2030 年健康资讯学预测:按类型、产品类型、应用、最终用户和地区进行的全球分析
市场调查报告书
商品编码
1383393

2030 年健康资讯学预测:按类型、产品类型、应用、最终用户和地区进行的全球分析

Health Informatics Forecasts to 2030 - Global Analysis By Type, Product Type, 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个工作天内

价格

根据 Stratistics MRC 的数据,2023 年全球健康资讯学市场规模将达到 407.9 亿美元,预计到 2030 年将达到 1,059 亿美元,预测期内年复合成长率为 14.6%。

健康资讯学是一个跨学科领域,它将资料分析、资讯科技和医疗保健管理相结合,以提高医疗保健服务和决策的有效性、准确性和品质。医疗资讯学专注于各种医疗环境中健康资讯学的收集、保留、搜寻和利用。医疗资讯对于现代医疗保健至关重要,因为它使用资料和技术来改善患者治疗结果、简化工作流程并推进医学研究。

据英国癌症研究中心称,2020 年全球将通报 1,810 万新发癌症病例。

医疗保健领域的数位革命

远端医疗、电子健康记录(EHR) 和其他数位健康技术的使用正在推动医疗保健部门的数位革命。对改善患者照护、更快的手术和资料驱动的决策的渴望最终推动了这一变化。电子健康记录(EHR) 以有助于撷取、储存和搜寻病患资料的数位系统取代纸本医疗记录。此外,电子健康记录(EHR) 的创建和应用需要使用健康资讯学解决方案。电子健康记录(EHR) 可以有效处理电子健康资料并创建更准确且更易于存取的患者资料。这些因素都对市场扩张产生正面影响。

高成本

在医疗资讯市场,实施成本是一大抑制因素。实施健康资讯学解决方案成本高昂。新软体、技术和培训是医疗保健组织必须经常进行的投资。这包括购买伺服器、网路硬体、储存系统和电子健康记录(EHR) 软体。为了成功利用健康资讯系统,医疗保健专业人员和人员需要接受培训。这包括培训计划的价格、聘请讲师、分配员工熟悉新技术的时间等等。

人口高龄化

高龄化正在增加对医疗保健服务的需求。健康资讯学可以帮助监测正在发生的疾病,管理老年患者的护理,并提高为该群体提供的医疗保健品质。糖尿病、心臟病和高血压等慢性疾病在老年人中更为常见。此外,健康资讯系统可以透过远端监控、电子健康记录和护理协调等功能,帮助医疗保健提供者更有效地追踪和治疗慢性病。由于人口高龄化的加剧,医疗资讯学市场正在扩大。

资料过载

医疗资讯系统的激增增加了资料过载的可能性。医疗资讯系统会产生大量资料,包括病患监测资讯、诊断测试结果和电子健康记录(EHR)。有效管理和分析这笔金额是一项挑战。然而,收集的资料过多可能会让医护人员难以处理和理解,导致资讯疲劳。必须储存和搜寻的大量医疗保健资料可能会压垮储存系统,并导致存取关键患者资料的延迟。健康资讯学市场可能会受到资料过载的威胁。

COVID-19 的影响

COVID-19 的爆发对医疗保健资讯学的需求产生了积极影响。这场大流行加速了远端医疗和数数位医疗技术的采用。远端咨询、虚拟护理服务和远端患者监护在很大程度上都是透过医疗保健资讯学实现的。疫情期间,对资料分析和监控解决方案的需求急剧增加。人工智慧和机器学习技术用于创建 COVID-19 预测模型、支援诊断和检查患者资料。

预计在预测期内医院部门将是最大的

据估计,医院部门占最大份额。医院对提高盈利的日益渴望促使他们实施有效的资讯系统。医疗保健资讯系统提供准确、一致的患者诊断和患者健康记录的维护。市场扩张的关键驱动因素是医疗机构越来越多地采用数位医疗系统、要求以患者为中心、创建护理管理解决方案作为降低成本的策略、负责任的护理组织的出现以及由于高龄化而增加的患者人数。人们越来越偏好参与。

预计肿瘤学在预测期内将经历最高的年复合成长率。

预计肿瘤学领域在预测期内将出现良好的成长。肿瘤学涉及癌症的研究、诊断、预防和治疗。近年来,一般人群癌症发病率上升、新药和治疗方法研究不断扩大以及对医院资讯系统的需求不断增长,推动了该市场的成长。因此,预计该市场将在整个预测期内迅速扩张。

