查看購物車
  • Simplified Chinese
  • English
  • Japanese
  • Korean
封面
市場調查報告書
商品編碼
1662677

半導體產量比率分析工具全球市場預測至 2030 年：按類型、組件、應用、最終用戶和地區進行的全球分析

Semiconductor Yield Analytics Tools Market Forecasts to 2030 - Global Analysis By Type (Wafer Inspection Tools, Process Control Tools, Data Analysis Tools and Other Types), Component, Application, End User and By Geography
出版日期: | 出版商: Stratistics Market Research Consulting | 英文 200+ Pages | 商品交期: 2-3個工作天內

價格

根據 Stratistics MRC 的數據，全球半導體產量比率分析工具市場預計在 2024 年將達到 9 億美元，到 2030 年將達到 18 億美元，預測期內的複合年成長率為 11.1%。半導體產量比率分析工具是半導體製造業用來在生產過程中監控和提高半導體裝置產量比率的軟體系統。產量比率是指從一批半導體或晶圓中生產出功能性晶片的百分比，高產量比率對於成本效益和盈利至關重要。這些工具收集和處理半導體製造過程各個階段的資料，包括晶圓製造、測試和封裝，以識別影響產量比率的缺陷、低效率和模式。

半導體製造日益複雜

半導體製造流程日益複雜是產量比率分析工具發展的關鍵促進因素。隨著晶片設計變得越來越先進，採用更小的節點、多層架構和多樣化的材料，製造缺陷的風險也隨之增加。這種複雜性需要強大的分析工具來確保最佳產量比率並在製造週期早期發現問題。此外，人工智慧、物聯網和5G等先進技術的興起，導致對具有嚴格品質標準的半導體的需求增加，從而推動市場成長。

實施成本高

半導體產量比率分析工具可能會成為中小型製造商的障礙，因為他們需要在軟體、硬體和基礎設施方面進行大量投資。此外，與更新、授權和技術支援相關的持續成本也增加了財務負擔。公司還必須投資培訓員工有效地使用這些工具，從而增加整體開支。這些高昂的成本主要限制了大型企業的採用，使中小企業處於競爭劣勢並阻礙了市場成長。

更重視資料主導的決策

製造商正在使用巨量資料分析和機器學習來最佳化生產流程並提高產量比率。這些工具分析大量的生產資料以提供可操作的見解，從而實現更快、更準確的決策。此外，隨著公司努力減少浪費並提高業務效率，產量比率分析工具已成為一項重要資產。這一趨勢得到了工業 4.0 技術日益融合的支持，為分析解決方案的創新創造了肥沃的土壤。

專業技能人才短缺

半導體產量比率分析工具需要資料科學、機器學習和半導體製程的專業知識——專業且需求強勁的技能。全球專業領域人才短缺加劇了這個問題，使企業難以組建有能力的團隊。人才短缺會阻礙工具的最佳利用並降低產量比率改進的有效性。公司必須投資培訓計畫並與學術機構建立合作夥伴關係，以解決阻礙市場的技能短缺問題。

COVID-19 的影響

封鎖和限制導致這些工具的製造和部署延遲，從而影響了採用率。但這場疫情也凸顯了自動化和資料主導決策對於維持生產連續性的重要性。因此，許多企業加快了數位轉型步伐，推動了疫情後對分析工具的需求。在復甦階段，人們重新專注於建立有彈性的供應鏈和提高流程效率，進一步推動了產量比率分析解決方案的採用。

晶圓檢測工具部分預計在預測期內實現最大幅度成長

預計晶圓檢測工具部分將在預測期內佔據最大的市場佔有率，因為它在生產過程早期識別和減輕缺陷方面發揮關鍵作用。這些工具對於維持高品質標準至關重要，尤其是在先進節點製造中。隨著晶圓檢測變得更加自動化，其準確性和效率也得到提高，這對現代半導體製造至關重要。此外，光學和電子束等檢測技術的進步大大提高了缺陷檢測能力。

預計預測期內缺陷資料分析部分將以最高的複合年成長率成長。

在預測期內，缺陷資料分析部分預計將呈現最高的成長率，因為它能夠提供有關缺陷趨勢和根本原因的可行見解。這些工具利用先進的演算法和機器學習來處理大型資料集，使製造商能夠預測和防止潛在的產量比率損失。向預測分析和即時監控的轉變進一步推動了缺陷資料分析解決方案的採用。隨著半導體製造變得越來越複雜，對準確、高效的缺陷管理的需求也隨之增加。

