시장보고서

상품코드

1575557

스마트 제조용 빅데이터 분석 시장 규모, 점유율, 동향 분석 리포트(컴포넌트별, 도입별, 조직 규모별, 기술별, 업계별, 용도별, 지역별, 전망과 예측(2024-2031년)

Global Big Data Analytics in Smart Manufacturing Market Size, Share & Trends Analysis Report By Component, By Deployment, By Organization Size, By Technology, By Industry Vertical, By Application, By Regional Outlook and Forecast, 2024 - 2031

발행일: 2024년 10월 | 리서치사:

KBV Research | 페이지 정보: 영문 623 Pages | 배송안내 : 즉시배송

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세계의 스마트 제조용 빅데이터 분석 시장 규모는 예측 기간 중 19.7%의 CAGR로 시장 성장하며, 2031년까지 3,569억 달러에 달할 것으로 예상되고 있습니다.

KBV Cardinal matrix에서 제시된 분석에 따르면 Microsoft Corporation은 스마트 제조용 빅데이터 분석 시장의 선구자입니다. 2022년 6월, Microsoft Corporation는 Procter&Gamble(P&G)와 제휴하고, Microsoft Cloud를 사용해 P&G 디지털 제조를 강화했습니다. IBM Corporation, Siemens AG, General Electric Company등의 기업은 스마트 제조용 빅데이터 분석 시장의 주요 이노베이터의 일부입니다.

시장 성장 요인

기존의 유지보수 전략은 반응형 또는 예약형 유지보수를 자주 사용하지만, 비용이 많이 들고 비효율적일 수 있습니다. 반응형 정비는 고장이 발생한 후에야 문제를 해결하므로 예기치 않은 다운 타임이 발생하고 장비가 손상 될 수 있습니다. 예정된 유지보수는 더 낫지만 장비의 실제 상태를 고려하지 않기 때문에 여전히 비효율적입니다. 반면 예측 유지보수는 빅데이터 분석을 사용하여 기계 상태를 지속적으로 모니터링하고 고장이 발생하기 전에 예측합니다. 이 기능은 계획되지 않은 가동 중지 시간을 줄이고 운영 효율성을 개선하며 스마트 제조에서 예측 정비 솔루션의 채택을 촉진합니다. 따라서 운영 중단 시간을 줄이기 위해 예측 유지보수에 대한 강조가 강화되어 시장 성장을 가속할 수 있습니다.

인더스트리 4.0은 제조 공정의 디지털화와 자동화에 중점을 두고 있으며, 센서, 기계, 생산 라인 등 다양한 소스에서 방대한 양의 데이터를 생성합니다. 빅데이터 분석 툴은 이 데이터를 처리하고 분석하여 인사이트을 얻고, 워크플로우를 최적화하고, 자동화를 강화하여 궁극적으로 생산성을 향상시키고 운영 비용을 절감하는 데 필수적입니다. 이러한 경쟁 우위는 제조업체들이 이러한 인사이트을 활용하여 제품 및 서비스를 강화하기 위해 노력함에 따라 스마트 제조 분야의 빅데이터 분석 시장의 성장을 가속하고 있습니다. 따라서 제조 분야에서 인더스트리 4.0 기술의 채택이 증가하면 시장 성장을 가속할 것입니다.

시장 성장 억제요인

스마트 제조 기술을 구현하려면 일반적으로 고급 하드웨어와 인프라에 대한 막대한 투자가 필요합니다. 여기에는 IoT 장비, 센서, 로봇, 첨단 기계 및 기타 스마트 장비의 설치가 포함됩니다. 이러한 컴포넌트는 종종 고가이며, 특히 대규모 제조 작업의 경우 비용이 빠르게 증가할 수 있습니다. 이러한 기술의 통합을 지원하는 강력한 고성능 인프라의 필요성은 초기 투자 요건을 더욱 증가시켜 많은 제조업체에게 재정적 어려움을 야기하고 있습니다. 장기적인 이점은 분명하지만, 초기 비용이 재정적 능력을 초과할 수 있으며, 이는 이러한 첨단 기술을 구현할 수 있는 능력을 제한하고 전체 시장 확장을 방해할 수 있습니다. 따라서 높은 초기 투자 비용이 시장 성장을 저해하고 있습니다.