比最大的地区

由于医疗保健成本上升、老年人口不断增加、慢性病患病率不断上升、政府配合措施和电子医疗计划数量不断增加、人口不断增加以及官民合作关係,亚太地区将在预测期内实现最大的增长。获得了市场占有率。政府对医疗保健基础设施建设的投资增加、快速都市化、疾病患病率上升以及庞大的人口是推动该地区医疗保健资讯产业需求的部分原因。此外,庞大的人口增加了对医院部门的需求,因此,预计该地区在未来年度将经历快速增长。

复合年复合成长率最高的地区:

预计北美在预测期内将实现盈利成长。发达的医疗基础设施、最尖端科技的高采用率、政府对製药和医疗设施建设的资助增加以及研究机构数量的增加等因素构成了北美的特色,并对健康产生了积极影响资讯学市场。

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目录

第1章执行摘要

第2章前言

  • 概述
  • 利害关係人
  • 调查范围
  • 调查方法
    • 资料探勘
    • 资料分析
    • 资料检验
    • 研究途径
  • 调查来源
    • 主要调查来源
    • 二次调查来源
    • 先决条件

第3章市场趋势分析

  • 促进因素
  • 抑制因素
  • 机会
  • 威胁
  • 产品分析
  • 应用分析
  • 最终用户分析
  • 新兴市场
  • 新型冠状病毒感染疾病(COVID-19)的影响

第4章波特五力分析

  • 供应商的议价能力
  • 买方议价能力
  • 替代品的威胁
  • 新进入者的威胁
  • 竞争公司之间的敌对关係

第5章全球健康资讯学市场:按类型

  • 医院资讯系统
    • 电子健康记录
    • 病人参与解决方案
    • 人口健康管理
    • 即时医疗保健
    • 电子健康记录
  • 实验室资讯系统
  • 医疗图像资讯系统
    • 监测分析软体
    • 辐射资讯系统
    • 影像存檔和通讯系统
    • 其他医疗图像资讯系统
  • 药房资讯系统
    • 自动点胶系统
    • 处方笺管理
    • 库存控制
    • 其他药房资讯系统

第6章全球健康资讯学市场:依产品类型

  • 硬体
  • 服务
  • 软体

第7章全球健康资讯学市场:依应用分类

  • 自体免疫疾病
  • 妇科
  • 肿瘤学
  • 肾臟疾病
  • 呼吸系统疾病
  • 心臟病学
  • 其他用途

第8章全球健康资讯学市场:依最终用户分类

  • 专科诊所
  • 保险公司
  • 医院
  • 药局
  • 其他最终用户

第9章全球健康资讯学市场:按地区

  • 北美洲
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 德国
    • 英国
    • 义大利
    • 法国
    • 西班牙
    • 其他欧洲国家
  • 亚太地区
    • 日本
    • 中国
    • 印度
    • 澳洲
    • 纽西兰
    • 韩国
    • 其他亚太地区
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地区
  • 中东和非洲
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 卡达
    • 南非
    • 其他中东和非洲

第10章进展

  • 合约、伙伴关係、协作和合资企业
  • 收购和合併
  • 新产品发布
  • 业务扩展
  • 其他关键策略

第11章公司简介

  • Koninklijke Philips NV
  • Oracle Cerner
  • Health Gorilla
  • LabVantage Solutions, Inc.
  • Medtronic plc
  • Veradigm LLC
  • MV Sistemas MV Informatica Nordeste Ltda.
  • FinThrive
  • Axiom Resource Management, Inc.
  • NXGN Management, LLC
  • Accuro Healthcare Solutions
  • Agfa HealthCare
  • Benchmark Systems
Product Code: SMRC24243

According to Stratistics MRC, the Global Health Informatics Market is accounted for $40.79 billion in 2023 and is expected to reach $105.9 billion by 2030 growing at a CAGR of 14.6% during the forecast period. A multidisciplinary discipline called health informatics integrates the use of data analysis, information technology, and healthcare management to enhance the effectiveness, precision, and quality of healthcare delivery and decision-making. It focuses on the collection, retention, retrieval, and application of health information across a range of healthcare settings. Healthcare informatics is essential to modern healthcare because it uses data and technology to enhance patient outcomes, streamline workflows, and promote medical research.