比最大的地區

在預測期內，受半導體產業強勁發展的推動，北美預計將佔據最大的市場佔有率。美國主要半導體製造商和科技公司的存在促進了先進分析工具的創新和採用。強勁的研發投入和政府對半導體生產的支持進一步提升了該地區的市場佔有率。此外，人工智慧、雲端運算、自動駕駛汽車等對高性能晶片的需求也為該地區帶來了優勢。

複合年成長率最高的地區

由於半導體製造業的快速成長，預計亞太地區在預測期內將呈現最高的複合年成長率。中國、台灣和韓國等國家是半導體製造的主要中心，推動了對產量比率分析解決方案的需求。先進製造技術的不斷採用和政府推動本地半導體產業發展的舉措進一步刺激了成長。此外，該地區不斷擴大的家用電子電器和汽車產業對高品質半導體的需求強勁。

免費客製化服務

訂閱此報告的客戶可享有以下免費自訂選項之一：

  • 公司簡介
    • 對其他市場參與企業（最多 3 家公司）進行全面分析
    • 主要企業的 SWOT 分析（最多 3 家公司）
  • 地理細分
    • 根據客戶興趣對主要國家進行市場估計、預測和複合年成長率（註：基於可行性檢查）
  • 競爭性基準化分析
    • 根據產品系列、地理分佈和策略聯盟對主要企業基準化分析

目錄

第1章執行摘要

第 2 章 前言

  • 概述
  • 相關利益者
  • 研究範圍
  • 調查方法
    • 資料探勘
    • 資料分析
    • 資料檢驗
    • 研究途徑
  • 研究資訊來源
    • 主要研究資訊來源
    • 二手研究資料資訊來源
    • 先決條件

第3章 市場走勢分析

  • 介紹
  • 驅動程式
  • 限制因素
  • 機會
  • 威脅
  • 應用分析
  • 最終用戶分析
  • 新興市場
  • COVID-19 的影響

第 4 章 波特五力分析

  • 供應商的議價能力
  • 買家的議價能力
  • 替代品的威脅
  • 新進入者的威脅
  • 競爭對手之間的競爭

5. 全球半導體產量比率分析工具市場類型

  • 介紹
  • 晶圓檢測工具
  • 過程控制工具
  • 資料分析工具
  • 其他

6. 全球半導體產量比率分析工具市場（按組件）

  • 介紹
  • 軟體
    • 資料探勘與分析工具
    • 機器學習演算法
    • 模擬軟體
  • 服務
    • 實施服務
    • 整合服務
    • 維護和支援服務
  • 其他

7. 全球半導體產量比率分析工具市場（依應用）

  • 介紹
  • 缺陷資料分析
  • 晶圓處理
  • 識別流程和工具偏差
  • 空間特徵分析
  • 產量比率分析
  • 其他

8. 全球半導體產量比率分析工具市場（依最終用戶）

  • 介紹
  • 整合設備製造商
  • 半導體無廠半導體公司
  • 半導體檢測設備製造商
  • 半導體外包組裝測試廠
  • 其他

9. 全球半導體產量比率分析工具市場（按地區）

  • 介紹
  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 德國
    • 英國
    • 義大利
    • 法國
    • 西班牙
    • 歐洲其他地區
  • 亞太地區
    • 日本
    • 中國
    • 印度
    • 澳洲
    • 紐西蘭
    • 韓國
    • 其他亞太地區
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地區
  • 中東和非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 卡達
    • 南非
    • 其他中東和非洲地區

第10章 主要進展

  • 協議、夥伴關係、合作和合資企業
  • 收購與合併
  • 新產品發布
  • 業務擴展
  • 其他關鍵策略

第11章 公司概況

  • ANSYS, Inc.
  • Applied Materials, Inc
  • DR YIELD Software & Solutions GmbH
  • Galaxy Semiconductor Inc.
  • JMP Statistical Discovery LLC
  • KLA Corporation
  • Minitab, LLC
  • Nova
  • Onto Innovation Inc.
  • PDF Solutions, Inc.
  • Siemens AG
  • Skyverse
  • Synopsys, Inc
  • Test Research Inc
  • XDM Technology Co., Ltd.
  • yieldWerx
Product Code: SMRC28538

According to Stratistics MRC, the Global Semiconductor Yield Analytics Tools Market is accounted for $0.9 billion in 2024 and is expected to reach $1.8 billion by 2030 growing at a CAGR of 11.1% during the forecast period. Semiconductor yield analytics tools are software systems used in the semiconductor manufacturing industry to monitor and improve the yield of semiconductor devices during production. Yield refers to the percentage of functional chips produced from a batch or wafer of semiconductors, and high yield is crucial for cost efficiency and profitability. These tools gather and process data from various stages of the semiconductor manufacturing process, including wafer fabrication, testing, and packaging, to identify defects, inefficiencies, and patterns affecting yield.

