EDA（電子設計自動化）ツール市場：タイプ別、用途別、地域別、2024年～2031年

EDA（電子設計自動化）ツール市場評価、2024年～2031年

半導体設計の複雑化がEDA（電子設計自動化）ツールの採用を促進しています。5G、AI、IoTのような新興技術が、性能と効率を最適化するための洗練されたEDAツールの必要性を高めており、市場規模は2024年に136億9,000万米ドルを突破し、2031年には273億7,000万米ドルに達します。

これに加えて、EDAツールにAIやMLを組み込むことで、設計自動化、予測解析、最適化が強化され、EDA（電子設計自動化）ツールの採用に拍車がかかっています。カスタマイズされた適応性の高い設計ソリューションに対するニーズの高まりが、2024年から2031年にかけてCAGR 9.05%での市場成長を可能にしています。

EDA（電子設計自動化）ツール市場：定義/概要

電子設計自動化（EDA）ツールは、電子システムや半導体デバイスの設計、解析、検証に使用されるソフトウェア・アプリケーションです。これらのツールは、エンジニアや設計者が複雑な回路設計を作成し、シミュレーションを実行し、物理的な生産前に電子部品の機能性と信頼性を確保するのを支援します。EDAには、回路図の取り込み、レイアウト設計、ハードウェア検証など、幅広い機能が含まれます。

EDAツールは、家電、自動車、航空宇宙、通信など、さまざまな業界で極めて重要な役割を果たしています。EDAツールは、設計プロセスを自動化し、シミュレーションや解析を通じて重要な洞察を提供することで、複雑な集積回路（IC）やプリント基板（PCB）の作成を可能にします。マイクロプロセッサやメモリ・チップの設計から、スマートフォン、医療機器、高度な自動車システム用の回路基板の開発まで、その用途は多岐にわたります。

電子設計自動化（EDA）ツールの将来は、5G、AI、量子コンピューティングなどの技術的進歩により進化します。これらのツールには、設計効率と精度を向上させるための高度なアルゴリズムやAI主導の機能が組み込まれます。機械学習とリアルタイムデータ解析の統合は、開発プロセスをさらに合理化し、エレクトロニクス業界のイノベーションを加速させると思われます。

半導体技術の急速な進歩は、EDA（電子設計自動化）ツールの採用をどのように増やすのか？

半導体技術の急速な進歩は、電子設計自動化（EDA）ツール市場の主要な促進要因です。ナノメートルスケールの特徴や数十億個のトランジスタなど、チップ設計がますます複雑化する中、EDAツールは効率的な設計・検証プロセスに不可欠です。米国労働統計局によると、電気・電子エンジニアの雇用は2021年から2031年にかけて3%増加すると予測されており、高度な設計ツールに対する需要が堅調であることを示しています。最近の動向では、EDA主要企業の要約が2024年1月に、5G、AI、IoTアプリケーション向け先端半導体の開発加速を目的とした次世代AI搭載チップ・デザイン・プラットフォームのリリースを発表しています。

さまざまな業界で人工知能や機械学習の導入が進んでいることから、特殊なチップの需要が高まっており、高度なEDAツールの必要性が高まっています。これらのツールは、AIアクセラレータの設計や機械学習ハードウェアの電力効率の最適化に欠かせないです。米国国立科学財団は2023年、AIの研究開発イニシアチブに5億米ドル以上を投資したと報告し、AI技術への注目が高まっていることを強調しました。例えば、ケイデンス・デザイン・システムズは2024年3月、AIチップ設計に特化したEDAツールの新しい製品群を発表しました。

モノのインターネット（IoT）デバイスやスマートコネクテッドシステムの台頭も、EDAツール市場の重要な促進要因です。IoTアプリケーションが各業界で普及するにつれて、低消費電力で高集積のIoTチップ設計特有の要件に対応できるEDAツールへのニーズが高まっています。欧州連合（EU）のHorizon Europeプログラムでは、2021年から2027年までの研究・技術革新に955億ユーロが割り当てられ、その大部分がIoTを含むデジタル技術に充てられています。この動向を受け、シーメンスEDA（旧メンター・グラフィックス）は2024年4月、IoTに特化した集積回路の設計、検証、テストのためのエンドツーエンドのソリューションを提供する包括的なIoTチップ設計プラットフォームを発表しました。