According to the Cancer Research UK, 18.1 million new cases of cancer were reported globally in 2020.

Market Dynamics:

Driver:

Digital revolution in the healthcare sector

The use of telemedicine, electronic health records (EHRs), and other digital health technology is causing a digital revolution in the healthcare sector. The desire for improved patient care, faster procedures, and decision-making based on data ultimately fuels this change. Electronic health records (EHRs) replace paper-based medical records with digital systems that facilitate the capture, storage, and retrieval of patient data. Additionally, the creation and application of electronic health records (EHRs) require the use of health informatics solutions because they make it possible to handle electronic health data effectively, producing patient data that is more precise and easily accessible. These factors are thereby positively influencing market expansion.

Restraint:

High cost

The cost of implementation is a significant restraint in the health informatics market. It can be costly to implement health informatics solutions. New software, technology, and training are frequently investments that healthcare organizations must make. This covers the acquisition of servers, networking hardware, storage systems, and software for electronic health records (EHRs). For the purpose of using health informatics systems successfully, healthcare professionals and personnel require training. This includes the price of training plans, employing instructors, and allocating employees time to become proficient in the new technology.

Opportunity:

Aging population

The aging population is increasing the demand for healthcare services. Health informatics can assist in monitoring ongoing diseases, managing the care of elderly patients, and enhancing the quality of healthcare provided to this group. Chronic conditions like diabetes, heart disease, and hypertension are more common in older people. Additionally, health informatics systems assist healthcare providers in tracking and treating chronic illnesses more efficiently by enabling remote monitoring, electronic health records, and care coordination. The market for healthcare informatics is expanding due to the rise in the aging population.

Threat:

Data overload

An increasing number of health informatics systems raise the possibility of data overload. Massive amounts of data are produced by health informatics systems, including patient monitoring information, diagnostic test results, electronic health records (EHRs), and more. It can be challenging to efficiently manage and analyze this amount. However, the amount of data collected may be too much for healthcare workers to handle and understand which could result in information fatigue. Large volumes of healthcare data must be stored and retrieved, which can put pressure on storage systems and cause delays in accessing vital patient data. The market for health informatics may be threatened by data overload.

COVID-19 Impact

The COVID-19 pandemic has positively impacted the demand for healthcare informatics. The uptake of telemedicine and digital health technology' has been accelerated by the pandemic. Tele consultations, virtual care delivery, and remote patient monitoring were all made possible in large part by healthcare informatics. During the epidemic, demand for data analytics and surveillance solutions increased dramatically. Technologies for artificial intelligence and machine learning were used to create COVID-19 predictive models, support diagnostics, and examine patient data.

The hospitals segment is expected to be the largest during the forecast period

The hospitals segment is estimated to hold the largest share. Hospitals' growing desire to increase profitability has prompted the implementation of effective informatics systems. Healthcare informatics systems provide accurate and consistent patient diagnosis as well as the upkeep of patient health records. The primary drivers of the market's expansion are the increasing adoption of digital health systems by healthcare facilities, the focus on patient-centered mandates, the creation of care management solutions as a cost-saving strategy, the emergence of accountable care organizations, and the aging population's growing preference for patient involvement.

The oncology segment is expected to have the highest CAGR during the forecast period

The oncology segment is anticipated to have lucrative growth during the forecast period. Oncology deals with the study, diagnosis, prevention, and treatment of cancer. The growth of this market has been aided in recent years by the rising incidence of cancer in the general population, the expansion of research into new medications and treatment options, and the rising need for hospitals' informatics systems. As a result, it is anticipated that this market will expand quickly throughout the projection period.

Region with largest share:

Asia Pacific commanded the largest market share during the extrapolated period due to rising medical expenses, a rise in the elderly population, an increase in the prevalence of chronic diseases, an increase in government efforts and e-health programs, population expansion, and public-private sector partnerships. Increased government investment in building healthcare infrastructure, rapid urbanization, rising disease prevalence, and a huge population are some of the reasons that are driving demand for the healthcare informatics industry in this region. Additionally, due to the high population, the hospital sector is experiencing increased demand, and as a result, this region is anticipated to have rapid growth in the years to come.