컴포넌트 전망

컴포넌트를 기준으로 시장은 소프트웨어 및 서비스로 나뉩니다. 서비스 부문은 2023년 시장에서 39%의 매출 점유율을 차지했습니다. 이 부문은 제조업체가 이러한 기술을 효과적으로 활용하는 데 필요한 전문 지식과 지원을 제공함으로써 빅데이터 분석의 전반적인 효율성을 높이는 데 중요한 역할을 합니다. 빅데이터 분석 솔루션을 채택하는 조직이 증가함에 따라 관련 서비스에 대한 수요는 계속 증가하고 있으며, 이는 종합적인 데이터 관리 및 분석 접근 방식의 중요성을 강조하고 있습니다.

도입 전망

배치 모드에 따라 시장은 온프레미스와 클라우드 기반으로 나뉩니다. 클라우드 기반 부문은 2023년 스마트 제조 빅데이터 분석 시장에서 57%의 매출 점유율을 기록했습니다. 클라우드 기반 분석으로의 전환은 유연성, 확장성 및 비용 효율성을 제공하는 솔루션에 대한 제조업체의 선호도가 증가하고 있음을 보여줍니다. 기업이 디지털 전환 전략을 채택함에 따라 어디서든 실시간으로 대량의 데이터에 액세스하고 분석할 수 있는 능력이 필수적이기 때문에 스마트 제조 분야에서 클라우드 기반 분석에 대한 수요가 증가하고 있습니다.

클라우드 기반 전망

클라우드 기반 부문은 퍼블릭 클라우드, 프라이빗 클라우드, 하이브리드 클라우드로 세분화되어 있으며, 2023년 퍼블릭 클라우드 부문은 스마트 제조 빅데이터 분석 시장에서 44%의 매출 점유율을 차지할 것으로 예상됩니다. 차지할 것으로 예상됩니다. 퍼블릭 클라우드 솔루션을 통해 제조업체는 방대한 양의 데이터를 활용하여 실시간 분석을 통해 운영 효율성과 의사결정을 강화할 수 있게 되었습니다. 이러한 추세는 고급 분석 기능을 촉진하고 업계내 혁신과 경쟁 우위를 촉진하는 데 기여했습니다.

조직 규모 전망

조직 규모에 따라 시장은 대기업과 중소기업(SME)으로 나뉘며, 2023년에는 중소기업(SME) 부문이 시장에서 44%의 매출 점유율을 차지할 것으로 예상됩니다. 중소기업은 대기업에 비해 규모는 작지만 경쟁력을 강화하는 데 있으며, 빅데이터 분석의 가치를 점점 더 많이 인식하고 있습니다. 이들 기업은 빅데이터 분석을 활용하여 제조 공정를 개선하고 운영 비용을 절감하며 혁신을 주도하고 있습니다.

용도 전망

용도에 따라 시장은 예지보전, 공급망 최적화, 품질관리, 생산 최적화, 자산관리 등으로 분류되며, 2023년 예지보전 부문은 시장에서 25%의 매출 점유율을 기록했습니다. 이러한 큰 폭의 성장은 제조업체들이 다운타임을 최소화하고 운영 효율성을 개선하는 데 점점 더 많은 초점을 맞추고 있기 때문입니다. 예지보전은 데이터 분석을 통해 장비의 고장을 예측하고 선제적으로 유지보수를 예약함으로써 비용을 절감하고 생산성을 향상시킬 수 있습니다.

산업 전망

산업별로는 자동차, 전자, 항공우주 및 방위, 의료 및 제약, 에너지 및 유틸리티, 식품 및 음료, 기타로 나뉘며, 2023년 전자 부문은 시장에서 19%의 매출 점유율을 기록할 것으로 예상됩니다. 이러한 성과는 전자 산업의 급속한 기술 발전으로 인해 제조업체들이 제품 품질 향상, 생산 공정 간소화, 공급망 관리 최적화를 위해 빅데이터 분석을 활용하는 사례가 증가하고 있기 때문입니다. 이 분야에서 스마트 제조 관행을 통합함으로써 분석은 혁신과 효율성을 위한 필수적인 툴이 되고 있습니다.

기술 전망

기술에 따라 시장은 인공지능(AI), 머신러닝, 사물인터넷(IoT), 클라우드 컴퓨팅 등으로 나뉩니다. 인공지능(AI) 부문은 2023년 스마트 제조 빅데이터 분석 시장에서 34%의 매출 점유율을 차지할 것으로 예상되며, AI는 대규모 데이터세트를 처리하고, 패턴을 식별하고, 의사결정 프로세스를 강화하는 실용적인 인사이트을 생성하는 데 필수적입니다. AI를 업무에 통합하면 제조업체는 생산 일정을 최적화하고 품질관리를 개선하며 운영 비용을 절감할 수 있으며, 스마트 제조 전략의 중요한 컴포넌트가 될 수 있습니다.

