Table of Content

1. Introduction

1.1 Market Definition

1.2 Scope (Inclusion and Exclusions)

1.3 Research Assumptions

2. Executive Summary

2.1 Market Overview

2.2 Regional Synopsis

2.3 Competitive Summary

3. Research Methodology

3.1 Top-Down Approach

3.2 Bottom-up Approach

3.3. Data Validation

3.4 Primary Interviews

4. Market Dynamics Impact Analysis

4.1 Market Driving Factors Analysis

4.1.1 Drivers

4.1.2 Restraints

4.1.3 Opportunities

4.1.4 Challenges

4.2 PESTLE Analysis

4.3 Porter’s Five Forces Model

5. Statistical Insights and Trends Reporting

5.1 Growing Production of Electric and Hybrid Vehicles

5.2 Battery Demand Driven by Vehicle Sales

5.3 Battery Cell Failure Rate

5.4 Battery Supply Chain and Production Capacity

5.5 Government Policies and Incentives

5.6 Battery Recycling Process and market

6. Competitive Landscape

6.1 List of Major Companies, By Region

6.2 Market Share Analysis, By Region

6.3 Product Benchmarking

6.3.1 Product specifications and features

6.3.2 Pricing

6.4 Strategic Initiatives

6.4.1 Marketing and promotional activities

6.4.2 Distribution and supply chain strategies

6.4.3 Expansion plans and new product launches

6.4.4 Strategic partnerships and collaborations

6.5 Technological Advancements

6.6 Market Positioning and Branding

7. Automotive Battery Market Segmentation, by Battery Type

7.1 Chapter Overview

7.2 Lead Acid

7.2.1 Lead Acid Market Trends Analysis (2020-2032)

7.2.2 Lead Acid Market Size Estimates and Forecasts to 2032 (USD Billion)

7.3 Lithium-Ion

7.3.1 Lithium-Ion Market Trends Analysis (2020-2032)

7.3.2 Lithium-Ion Market Size Estimates and Forecasts to 2032 (USD Billion)

7.4 Others

7.4.1 Others Market Trends Analysis (2020-2032)

7.4.2 Others Market Size Estimates and Forecasts to 2032 (USD Billion)

8. Automotive Battery Market Segmentation, by Vehicle Type

8.1 Chapter Overview

8.2 Passenger Cars

8.2.1 Passenger Cars Market Trends Analysis (2020-2032)

8.2.2 Passenger Cars Market Size Estimates and Forecasts to 2032 (USD Billion)

8.3 Commercial Vehicles

8.3.1 Commercial Vehicles Market Trends Analysis (2020-2032)

8.3.2 Commercial Vehicles Market Size Estimates and Forecasts to 2032 (USD Billion)

9. Automotive Battery Market Segmentation, by Engine Type

9.1 Chapter Overview

9.2 IC Engine

9.2.1 IC Engine Market Trends Analysis (2020-2032)

9.2.2 IC Engine Market Size Estimates and Forecasts to 2032 (USD Billion)

9.3 Electric Vehicle

9.3.1 Electric Vehicle Market Trends Analysis (2020-2032)

9.3.2 Electric Vehicle Market Size Estimates and Forecasts to 2032 (USD Billion)

10. Regional Analysis

10.1 Chapter Overview

10.2 North America

10.2.1 Trends Analysis

10.2.2 North America Automotive Battery Market Estimates and Forecasts, by Country (2020-2032) (USD Billion)

10.2.3 North America Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)  

10.2.4 North America Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.2.5 North America Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.2.6 USA

10.2.6.1 USA Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.2.6.2 USA Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.2.6.3 USA Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.2.7 Canada

10.2.7.1 Canada Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.2.7.2 Canada Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.2.7.3 Canada Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.2.8 Mexico

10.2.8.1 Mexico Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.2.8.2 Mexico Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.2.8.3 Mexico Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3 Europe