EDAツールの複雑さはEDA（電子設計自動化）ツール市場の成長を妨げるか？

EDAツールの複雑さは、学習曲線の険しさと相まって大きな課題となっています。EDAツールは多くの場合、広範な機能や特徴を備えているため、効果的に使用するにはかなりのトレーニングや経験が必要となります。トレーニングやサポートのための専用リソースが不足している企業にとって、この複雑さは設計プロセスを遅らせ、新技術の効率的な採用を妨げる可能性があります。

統合の問題もEDA市場の抑制要因となっています。EDAツールを既存の設計ワークフローやレガシーシステムに組み込むことは、困難が伴う可能性があります。互換性の問題や異なるツール間の同期の必要性は、非効率や遅延につながる可能性があり、シームレスなワークフローを実現するためには、かなりのカスタマイズや技術サポートが必要となります。

また、エレクトロニクスや半導体設計の技術進歩のペースが速いため、EDAツールはすぐに時代遅れになります。新しい設計手法や技術が登場すると、既存のツールでは対応しきれなくなり、頻繁な更新や交換が必要になります。このような継続的な進化は、EDAベンダーが競争力を維持し、ユーザーが新しいバージョンや機能に適応するための課題を生み出します。

先進的なEDAツールの入手と維持に伴う多大なコストは、市場にとって大きな制約となっています。特に中小企業や新興企業にとっては、ライセンシング費用、ハードウェア要件、継続的なサポートが法外に高額になる可能性があります。このような経済的負担は、最先端ツールへのアクセスを制限し、資金力のある大企業と業界の中小企業との間に格差を生み出す可能性があります。

目次

第1章 EDA（電子設計自動化）ツールの世界市場：イントロダクション

• 市場概要
• 調査範囲
• 前提条件

第2章 エグゼクティブサマリー

第3章 VERIFIED MARKET RESEARCHの調査手法

• データマイニング
• バリデーション
• 一次資料
• データソース一覧

第4章 EDA（電子設計自動化）ツールの世界市場展望

• 概要
• 市場力学
  • 促進要因
  • 抑制要因
  • 機会
• ポーターのファイブフォースモデル
• バリューチェーン分析

第5章 EDA（電子設計自動化）ツールの世界市場：タイプ別

• 概要
• コンピュータ支援設計ソフトウェア
• プリント基板設計・レイアウトツール
• コンピュータ支援エンジニアリングソフトウェア
• タイミング＆パワー解析ツール
• ICフィジカル・デザイン＆検証ツール
• 半導体知的財産ツール
• FPGA設計・検証ツール

第6章 EDA（電子設計自動化）ツールの世界市場：用途別

• 概要
• 通信機器
• コンシューマー・エレクトロニクス
• 自動車
• 産業用
• その他

第7章 EDA（電子設計自動化）ツールの世界市場：地域別

• 概要
• 北米
  • 米国
  • カナダ
  • メキシコ
• 欧州
  • ドイツ
  • 英国
  • フランス
  • その他欧州
• アジア太平洋
  • 中国
  • 日本
  • インド
  • その他アジア太平洋地域
• 世界のその他の地域
  • ラテンアメリカ
  • 中東・アフリカ

第8章 EDA（電子設計自動化）ツールの世界市場：競合情勢

• 概要
• 各社の市場ランキング
• 主な開発戦略

第9章 企業プロファイル

• Agnisys Inc.
• Aldec
• Altium
• Ansys
• Cadence
• Keysight
• Lauterbach
• Siemens PLM Software
• Synopsys
• Xilinx
• Zuken

第10章 主な発展

• 製品上市／開発
• 合併と買収
• 事業拡大
• パートナーシップと提携

第11章 付録

• 関連調査

Electronic Design Automation Tools (EDA) Market Valuation - 2024-2031

Increasing complexity in semiconductor designs is propelling the adoption of electronic design automation tools (EDA). Emerging technologies like 5G, AI, and IoT drive the need for sophisticated EDA tools to optimize performance and efficiency is driving the market size surpass USD 13.69 Billion valued in 2024 to reach a valuation of aroundUSD 27.37 Billion by 2031.

In addition to this, incorporating AI and ML into EDA tools enhances design automation, predictive analysis, and optimization is spurring up the adoption of electronic design automation tools (EDA). The rising need for customized and adaptable design solutions are enabling the market to grow at aCAGR of 9.05% from 2024 to 2031.