지역 전망

지역별로 보면 시장은 북미, 유럽, 아시아태평양, 라틴아메리카, 중동 및 아프리카에 걸쳐 분석되었습니다. 북미는 2023년 시장에서 39%의 매출 점유율을 기록했습니다. 이는 탄탄한 제조 부문, 첨단 기술 인프라 및 연구개발에 대한 높은 수준의 투자에 기인 할 수 있습니다. 북미 제조업체들은 운영 효율성을 높이고, 공급망을 최적화하고, 제품 품질을 개선하기 위해 빅데이터 분석 솔루션을 채택하는 경향이 증가하고 있습니다.

세계의 자동차 시장 : 지역별
세계의 일렉트로닉스 시장 : 지역별
세계의 헬스케어·의약품 시장 : 지역별
세계의 항공우주·방위 시장 : 지역별
세계의 에너지·유틸리티 시장 : 지역별
세계의 식품 및 음료 시장 : 지역별
세계 기타 업계 시장 : 지역별

제10장 세계의 스마트 제조용 빅데이터 분석 시장 규모 : 용도별

세계의 예지보전 시장 : 지역별
세계의 공급망 최적화 시장 : 지역별
세계의 생산 최적화 시장 : 지역별
세계의 품질관리 시장 : 지역별
세계의 자산운용 시장 : 지역별
세계의 기타 용도 시장 : 지역별

제11장 세계의 스마트 제조용 빅데이터 분석 시장 규모 : 지역별

북미
- 북미의 스마트 제조용 빅데이터 분석 시장 : 국가별
  - 미국
  - 캐나다
  - 멕시코
  - 기타 북미 지역
유럽
- 유럽의 스마트 제조용 빅데이터 분석 시장 : 국가별
  - 독일
  - 영국
  - 프랑스
  - 러시아
  - 스페인
  - 이탈리아
  - 기타 유럽 지역
아시아태평양
- 아시아태평양의 스마트 제조용 빅데이터 분석 시장 : 국가별
  - 중국
  - 일본
  - 인도
  - 한국
  - 싱가포르
  - 말레이시아
  - 기타 아시아태평양
라틴아메리카·중동 및 아프리카
- 라틴아메리카·중동 및 아프리카의 스마트 제조용 빅데이터 분석 시장 : 국가별
  - 브라질
  - 아르헨티나
  - 아랍에미리트

KSA 24.11.01

The Global Big Data Analytics in Smart Manufacturing Market size is expected to reach $356.9 billion by 2031, rising at a market growth of 19.7% CAGR during the forecast period.

Cloud computing enables manufacturers to store and analyze vast amounts of data without extensive on-premises infrastructure. By utilizing cloud-based solutions, manufacturers can reduce costs, improve data accessibility, and enhance their ability to innovate, further driving the growth of cloud computing within the smart manufacturing landscape. Therefore, the cloud computing segment held 14% revenue share in the market in 2023. This flexibility and scalability make it easier for organizations to leverage advanced analytics tools and collaborate across geographically dispersed teams.

The major strategies followed by the market participants are Partnerships as the key developmental strategy to keep pace with the changing demands of end users. For instance, In June, 2024, IBM Corporation teamed up with Telefonica Tech, an IT service management company to enhance AI, analytics, and data management solutions. This collaboration will deploy SHARK.X, a multi-cloud platform, and establish a use case office for client pilots. Additionally, In August, 2024, GE Vernova and Systems With Intelligence (SWI) signed an agreement at the CIGRE event in Paris to develop advanced substation monitoring solutions. This aims to integrate technologies like gas sensing and infrared thermography, aiming to enhance grid asset management and improve reliability for utilities and Transmission System Operators.

Based on the Analysis presented in the KBV Cardinal matrix; Microsoft Corporation is the forerunner in the Big Data Analytics in Smart Manufacturing Market. In June, 2022, Microsoft Corporation teamed up with Procter & Gamble (P&G) to enhance P&G's digital manufacturing using Microsoft Cloud. Companies such as IBM Corporation, Siemens AG, and General Electric Company are some of the key innovators in Big Data Analytics in Smart Manufacturing Market.