Market Dynamics:

Driver:

Increasing complexity of semiconductor manufacturing

The growing intricacy of semiconductor manufacturing processes is a significant driver for yield analytics tools. As chip designs become more advanced, incorporating smaller nodes, multi-layer architectures, and diverse materials, the risk of production defects increases. This complexity necessitates robust analytical tools to ensure optimal yield and identify issues early in the production cycle. Moreover, the rise of advanced technologies like AI, IoT, and 5G has led to higher demand for semiconductors with stringent quality standards encouraging the market growth.

Restraint:

High cost of implementation

Semiconductor yield analytics tools require substantial investment in software, hardware, and infrastructure, which can be a barrier for smaller manufacturers. Additionally, ongoing costs related to updates, licenses, and technical support further add to the financial burden. Companies must also invest in training employees to effectively use these tools, adding to the overall expenses. This high cost limits adoption primarily to large-scale enterprises, leaving smaller players at a competitive disadvantage hampering the market growth.

Opportunity:

Growing focus on data-driven decision making

Manufacturers are leveraging big data analytics and machine learning to optimize production processes and improve yield. These tools provide actionable insights by analyzing vast amounts of production data, enabling faster and more accurate decision-making. Furthermore, as companies strive to reduce waste and enhance operational efficiency, yield analytics tools have become a vital asset. This trend is supported by the growing integration of Industry 4.0 technologies, creating a fertile ground for innovation in analytics solutions.

Threat:

Shortage of skilled professionals

Semiconductor yield analytics tools require expertise in data science, machine learning, and semiconductor processes, which are specialized and in-demand skills. The global talent gap in stem fields exacerbates this issue, making it difficult for companies to build competent teams. This shortage can lead to suboptimal tool utilization, reducing their effectiveness in improving yield. Companies must invest in training programs and partnerships with academic institutions to address this skills deficit impeding the market.

Covid-19 Impact

Lockdowns and restrictions led to delays in manufacturing and deployment of these tools, affecting their adoption rate. However, the pandemic also highlighted the importance of automation and data-driven decision-making in maintaining production continuity. As a result, many companies accelerated their digital transformation efforts, boosting demand for analytics tools post-pandemic. The recovery phase saw a renewed focus on building resilient supply chains and enhancing process efficiency, further driving the adoption of yield analytics solutions.

The wafer inspection tools segment is expected to be the largest during the forecast period

The wafer inspection tools segment is expected to account for the largest market share during the forecast period due to its critical role in identifying and mitigating defects early in the production process. These tools are essential for maintaining high-quality standards, particularly in advanced node manufacturing. The increasing adoption of automation in wafer inspection enhances its accuracy and efficiency, making it indispensable for modern semiconductor fabrication. Furthermore, advancements in inspection technologies, such as optical and e-beam methods, have significantly improved defect detection capabilities.

The defect data analysis segment is expected to have the highest CAGR during the forecast period

Over the forecast period, the defect data analysis segment is predicted to witness the highest growth rate due to its ability to provide actionable insights into defect trends and root causes. These tools leverage advanced algorithms and machine learning to process large datasets, enabling manufacturers to predict and prevent potential yield losses. The shift towards predictive analytics and real-time monitoring is further propelling the adoption of defect data analysis solutions. As semiconductor manufacturing becomes increasingly complex, the need for precise and efficient defect management is growing.

Region with largest share:

During the forecast period, the North America region is expected to hold the largest market share driven by its robust semiconductor industry. The presence of leading semiconductor manufacturers and technology companies in the U.S. fosters innovation and adoption of advanced analytics tools. Strong investments in R&D and government support for semiconductor production further boost the region's market share. Additionally, the demand for high-performance chips for applications like AI, cloud computing, and autonomous vehicles contributes to the region's dominance.

Region with highest CAGR:

Over the forecast period, the Asia Pacific region is anticipated to exhibit the highest CAGR fuelled by its rapidly growing semiconductor manufacturing industry. Countries like China, Taiwan, and South Korea are major hubs for semiconductor production, driving demand for yield analytics solutions. The increasing adoption of advanced manufacturing technologies and government initiatives to boost local semiconductor industries further accelerate growth. Additionally, the region's expanding consumer electronics and automotive sectors create a strong demand for high-quality semiconductors.