Electronic Design Automation Tools (EDA) Market: Definition/ Overview

Electronic design automation (EDA) tools are software applications used to design, analyze, and verify electronic systems and semiconductor devices. These tools assist engineers and designers in creating intricate circuit designs, performing simulations, and ensuring the functionality and reliability of electronic components before physical production. EDA encompasses a broad range of functionalities including schematic capture, layout design, and hardware verification.

EDA tools are pivotal across various industries, including consumer electronics, automotive, aerospace, and telecommunications. They enable the creation of complex integrated circuits (ICs) and printed circuit boards (PCBs) by automating the design process and providing critical insights through simulation and analysis. Applications range from designing microprocessors and memory chips to developing circuit boards for smartphones, medical devices, and advanced automotive systems.

The future of electronic design automation (EDA) tools is set to evolve due to technological advancements like 5G, AI, and quantum computing. These tools will incorporate advanced algorithms and AI-driven features to improve design efficiency and accuracy. The integration of machine learning and real-time data analytics will further streamline development processes and accelerate innovation in the electronics industry.

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How will Rapid Advancement of Semiconductor Technology Increase Adoption of Electronic Design Automation Tools (EDA)?

The rapid advancement of semiconductor technology is a key driver of the electronic design automation (EDA) tools market. As chip designs become increasingly complex, with nanometer-scale features and billions of transistors, EDA tools are essential for efficient design and verification processes. According to the U.S. Bureau of Labor Statistics, employment of electrical and electronics engineers is projected to grow 3 percent from 2021 to 2031, indicating a steady demand for advanced design tools. In a recent development, Synopsys, a leading EDA company, announced in January 2024 the release of its next-generation AI-powered chip design platform, aimed at accelerating the development of advanced semiconductors for 5G, AI, and IoT applications.

The growing adoption of artificial intelligence and machine learning in various industries is fueling demand for specialized chips, driving the need for sophisticated EDA tools. These tools are crucial for designing AI accelerators and optimizing power efficiency in machine learning hardware. The U.S. National Science Foundation reported in 2023 that it had invested over USD 500 Million in AI research and development initiatives, highlighting the increasing focus on AI technologies. For instance, Cadence Design Systems unveiled in March 2024 its new suite of EDA tools specifically tailored for AI chip design, featuring advanced power analysis and optimization capabilities.

The rise of Internet of Things (IoT) devices and smart connected systems is another significant driver of the EDA Tools Market. As IoT applications proliferate across industries, there is a growing need for EDA tools that can handle the unique requirements of low-power, highly integrated IoT chip designs. The European Union's Horizon Europe program allocated €95.5 billion for research and innovation from 2021 to 2027, with a significant portion dedicated to digital technologies including IoT. Capitalizing on this trend, Siemens EDA (formerly Mentor Graphics) announced in April 2024 the launch of its comprehensive IoT chip design platform, offering end-to-end solutions for designing, verifying, and testing IoT-specific integrated circuits.

Will Complexity of EDA Tools Hamper Electronic Design Automation Tools (EDA) Market Growth?

The complexity of EDA tools, coupled with a steep learning curve, is a significant challenge. These tools often come with extensive features and functionalities that require substantial training and experience to use effectively. For organizations lacking dedicated resources for training and support, this complexity can slow down the design process and hinder the efficient adoption of new technologies.

Integration issues also present a restraint in the EDA market. Incorporating EDA tools into existing design workflows and legacy systems can be fraught with difficulties. Compatibility problems and the need for synchronization between different tools can lead to inefficiencies and delays, necessitating considerable customization and technical support to achieve a seamless workflow.

Also, the rapid pace of technological advancements in electronics and semiconductor design can quickly render EDA tools outdated. As new design methodologies and technologies emerge, existing tools may struggle to keep pace, requiring frequent updates or replacements. This continuous evolution creates challenges for both EDA vendors to remain competitive and users to adapt to new versions and capabilities.

The significant cost associated with acquiring and maintaining advanced EDA tools poses a major constraint for the market. Licensing fees, hardware requirements, and ongoing support can be prohibitively expensive, particularly for smaller companies and startups. This financial burden can limit access to state-of-the-art tools and create disparities between larger, well-funded organizations and smaller players in the industry.