Market Growth Factors

Reactive or scheduled upkeep is frequently employed in conventional maintenance strategies, which can be costly and inefficient. Reactive maintenance addresses issues only after a failure occurs, leading to unexpected downtime and potential damage to equipment. Scheduled maintenance, while better, can still be inefficient as it does not account for the actual condition of the equipment. On the other hand, predictive maintenance uses big data analytics to continuously monitor the condition of machinery and predict failures before they happen. This capability reduces unplanned downtime, enhances operational efficiency, and drives the adoption of predictive maintenance solutions in the smart manufacturing. Hence, an enhanced focus on predictive maintenance to reduce operational downtime propels the market's growth.

Industry 4.0 emphasizes the digitization and automation of manufacturing processes, leading to the generation of vast amounts of data from various sources such as sensors, machines, and production lines. Big data analytics tools are essential for processing and analyzing this data to uncover insights, optimize workflows, and enhance automation, ultimately improving productivity and reducing operational costs. This competitive advantage is fuelling the growth of the big data analytics in smart manufacturing market as manufacturers seek to leverage these insights to enhance their offerings. Thus, the increasing adoption of Industry 4.0 technologies in manufacturing drives the market's growth.

Market Restraining Factors

Implementing smart manufacturing technologies typically requires substantial investment in advanced hardware and infrastructure. This includes installing IoT devices, sensors, robotics, advanced machinery, and other smart equipment. These components are often costly, and the expenses can quickly increase, especially for large-scale manufacturing operations. The need for robust and high-performance infrastructure to support the integration of these technologies further escalates the initial investment requirements, posing a financial challenge for many manufacturers. Even though the long-term advantages are evident, the initial expenses may be beyond their financial capacity, which limits their capacity to implement these sophisticated technologies and impedes the overall market expansion. Thus, high initial investment costs are hampering the growth of the market.

Component Outlook

Based on component, the market is divided into software and services. The services segment procured 39% revenue share in the market in 2023. This segment plays a crucial role in enhancing the overall effectiveness of big data analytics by providing manufacturers with the necessary expertise and support to leverage these technologies effectively. As organizations increasingly adopt big data analytics solutions, the demand for related services continues to rise, highlighting the importance of a well-rounded data management and analysis approach.

Deployment Outlook

On the basis of deployment mode, the market is segmented into on-premises and cloud-based. The cloud-based segment recorded 57% revenue share in the big data analytics in smart manufacturing market in 2023. This shift toward cloud-based analytics highlights the growing preference among manufacturers for solutions that offer flexibility, scalability, and cost efficiency. As companies increasingly adopt digital transformation strategies, the ability to access and analyze vast amounts of data in real-time from anywhere has become essential, driving the demand for cloud-based analytics in the smart manufacturing sector.

Cloud-based Outlook

The cloud-based segment is further subdivided into public cloud, private cloud, and hybrid cloud. In 2023, the public cloud segment attained 44% revenue share in the big data analytics in smart manufacturing market. Public cloud solutions enabled manufacturers to leverage vast amounts of data for real-time analytics, enhancing operational efficiency and decision-making. This trend facilitated advanced analytics capabilities, fostering innovation and competitive advantages within the industry.

Organization Size Outlook

On the basis of organization size, the market is segmented into large enterprises and small & medium-sized enterprises (SMEs). In 2023, the small & medium-sized enterprises (SMEs) segment attained 44% revenue share in the market. SMEs, although smaller in scale compared to large enterprises, are increasingly recognizing the value of big data analytics in enhancing their competitive edge. These enterprises are leveraging big data analytics to improve their manufacturing processes, reduce operational costs, and drive innovation.

Application Outlook

Based on application, the market is categorized into predictive maintenance, supply chain optimization, quality management, production optimization, asset management, and others. In 2023, the predictive maintenance segment registered 25% revenue share in the market. This significant growth can be attributed to manufacturers' increasing focus on minimizing downtime and enhancing operational efficiency. Predictive maintenance leverages data analytics to forecast equipment failures and proactively schedule maintenance, reducing costs and improving productivity.

Industry Vertical Outlook

By industry vertical, the market is divided into automotive, electronics, aerospace & defense, healthcare & pharmaceuticals, energy & utilities, food & beverages, and others. In 2023, the electronics segment registered 19% revenue share in the market. This performance can be attributed to the rapid technological advancements within the electronics industry, where manufacturers are increasingly leveraging big data analytics to enhance product quality, streamline production processes, and optimize supply chain management. Integrating smart manufacturing practices in this sector has made analytics an indispensable tool for innovation and efficiency.