Key players in the market

Some of the key players in Semiconductor Yield Analytics Tools market ANSYS, Inc., Applied Materials, Inc, DR YIELD Software & Solutions GmbH, Galaxy Semiconductor Inc., JMP Statistical Discovery LLC, KLA Corporation, Minitab, LLC, Nova, Onto Innovation Inc., PDF Solutions, Inc., Siemens AG, Skyverse, Synopsys, Inc, Test Research Inc, XDM Technology Co., Ltd. and yieldWerx.

Key Developments:

In July 2024, Bohemia Interactive announced to partner with Enjoy Studio via their Bohemia Incubator publishing label and unveil the development of their highly-anticipated project "SkyVerse". This innovative title offers a novel take on the RPG and sandbox survival genres.

In May 2024, Siemens Energy and Danish state-owned Energinet announced a EUR 1.4 billion framework agreement to renew Denmark's energy infrastructure. To accelerate the green energy transition, Siemens Energy has been chosen by Energinet to deliver transformers and switchgears.

Types Covered:

  • Wafer Inspection Tools
  • Process Control Tools
  • Data Analysis Tools
  • Other Types

Components Covered:

  • Software
  • Services
  • Other Components

Applications Covered:

  • Defect Data Analysis
  • Wafer Disposition
  • Process & Tool Excursion Identification
  • Spatial Signature Analysis
  • Yield Analysis
  • Other Applications

End Users Covered:

  • Integrated Device Manufacturers
  • Semiconductor Fabless Companies
  • Semiconductor Test Equipment Manufacturers
  • Semiconductor Outsourced Assembly & Test Houses
  • Other End Users

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2022, 2023, 2024, 2026, and 2030
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 Application Analysis
  • 3.7 End User Analysis
  • 3.8 Emerging Markets
  • 3.9 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global Semiconductor Yield Analytics Tools Market, By Type

  • 5.1 Introduction
  • 5.2 Wafer Inspection Tools
  • 5.3 Process Control Tools
  • 5.4 Data Analysis Tools
  • 5.5 Other Types

6 Global Semiconductor Yield Analytics Tools Market, By Component

  • 6.1 Introduction
  • 6.2 Software
    • 6.2.1 Data Mining & Analysis Tools
    • 6.2.2 Machine Learning Algorithms
    • 6.2.3 Simulation Software
  • 6.3 Services
    • 6.3.1 Implementation Services
    • 6.3.2 Integration Services
    • 6.3.3 Maintenance & Support Services
  • 6.4 Other Components

7 Global Semiconductor Yield Analytics Tools Market, By Application

  • 7.1 Introduction
  • 7.2 Defect Data Analysis
  • 7.3 Wafer Disposition
  • 7.4 Process & Tool Excursion Identification
  • 7.5 Spatial Signature Analysis
  • 7.6 Yield Analysis
  • 7.7 Other Applications

8 Global Semiconductor Yield Analytics Tools Market, By End User

  • 8.1 Introduction
  • 8.2 Integrated Device Manufacturers
  • 8.3 Semiconductor Fabless Companies
  • 8.4 Semiconductor Test Equipment Manufacturers
  • 8.5 Semiconductor Outsourced Assembly & Test Houses
  • 8.6 Other End Users

9 Global Semiconductor Yield Analytics Tools Market, By Geography

  • 9.1 Introduction
  • 9.2 North America
    • 9.2.1 US
    • 9.2.2 Canada
    • 9.2.3 Mexico
  • 9.3 Europe
    • 9.3.1 Germany
    • 9.3.2 UK
    • 9.3.3 Italy
    • 9.3.4 France
    • 9.3.5 Spain
    • 9.3.6 Rest of Europe
  • 9.4 Asia Pacific
    • 9.4.1 Japan
    • 9.4.2 China
    • 9.4.3 India
    • 9.4.4 Australia
    • 9.4.5 New Zealand
    • 9.4.6 South Korea
    • 9.4.7 Rest of Asia Pacific
  • 9.5 South America
    • 9.5.1 Argentina
    • 9.5.2 Brazil
    • 9.5.3 Chile
    • 9.5.4 Rest of South America
  • 9.6 Middle East & Africa
    • 9.6.1 Saudi Arabia
    • 9.6.2 UAE
    • 9.6.3 Qatar
    • 9.6.4 South Africa
    • 9.6.5 Rest of Middle East & Africa

10 Key Developments

  • 10.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 10.2 Acquisitions & Mergers
  • 10.3 New Product Launch
  • 10.4 Expansions
  • 10.5 Other Key Strategies