Category-Wise Acumens

Will Rise in Adoption of Computer-Aided Design (CAD) Software Drive Electronic Design Automation Tools (EDA) Market Growth?

Computer-Aided Design (CAD) Software is emerging as a dominant segment within the Electronic Design Automation (EDA) Tools Market, driven by its critical role in the initial stages of electronic product development. CAD tools enable engineers to create detailed 2D and 3D models of electronic components and systems, forming the foundation for subsequent design and simulation processes. According to the U.S. Bureau of Labor Statistics, employment of electrical and electronics drafters, who extensively use CAD software, is projected to grow 3% from 2021 to 2031, indicating sustained demand for these tools. For instance, Autodesk, a leading CAD software provider, announced in January 2024 the release of its next-generation EDA-specific CAD platform, featuring enhanced integration with other EDA tools and improved support for advanced packaging designs.

The increasing complexity of electronic designs, particularly in emerging fields such as 5G, IoT, and AI hardware, has further solidified the importance of CAD software in the EDA workflow. These tools are evolving to handle more sophisticated designs while improving productivity and collaboration among design teams. The European Union's Horizon Europe program allocated €95.5 billion for research and innovation from 2021 to 2027, with a significant portion dedicated to digital technologies, including advanced design tools.

As the electronics industry continues to push the boundaries of miniaturization and performance, CAD software is adapting to address new challenges in areas such as 3D IC design and advanced packaging. These tools are becoming increasingly integrated with other EDA functionalities, offering seamless workflows from initial concept to final manufacturing. The Japan External Trade Organization (JETRO) reported that in 2023, Japan's CAD/CAM system market reached 192.8 billion yen (USD 1.7 Billion), highlighting the significant role of these tools in the electronics industry.

Which Factors Enhance the Use of Electronic Design Automation Tools (EDA) in Consumer Electronics Sector?

The consumer electronics sector is emerging as a dominant force in driving the electronic design automation (EDA) tools market, fueled by the ever-increasing demand for sophisticated smartphones, tablets, wearables, and smart home devices. This sector's rapid innovation cycle and need for complex, power-efficient designs have made EDA tools indispensable in the development process. According to the U.S. Consumer Technology Association, the U.S. consumer technology industry is projected to generate $505 billion in retail sales revenue in 2024, highlighting the sector's significant economic impact. In a recent development, Synopsys, a leading EDA company, announced in February 2024 the launch of its new AI-powered design platform specifically tailored for consumer electronics, promising to reduce time-to-market for complex SoC designs.

The proliferation of Internet of Things (IoT) devices in the consumer space has further amplified the importance of EDA tools in the Consumer Electronics Sector. These tools are crucial for designing the compact, low-power, and highly integrated chips required for IoT applications. The European Commission reported that the EU's IoT market is expected to reach €1,181 billion by 2025, indicating significant growth potential in consumer IoT devices. For instance, Cadence Design Systems unveiled in March 2024 a comprehensive EDA suite optimized for IoT chip design, featuring advanced power analysis and RF design capabilities tailored for consumer wearables and smart home devices.

As consumer electronics continue to incorporate more advanced technologies such as AI, 5G, and augmented reality, the complexity of chip designs is increasing exponentially, further cementing the sector's dominance in the EDA Tools Market. These advanced applications require sophisticated EDA tools capable of handling multi-physics simulations and system-level optimizations. The Japan Electronics and Information Technology Industries Association (JEITA) forecasted that the global shipments of consumer electronics will reach 2.5 billion units in 2025.

Country/Region-wise Acumens

Will Rising Industrialization Enhance Adoption of Electronic Design Automation Tools (EDA) in Asia Pacific?

The Asia Pacific region is expected to dominate the electronic design automation (EDA) tools market, driven by the rapid growth of semiconductor industries in countries like China, Taiwan, and South Korea. These nations have made significant investments in chip design and manufacturing capabilities, fueling demand for advanced EDA tools. According to China's Ministry of Industry and Information Technology, the country's integrated circuit industry revenue reached 1.05 trillion yuan (USD 162.3 Billion) in 2022, marking a 16.2% year-on-year increase. For instance, Synopsys, a leading EDA company, announced in February 2024 the expansion of its R&D center in Bangalore, India, to support the growing demand for EDA solutions in the region.