10.3.1 Eastern Europe

10.3.1.1 Trends Analysis

10.3.1.2 Eastern Europe Automotive Battery Market Estimates and Forecasts, by Country (2020-2032) (USD Billion)

10.3.1.3 Eastern Europe Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)  

10.3.1.4 Eastern Europe Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.1.5 Eastern Europe Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.1.6 Poland

10.3.1.6.1 Poland Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.1.6.2 Poland Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.1.6.3 Poland Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.1.7 Romania

10.3.1.7.1 Romania Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.1.7.2 Romania Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.1.7.3 Romania Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.1.8 Hungary

10.3.1.8.1 Hungary Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.1.8.2 Hungary Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.1.8.3 Hungary Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.1.9 Turkey

10.3.1.9.1 Turkey Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.1.9.2 Turkey Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.1.9.3 Turkey Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.1.10 Rest of Eastern Europe

10.3.1.10.1 Rest of Eastern Europe Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.1.10.2 Rest of Eastern Europe Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.1.10.3 Rest of Eastern Europe Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2 Western Europe

10.3.2.1 Trends Analysis

10.3.2.2 Western Europe Automotive Battery Market Estimates and Forecasts, by Country (2020-2032) (USD Billion)

10.3.2.3 Western Europe Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)  

10.3.2.4 Western Europe Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.5 Western Europe Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2.6 Germany

10.3.2.6.1 Germany Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.2.6.2 Germany Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.6.3 Germany Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2.7 France

10.3.2.7.1 France Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.2.7.2 France Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.7.3 France Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2.8 UK

10.3.2.8.1 UK Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.2.8.2 UK Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.8.3 UK Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2.9 Italy

10.3.2.9.1 Italy Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.2.9.2 Italy Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.9.3 Italy Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2.10 Spain

10.3.2.10.1 Spain Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.2.10.2 Spain Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.10.3 Spain Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2.11 Netherlands

10.3.2.11.1 Netherlands Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.2.11.2 Netherlands Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.11.3 Netherlands Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2.12 Switzerland

10.3.2.12.1 Switzerland Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.2.12.2 Switzerland Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.12.3 Switzerland Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2.13 Austria

10.3.2.13.1 Austria Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.2.13.2 Austria Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.13.3 Austria Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.3.2.14 Rest of Western Europe

10.3.2.14.1 Rest of Western Europe Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.3.2.14.2 Rest of Western Europe Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.3.2.14.3 Rest of Western Europe Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.4 Asia-Pacific

10.4.1 Trends Analysis

10.4.2 Asia-Pacific Automotive Battery Market Estimates and Forecasts, by Country (2020-2032) (USD Billion)

10.4.3 Asia-Pacific Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)  

10.4.4 Asia-Pacific Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.4.5 Asia-Pacific Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.4.6 China

10.4.6.1 China Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.4.6.2 China Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.4.6.3 China Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.4.7 India

10.4.7.1 India Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.4.7.2 India Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.4.7.3 India Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.4.8 Japan

10.4.8.1 Japan Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.4.8.2 Japan Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.4.8.3 Japan Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.4.9 South Korea

10.4.9.1 South Korea Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.4.9.2 South Korea Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.4.9.3 South Korea Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.4.10 Vietnam

10.4.10.1 Vietnam Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.4.10.2 Vietnam Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.4.10.3 Vietnam Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.4.11 Singapore

10.4.11.1 Singapore Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.4.11.2 Singapore Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.4.11.3 Singapore Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.4.12 Australia

10.4.12.1 Australia Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.4.12.2 Australia Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.4.12.3 Australia Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.4.13 Rest of Asia-Pacific

10.4.13.1 Rest of Asia-Pacific Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.4.13.2 Rest of Asia-Pacific Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.4.13.3 Rest of Asia-Pacific Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5 Middle East and Africa

10.5.1 Middle East

10.5.1.1 Trends Analysis

10.5.1.2 Middle East Automotive Battery Market Estimates and Forecasts, by Country (2020-2032) (USD Billion)

10.5.1.3 Middle East Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)  

10.5.1.4 Middle East Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.1.5 Middle East Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5.1.6 UAE

10.5.1.6.1 UAE Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.5.1.6.2 UAE Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.1.6.3 UAE Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5.1.7 Egypt

10.5.1.7.1 Egypt Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.5.1.7.2 Egypt Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.1.7.3 Egypt Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5.1.8 Saudi Arabia