11 Company Profiling

  • 11.1 ANSYS, Inc.
  • 11.2 Applied Materials, Inc
  • 11.3 DR YIELD Software & Solutions GmbH
  • 11.4 Galaxy Semiconductor Inc.
  • 11.5 JMP Statistical Discovery LLC
  • 11.6 KLA Corporation
  • 11.7 Minitab, LLC
  • 11.8 Nova
  • 11.9 Onto Innovation Inc.
  • 11.10 PDF Solutions, Inc.
  • 11.11 Siemens AG
  • 11.12 Skyverse
  • 11.13 Synopsys, Inc
  • 11.14 Test Research Inc
  • 11.15 XDM Technology Co., Ltd.
  • 11.16 yieldWerx

List of Tables

  • Table 1 Global Semiconductor Yield Analytics Tools Market Outlook, By Region (2022-2030) ($MN)
  • Table 2 Global Semiconductor Yield Analytics Tools Market Outlook, By Type (2022-2030) ($MN)
  • Table 3 Global Semiconductor Yield Analytics Tools Market Outlook, By Wafer Inspection Tools (2022-2030) ($MN)
  • Table 4 Global Semiconductor Yield Analytics Tools Market Outlook, By Process Control Tools (2022-2030) ($MN)
  • Table 5 Global Semiconductor Yield Analytics Tools Market Outlook, By Data Analysis Tools (2022-2030) ($MN)
  • Table 6 Global Semiconductor Yield Analytics Tools Market Outlook, By Other Types (2022-2030) ($MN)
  • Table 7 Global Semiconductor Yield Analytics Tools Market Outlook, By Component (2022-2030) ($MN)
  • Table 8 Global Semiconductor Yield Analytics Tools Market Outlook, By Software (2022-2030) ($MN)
  • Table 9 Global Semiconductor Yield Analytics Tools Market Outlook, By Data Mining & Analysis Tools (2022-2030) ($MN)
  • Table 10 Global Semiconductor Yield Analytics Tools Market Outlook, By Machine Learning Algorithms (2022-2030) ($MN)
  • Table 11 Global Semiconductor Yield Analytics Tools Market Outlook, By Simulation Software (2022-2030) ($MN)
  • Table 12 Global Semiconductor Yield Analytics Tools Market Outlook, By Services (2022-2030) ($MN)
  • Table 13 Global Semiconductor Yield Analytics Tools Market Outlook, By Implementation Services (2022-2030) ($MN)
  • Table 14 Global Semiconductor Yield Analytics Tools Market Outlook, By Integration Services (2022-2030) ($MN)
  • Table 15 Global Semiconductor Yield Analytics Tools Market Outlook, By Maintenance & Support Services (2022-2030) ($MN)
  • Table 16 Global Semiconductor Yield Analytics Tools Market Outlook, By Other Components (2022-2030) ($MN)
  • Table 17 Global Semiconductor Yield Analytics Tools Market Outlook, By Application (2022-2030) ($MN)
  • Table 18 Global Semiconductor Yield Analytics Tools Market Outlook, By Defect Data Analysis (2022-2030) ($MN)
  • Table 19 Global Semiconductor Yield Analytics Tools Market Outlook, By Wafer Disposition (2022-2030) ($MN)
  • Table 20 Global Semiconductor Yield Analytics Tools Market Outlook, By Process & Tool Excursion Identification (2022-2030) ($MN)
  • Table 21 Global Semiconductor Yield Analytics Tools Market Outlook, By Spatial Signature Analysis (2022-2030) ($MN)
  • Table 22 Global Semiconductor Yield Analytics Tools Market Outlook, By Yield Analysis (2022-2030) ($MN)
  • Table 23 Global Semiconductor Yield Analytics Tools Market Outlook, By Other Applications (2022-2030) ($MN)
  • Table 24 Global Semiconductor Yield Analytics Tools Market Outlook, By End User (2022-2030) ($MN)
  • Table 25 Global Semiconductor Yield Analytics Tools Market Outlook, By Integrated Device Manufacturers (2022-2030) ($MN)
  • Table 26 Global Semiconductor Yield Analytics Tools Market Outlook, By Semiconductor Fabless Companies (2022-2030) ($MN)
  • Table 27 Global Semiconductor Yield Analytics Tools Market Outlook, By Semiconductor Test Equipment Manufacturers (2022-2030) ($MN)
  • Table 28 Global Semiconductor Yield Analytics Tools Market Outlook, By Semiconductor Outsourced Assembly & Test Houses (2022-2030) ($MN)
  • Table 29 Global Semiconductor Yield Analytics Tools Market Outlook, By Other End Users (2022-2030) ($MN)

Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.