The push for technological self-reliance and innovation in the Asia Pacific has led to increased government support for the semiconductor industry, further boosting the EDA Tools Market. Countries in the region are investing heavily in developing domestic chip design capabilities to reduce reliance on foreign technologies. Japan's Ministry of Economy, Trade and Industry reported that it had allocated 70 billion yen (USD 612 Million) in 2023 to support domestic semiconductor production and R&D. For instance, Cadence Design Systems unveiled in March 2024 a new suite of EDA tools specifically tailored for the Asian market, featuring enhanced support for local design standards and manufacturing processes.

The rapid adoption of 5G, artificial intelligence, and Internet of Things (IoT) technologies in the Asia Pacific is driving the need for more sophisticated and specialized chip designs, further propelling the EDA Tools Market. These advanced applications require complex, high-performance chips that can only be designed efficiently with cutting-edge EDA tools. The South Korean government announced in its Digital New Deal 2.0 plan that it would invest 12.7 trillion won (USD 10.8 Billion) by 2025 in digital infrastructure, including 5G and AI technologies.

Will Presence of Numerous Key Players in North America Drive Electronic Design Automation Tools (EDA) Market Growth?

North America is experiencing rapid growth in the electronic design automation (EDA) tools market due to its robust technological infrastructure and high concentration of major electronics and semiconductor companies. The region's leadership in innovation, particularly in sectors like telecommunications, automotive, and consumer electronics, drives substantial demand for advanced EDA solutions. Companies in North America are increasingly investing in EDA tools to stay competitive and meet the escalating complexity of electronic designs.

The presence of numerous key players and technology giants in the U.S. and Canada further fuels the market's expansion. These firms are continuously advancing their design capabilities and investing in cutting-edge EDA tools to enhance performance, optimize design processes, and accelerate time-to-market. Additionally, the region benefits from a strong ecosystem of research institutions and development centers that contribute to ongoing advancements in EDA technology.

Government initiatives and funding for technology innovation also play a critical role in the growth of the EDA market in North America. Support for R&D and the promotion of new technologies stimulate demand for sophisticated EDA solutions. This environment fosters continuous development and adoption of state-of-the-art tools, positioning North America as a leader in the global EDA market.

Competitive Landscape

The electronic design automation tools (EDA) market is a dynamic and competitive space, characterized by a diverse range of players vying for market share. These players are on the run for solidifying their presence through the adoption of strategic plans such as collaborations, mergers, acquisitions, and political support.

The organizations are focusing on innovating their product line to serve the vast population in diverse regions. Some of the prominent players operating in the electronic design automation tools (EDA) market include:

• Cadence Design Systems, Inc.
• Synopsys, Inc.
• Mentor Graphics (Siemens EDA)
• ANSYS, Inc.
• Altium Limited
• Keysight Technologies, Inc.
• Xilinx, Inc.
• Maxim Integrated Products, Inc.
• Silvaco, Inc.
• MathWorks, Inc.
• LTspice (Linear Technology Corporation)
• Dialog Semiconductor PLC
• Magma Design Automation (Acquired by Synopsys)
• Zuken, Inc.
• Maplesoft (a division of Cybernet Systems Co., Ltd.)
• AWR Corporation (an NI company)
• Fabrinet
• Agnitio
• Riverside Technologies
• Oasys Design Systems

Latest Developments

• In June 2024, Synopsys announced the release of its next-generation RTL-to-GDSII platform, incorporating advanced machine learning algorithms to enhance design efficiency and accuracy in semiconductor verification.
• In July 2024, Cadence Design Systems unveiled a new version of its digital design tool suite, featuring improved AI-driven automation capabilities that significantly reduce design cycle times for complex IC designs.

TABLE OF CONTENTS

1. INTRODUCTION OF GLOBAL ELECTRONIC DESIGN AUTOMATION TOOLS (EDA) MARKET

• 1.1 Overview of the Market
• 1.2 Scope of Report
• 1.3 Assumptions

2 EXECUTIVE SUMMARY

3 RESEARCH METHODOLOGY OF VERIFIED MARKET RESEARCH

• 3.1 Data Mining
• 3.2 Validation
• 3.3 Primary Interviews
• 3.4 List of Data Sources