10.5.1.8.1 Saudi Arabia Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.5.1.8.2 Saudi Arabia Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.1.8.3 Saudi Arabia Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5.1.9 Qatar

10.5.1.9.1 Qatar Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.5.1.9.2 Qatar Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.1.9.3 Qatar Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5.1.10 Rest of Middle East

10.5.1.10.1 Rest of Middle East Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.5.1.10.2 Rest of Middle East Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.1.10.3 Rest of Middle East Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5.2 Africa

10.5.2.1 Trends Analysis

10.5.2.2 Africa Automotive Battery Market Estimates and Forecasts, by Country (2020-2032) (USD Billion)

10.5.2.3 Africa Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)  

10.5.2.4 Africa Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.2.5 Africa Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5.2.6 South Africa

10.5.2.6.1 South Africa Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.5.2.6.2 South Africa Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.2.6.3 South Africa Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5.2.7 Nigeria

10.5.2.7.1 Nigeria Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.5.2.7.2 Nigeria Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.2.7.3 Nigeria Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.5.2.8 Rest of Africa

10.5.2.8.1 Rest of Africa Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.5.2.8.2 Rest of Africa Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.5.2.8.3 Rest of Africa Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.6 Latin America

10.6.1 Trends Analysis

10.6.2 Latin America Automotive Battery Market Estimates and Forecasts, by Country (2020-2032) (USD Billion)

10.6.3 Latin America Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)  

10.6.4 Latin America Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.6.5 Latin America Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.6.6 Brazil

10.6.6.1 Brazil Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.6.6.2 Brazil Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.6.6.3 Brazil Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.6.7 Argentina

10.6.7.1 Argentina Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.6.7.2 Argentina Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.6.7.3 Argentina Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.6.8 Colombia

10.6.8.1 Colombia Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.6.8.2 Colombia Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.6.8.3 Colombia Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

10.6.9 Rest of Latin America

10.6.9.1 Rest of Latin America Automotive Battery Market Estimates and Forecasts, by Battery Type (2020-2032) (USD Billion)

10.6.9.2 Rest of Latin America Automotive Battery Market Estimates and Forecasts, by Vehicle Type (2020-2032) (USD Billion)

10.6.9.3 Rest of Latin America Automotive Battery Market Estimates and Forecasts, by Engine Type (2020-2032) (USD Billion)

11. Company Profiles

11.1 Panasonic

11.1.1 Company Overview

11.1.2 Financial

11.1.3 Products/ Services Offered

11.1.4 SWOT Analysis

11.2 LG Energy Solution

11.2.1 Company Overview

11.2.2 Financial

11.2.3 Products/ Services Offered

11.2.4 SWOT Analysis

11.3 CATL

11.3.1 Company Overview

11.3.2 Financial

11.3.3 Products/ Services Offered

11.3.4 SWOT Analysis

11.4 BYD

11.4.1 Company Overview

11.4.2 Financial

11.4.3 Products/ Services Offered

11.4.4 SWOT Analysis

11.5 Samsung SDI

11.5.1 Company Overview

11.5.2 Financial

11.5.3 Products/ Services Offered

11.5.4 SWOT Analysis

11.6 SK Innovation

11.6.1 Company Overview

11.6.2 Financial

11.6.3 Products/ Services Offered

11.6.4 SWOT Analysis

11.7 A123 Systems

11.7.1 Company Overview

11.7.2 Financial

11.7.3 Products/ Services Offered

11.7.4 SWOT Analysis

11.8 Johnson Controls

11.8.1 Company Overview

11.8.2 Financial

11.8.3 Products/ Services Offered

11.8.4 SWOT Analysis

11.9 GS Yuasa

11.9.1 Company Overview

11.9.2 Financial

11.9.3 Products/ Services Offered

11.9.4 SWOT Analysis

11.10 Exide Industries

11.10.1 Company Overview

11.10.2 Financial

11.10.3 Products/ Services Offered

11.10.4 SWOT Analysis

12. Use Cases and Best Practices

13. Conclusion