
8.2.2 Historical and Current Market Trends (2020-2025)
8.2.3 Market Forecast (2026-2034)
9 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY APPLICATION
9.1 Personalized Recommendations
9.1.1 Overview
9.1.2 Historical and Current Market Trends (2020-2025)
9.1.3 Market Forecast (2026-2034)
9.2 Predictive Analytics
9.2.1 Overview
9.2.2 Historical and Current Market Trends (2020-2025)
9.2.3 Market Forecast (2026-2034)
9.3 Marketing Data Segmentation
9.3.1 Overview
9.3.2 Historical and Current Market Trends (2020-2025)
9.3.3 Market Forecast (2026-2034)
9.4 Customer Retention and Engagement
9.4.1 Overview
9.4.2 Historical and Current Market Trends (2020-2025)
9.4.3 Market Forecast (2026-2034)
9.5 Security Management
9.5.1 Overview
9.5.2 Historical and Current Market Trends (2020-2025)
9.5.3 Market Forecast (2026-2034)
9.6 Others
9.6.1 Historical and Current Market Trends (2020-2025)
9.6.2 Market Forecast (2026-2034)
10 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - BREAKUP BY VERTICAL
10.1 Retail and E-commerce
10.1.1 Overview
10.1.2 Historical and Current Market Trends (2020-2025)
10.1.3 Market Forecast (2026-2034)
10.2 BFSI
10.2.1 Overview
10.2.2 Historical and Current Market Trends (2020-2025)
10.2.3 Market Forecast (2026-2034)
10.3 Media and Entertainment
10.3.1 Overview
10.3.2 Historical and Current Market Trends (2020-2025)
10.3.3 Market Forecast (2026-2034)
10.4 IT and Telecommunication
10.4.1 Overview
10.4.2 Historical and Current Market Trends (2020-2025)
10.4.3 Market Forecast (2026-2034)
10.5 Others
10.5.1 Historical and Current Market Trends (2020-2025)
10.5.2 Market Forecast (2026-2034)
11 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET – BREAKUP BY REGION
11.1 Seoul Capital Area
11.1.1 Overview
11.1.2 Historical and Current Market Trends (2020-2025)
11.1.3 Market Breakup by Component
11.1.4 Market Breakup by Deployment Mode
11.1.5 Market Breakup by Organization Size
11.1.6 Market Breakup by Application
11.1.7 Market Breakup by Vertical
11.1.8 Key Players
11.1.9 Market Forecast (2026-2034)
11.2 Yeongnam (Southeastern Region)
11.2.1 Overview
11.2.2 Historical and Current Market Trends (2020-2025)
11.2.3 Market Breakup by Component
11.2.4 Market Breakup by Deployment Mode
11.2.5 Market Breakup by Organization Size
11.2.6 Market Breakup by Application
11.2.7 Market Breakup by Vertical
11.2.8 Key Players
11.2.9 Market Forecast (2026-2034)
11.3 Honam (Southwestern Region)
11.3.1 Overview
11.3.2 Historical and Current Market Trends (2020-2025)
11.3.3 Market Breakup by Component
11.3.4 Market Breakup by Deployment Mode
11.3.5 Market Breakup by Organization Size
11.3.6 Market Breakup by Application
11.3.7 Market Breakup by Vertical
11.3.8 Key Players
11.3.9 Market Forecast (2026-2034)
11.4 Hoseo (Central Region)
11.4.1 Overview
11.4.2 Historical and Current Market Trends (2020-2025)
11.4.3 Market Breakup by Component
11.4.4 Market Breakup by Deployment Mode
11.4.5 Market Breakup by Organization Size
11.4.6 Market Breakup by Application
11.4.7 Market Breakup by Vertical
11.4.8 Key Players
11.4.9 Market Forecast (2026-2034)
11.5 Others
11.5.1 Historical and Current Market Trends (2020-2025)
11.5.2 Market Forecast (2026-2034)
12 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET – COMPETITIVE LANDSCAPE
12.1 Overview
12.2 Market Structure
12.3 Market Player Positioning
12.4 Top Winning Strategies
12.5 Competitive Dashboard
12.6 Company Evaluation Quadrant
13 PROFILES OF KEY PLAYERS
13.1 Company A
13.1.1 Business Overview
13.1.2 Services Offered
13.1.3 Business Strategies
13.1.4 SWOT Analysis
13.1.5 Major News and Events
13.2 Company B
13.2.1 Business Overview
13.2.2 Services Offered
13.2.3 Business Strategies
13.2.4 SWOT Analysis
13.2.5 Major News and Events
13.3 Company C
13.3.1 Business Overview
13.3.2 Services Offered
13.3.3 Business Strategies
13.3.4 SWOT Analysis
13.3.5 Major News and Events
13.4 Company D
13.4.1 Business Overview
13.4.2 Services Offered
13.4.3 Business Strategies
13.4.4 SWOT Analysis
13.4.5 Major News and Events
13.5 Company E
13.5.1 Business Overview
13.5.2 Services Offered
13.5.3 Business Strategies
13.5.4 SWOT Analysis
13.5.5 Major News and Events
14 SOUTH KOREA CUSTOMER DATA PLATFORM MARKET - INDUSTRY ANALYSIS
14.1 Drivers, Restraints, and Opportunities
14.1.1 Overview
14.1.2 Drivers
14.1.3 Restraints
14.1.4 Opportunities
14.2 Porters Five Forces Analysis
14.2.1 Overview
14.2.2 Bargaining Power of Buyers
14.2.3 Bargaining Power of Suppliers
14.2.4 Degree of Competition
14.2.5 Threat of New Entrants
14.2.6 Threat of Substitutes
14.3 Value Chain Analysis
15 APPENDIX