4 GLOBAL ELECTRONIC DESIGN AUTOMATION TOOLS (EDA) MARKET OUTLOOK

• 4.1 Overview
• 4.2 Market Dynamics
  • 4.2.1 Drivers
  • 4.2.2 Restraints
  • 4.2.3 Opportunities
• 4.3 Porters Five Force Model
• 4.4 Value Chain Analysis

5. GLOBAL ELECTRONIC DESIGN AUTOMATION TOOLS (EDA) MARKET, BY TYPE

• 5.1 Overview
• 5.2 Computer-Aided Design Software
• 5.3 Printed Circuit Board Design & Layout Tools
• 5.4 Computer-Aided Engineering Software
• 5.5 Timing & Power Analysis Tools
• 5.6 IC Physical Design & Verification Tools
• 5.7 Semiconductor Intellectual Property Tools
• 5.8 FPGA Design & Verification Tools

6. GLOBAL ELECTRONIC DESIGN AUTOMATION TOOLS (EDA) MARKET, BY APPLICATION

• 6.1 Overview
• 6.2 Communication
• 6.3 Consumer Electronics
• 6.4 Automotive
• 6.5 Industrial
• 6.6 Others

7. GLOBAL ELECTRONIC DESIGN AUTOMATION TOOLS (EDA) MARKET, BY GEOGRAPHY

• 7.1 Overview
• 7.2 North America
  • 7.2.1 U.S.
  • 7.2.2 Canada
  • 7.2.3 Mexico
• 7.3 Europe
  • 7.3.1 Germany
  • 7.3.2 U.K.
  • 7.3.3 France
  • 7.3.4 Rest of Europe
• 7.4 Asia Pacific
  • 7.4.1 China
  • 7.4.2 Japan
  • 7.4.3 India
  • 7.4.4 Rest of Asia Pacific
• 7.5 Rest of the World
  • 7.5.1 Latin America
  • 7.5.2 Middle East & Africa

8. GLOBAL ELECTRONIC DESIGN AUTOMATION TOOLS (EDA) MARKET COMPETITIVE LANDSCAPE

• 8.1 Overview
• 8.2 Company Market Ranking
• 8.3 Key Development Strategies

9. Company Profiles

• 9.1 Agnisys Inc.
  • 9.1.1 Overview
  • 9.1.2 Financial Performance
  • 9.1.3 Product Outlook
  • 9.1.4 Key Developments
• 9.2 Aldec
  • 9.2.1 Overview
  • 9.2.2 Financial Performance
  • 9.2.3 Product Outlook
  • 9.2.4 Key Developments
• 9.3 Altium
  • 9.3.1 Overview
  • 9.3.2 Financial Performance
  • 9.3.3 Product Outlook
  • 9.3.4 Key Developments
• 9.4 Ansys
  • 9.4.1 Overview
  • 9.4.2 Financial Performance
  • 9.4.3 Product Outlook
  • 9.4.4 Key Developments
• 9.5 Cadence
  • 9.5.1 Overview
  • 9.5.2 Financial Performance
  • 9.5.3 Product Outlook
  • 9.5.4 Key Developments
• 9.6 Keysight
  • 9.6.1 Overview
  • 9.6.2 Financial Performance
  • 9.6.3 Product Outlook
  • 9.6.4 Key Developments
• 9.7 Lauterbach
  • 9.7.1 Overview
  • 9.7.2 Financial Performance
  • 9.7.3 Product Outlook
  • 9.7.4 Key Developments
• 9.8 Siemens PLM Software
  • 9.8.1 Overview
  • 9.8.2 Financial Performance
  • 9.8.3 Product Outlook
  • 9.8.4 Key Developments
• 9.9 Synopsys
  • 9.9.1 Overview
  • 9.9.2 Financial Performance
  • 9.9.3 Product Outlook
  • 9.9.4 Key Developments
• 9.10 Xilinx
  • 9.10.1 Overview
  • 9.10.2 Financial Performance
  • 9.10.3 Product Outlook
  • 9.10.4 Key Developments
• 9.11 Zuken
  • 9.11.1 Overview
  • 9.11.2 Financial Performance
  • 9.11.3 Product Outlook
  • 9.11.4 Key Developments

10 KEY DEVELOPMENTS

• 10.1 Product Launches/Developments
• 10.2 Mergers and Acquisitions
• 10.3 Business Expansions
• 10.4 Partnerships and Collaborations

11 Appendix

• 11.1 Related Research