Region with highest CAGR:

North America is expected to witness profitable growth over the projection period. The region's developed healthcare infrastructure, higher adoption rate of cutting-edge technologies, increased government funding for the construction of pharmaceutical and healthcare facilities, and rising numbers of research institutes are all characteristics of North America that have a positive impact on the market for healthcare informatics.

Key players in the market

Some of the key players in the Health Informatics Market include: Koninklijke Philips N.V., Oracle Cerner, Health Gorilla, LabVantage Solutions, Inc., Medtronic plc, Veradigm LLC, MV Sistemas MV Informatica Nordeste Ltda., FinThrive, Axiom Resource Management, Inc., NXGN Management, LLC, Accuro Healthcare Solutions, Agfa HealthCare and Benchmark Systems.

Key Developments:

In June 2023, Health Gorilla, a leading Health Information Network and interoperability provider, has announced a new partnership with Humana Puerto Rico to enhance care coordination for its members. Through this collaboration, Health Gorilla will provide Admission, Discharge, and Transfer (ADT) data to Humana Puerto Rico powered by established network connections on the island.

In November 2021, Koninklijke Philips N.V. launched AI-enabled MR portfolio of smart diagnostic systems, optimized workflow solutions, and integrated clinical solutions in the U.S. AI-powered MR 5300 1.5T system, which received 510(k) clearance from the U.S. Food and Drug Administration (FDA), simplifies and automates complex clinical and operational tasks with helium-free for life MR operations, driving consistent quality and sustainability for outpatient clinic and MR departments.

Types Covered:

  • Hospital Information Systems
  • Laboratory Information Systems
  • Medical Imaging Information System
  • Pharmacy Information Systems

Product Types Covered:

  • Hardware
  • Services
  • Software

Applications Covered:

  • Autoimmune Diseases
  • Gynecology
  • Oncology
  • Renal Diseases
  • Respiratory Diseases
  • Cardiology
  • Other Applications

End Users Covered:

  • Specialty Clinics
  • Insurance Companies
  • Hospitals
  • Pharmacies
  • 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 2021, 2022, 2023, 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 Product Analysis
  • 3.7 Application Analysis
  • 3.8 End User Analysis
  • 3.9 Emerging Markets
  • 3.10 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 Health Informatics Market, By Type

  • 5.1 Introduction
  • 5.2 Hospital Information Systems
    • 5.2.1 Electronic Medical Record
    • 5.2.2 Patient Engagement Solutions
    • 5.2.3 Population Health Management
    • 5.2.4 Real-time Healthcare
    • 5.2.5 Electronic Health Record
  • 5.3 Laboratory Information Systems
  • 5.4 Medical Imaging Information System
    • 5.4.1 Monitoring Analysis Software
    • 5.4.2 Radiology Information Systems
    • 5.4.3 Picture Archiving & Communication Systems
    • 5.4.4 Other Medical Imaging Information System
  • 5.5 Pharmacy Information Systems
    • 5.5.1 Automated Dispensing Systems
    • 5.5.2 Prescription Management
    • 5.5.3 Inventory Management
    • 5.5.4 Other Pharmacy Information Systems

6 Global Health Informatics Market, By Product Type

  • 6.1 Introduction
  • 6.2 Hardware
  • 6.3 Services
  • 6.4 Software

7 Global Health Informatics Market, By Application

  • 7.1 Introduction
  • 7.2 Autoimmune Diseases
  • 7.3 Gynecology
  • 7.4 Oncology
  • 7.5 Renal Diseases
  • 7.6 Respiratory Diseases
  • 7.7 Cardiology
  • 7.8 Other Applications

8 Global Health Informatics Market, By End User

  • 8.1 Introduction
  • 8.2 Specialty Clinics
  • 8.3 Insurance Companies
  • 8.4 Hospitals
  • 8.5 Pharmacies
  • 8.6 Other End Users

9 Global Health Informatics 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 Koninklijke Philips N.V.
  • 11.2 Oracle Cerner
  • 11.3 Health Gorilla
  • 11.4 LabVantage Solutions, Inc.
  • 11.5 Medtronic plc
  • 11.6 Veradigm LLC
  • 11.7 MV Sistemas MV Informatica Nordeste Ltda.
  • 11.8 FinThrive
  • 11.9 Axiom Resource Management, Inc.
  • 11.10 NXGN Management, LLC
  • 11.11 Accuro Healthcare Solutions
  • 11.12 Agfa HealthCare
  • 11.13 Benchmark Systems

List of Tables

  • Table 1 Global Health Informatics Market Outlook, By Region (2021-2030) ($MN)
  • Table 2 Global Health Informatics Market Outlook, By Type (2021-2030) ($MN)
  • Table 3 Global Health Informatics Market Outlook, By Hospital Information Systems (2021-2030) ($MN)
  • Table 4 Global Health Informatics Market Outlook, By Electronic Medical Record (2021-2030) ($MN)
  • Table 5 Global Health Informatics Market Outlook, By Patient Engagement Solutions (2021-2030) ($MN)
  • Table 6 Global Health Informatics Market Outlook, By Population Health Management (2021-2030) ($MN)
  • Table 7 Global Health Informatics Market Outlook, By Real-time Healthcare (2021-2030) ($MN)
  • Table 8 Global Health Informatics Market Outlook, By Electronic Health Record (2021-2030) ($MN)
  • Table 9 Global Health Informatics Market Outlook, By Laboratory Information Systems (2021-2030) ($MN)
  • Table 10 Global Health Informatics Market Outlook, By Medical Imaging Information System (2021-2030) ($MN)
  • Table 11 Global Health Informatics Market Outlook, By Monitoring Analysis Software (2021-2030) ($MN)
  • Table 12 Global Health Informatics Market Outlook, By Radiology Information Systems (2021-2030) ($MN)
  • Table 13 Global Health Informatics Market Outlook, By Picture Archiving & Communication Systems (2021-2030) ($MN)
  • Table 14 Global Health Informatics Market Outlook, By Other Medical Imaging Information System (2021-2030) ($MN)
  • Table 15 Global Health Informatics Market Outlook, By Pharmacy Information Systems (2021-2030) ($MN)
  • Table 16 Global Health Informatics Market Outlook, By Automated Dispensing Systems (2021-2030) ($MN)
  • Table 17 Global Health Informatics Market Outlook, By Prescription Management (2021-2030) ($MN)
  • Table 18 Global Health Informatics Market Outlook, By Inventory Management (2021-2030) ($MN)
  • Table 19 Global Health Informatics Market Outlook, By Other Pharmacy Information Systems (2021-2030) ($MN)
  • Table 20 Global Health Informatics Market Outlook, By Product Type (2021-2030) ($MN)
  • Table 21 Global Health Informatics Market Outlook, By Hardware (2021-2030) ($MN)
  • Table 22 Global Health Informatics Market Outlook, By Services (2021-2030) ($MN)
  • Table 23 Global Health Informatics Market Outlook, By Software (2021-2030) ($MN)
  • Table 24 Global Health Informatics Market Outlook, By Application (2021-2030) ($MN)
  • Table 25 Global Health Informatics Market Outlook, By Autoimmune Diseases (2021-2030) ($MN)
  • Table 26 Global Health Informatics Market Outlook, By Gynecology (2021-2030) ($MN)
  • Table 27 Global Health Informatics Market Outlook, By Oncology (2021-2030) ($MN)
  • Table 28 Global Health Informatics Market Outlook, By Renal Diseases (2021-2030) ($MN)
  • Table 29 Global Health Informatics Market Outlook, By Respiratory Diseases (2021-2030) ($MN)
  • Table 30 Global Health Informatics Market Outlook, By Cardiology (2021-2030) ($MN)
  • Table 31 Global Health Informatics Market Outlook, By Other Applications (2021-2030) ($MN)
  • Table 32 Global Health Informatics Market Outlook, By End User (2021-2030) ($MN)
  • Table 33 Global Health Informatics Market Outlook, By Specialty Clinics (2021-2030) ($MN)
  • Table 34 Global Health Informatics Market Outlook, By Insurance Companies (2021-2030) ($MN)
  • Table 35 Global Health Informatics Market Outlook, By Hospitals (2021-2030) ($MN)
  • Table 36 Global Health Informatics Market Outlook, By Pharmacies (2021-2030) ($MN)
  • Table 37 Global Health Informatics Market Outlook, By Other End Users (2021-2030) ($MN)

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