Technology Outlook

Based on technology, the market is divided into artificial intelligence (AI), machine learning, internet of things (IoT), cloud computing, and others. The artificial intelligence (AI) segment attained 34% revenue share in the big data analytics in smart manufacturing market in 2023. AI is critical in processing large datasets, identifying patterns, and generating actionable insights that enhance decision-making processes. By integrating AI into their operations, manufacturers can optimize production schedules, improve quality control, and reduce operational costs, making it a pivotal component of smart manufacturing strategies.

Regional Outlook

Region-wise, the market is analyzed across North America, Europe, Asia Pacific, and LAMEA. The North America region witnessed 39% revenue share in the market in 2023. This can be attributed to a robust manufacturing sector, advanced technological infrastructure, and a high level of investment in research and development. North American manufacturers are increasingly adopting big data analytics solutions to enhance operational efficiency, optimize supply chains, and improve product quality.

Recent Strategies Deployed in the Market

Sep-2024: Rockwell Automation, Inc. unveiled its connected worker solution from Plex to enhance productivity, quality, and safety in manufacturing. This solution addresses workforce challenges by providing real-time guidance and multimedia content, improving skills retention, and reducing errors. It streamlines applications, lowers costs, and mitigates cybersecurity risks, supporting the Future of Industrial Work.
Jun-2024: Honeywell International Inc. unveiled Honeywell Batch Historian, a software solution that enables manufacturers to easily capture and analyze contextualized data for improved reporting and analytics. This user-friendly tool simplifies batch data visualization without requiring advanced programming skills, enhancing product quality, regulatory compliance, and operational efficiency in digital manufacturing.
Jun-2024: Oracle Corporation unveiled Oracle Fusion Cloud SCM customers will have access to Smart Operations, aimed at enhancing performance and decision-making for Oracle Cloud Manufacturing and Maintenance users. Key features include automated data capture workbenches for on-site workers and AI-driven anomaly detection with actionable recommendations.
May-2024: Siemens AG announced the partnership with Sight Machine Inc., a streaming platform to integrate manufacturing AI into on-premises automation networks. Sight Machine's Manufacturing Data Platform enhances production by analyzing various manufacturing data, while Siemens Industrial Edge facilitates centralized management of connected devices and applications, improving shop-floor productivity, data efficiency, and business decision-making.
Apr-2024: SAP SE unveiled new AI advancements in its supply chain solutions aimed at boosting productivity and efficiency in manufacturing. Real-time AI-driven insights will help companies optimize decisions, improve logistics, and enhance inventory management, addressing current disruptions. Future innovations, particularly generative AI, promise to transform supply chain operations significantly.

List of Key Companies Profiled

IBM Corporation
Siemens AG
General Electric Company
SAP SE
Microsoft Corporation
Honeywell International Inc.
Oracle Corporation
Rockwell Automation, Inc.
PTC Inc.
Cisco Systems, Inc.

Global Big Data Analytics in Smart Manufacturing Market Report Segmentation

By Component

Software
- Data Analytics & Visualization Tools
- Data Integration & Management Tools
- Reporting & Monitoring Tools
Services
- Consulting
- Implementation
- Support & Maintenance

By Deployment Mode

Cloud
- Public Cloud
- Hybrid Cloud
- Private Cloud
On-premises

By Organization Size

Large Enterprises
Small & Medium-sized Enterprises (SMEs)

By Technology

Artificial Intelligence (AI)
Internet of Things (IoT)
Machine Learning
Cloud Computing
Other Technology

By Industry Vertical

Automotive
Electronics
Healthcare & Pharmaceuticals
Aerospace & Defense
Energy & Utilities
Food & Beverages
Other Industry Vertical

By Application

Predictive Maintenance
Supply Chain Optimization
Production Optimization
Quality Management
Asset Management
Other Application

By Geography

North America
- US
- Canada
- Mexico
- Rest of North America
Europe
- Germany
- UK
- France
- Russia
- Spain
- Italy
- Rest of Europe
Asia Pacific
- China
- Japan
- India
- South Korea
- Singapore
- Malaysia
- Rest of Asia Pacific
LAMEA
- Brazil
- Argentina
- UAE
- Saudi Arabia
- South Africa
- Nigeria
- Rest of LAMEA

Chapter 1. Market Scope & Methodology

1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
- 1.4.1 Global Big Data Analytics in Smart Manufacturing Market, by Component
- 1.4.2 Global Big Data Analytics in Smart Manufacturing Market, by Deployment Mode
- 1.4.3 Global Big Data Analytics in Smart Manufacturing Market, by Organization Size
- 1.4.4 Global Big Data Analytics in Smart Manufacturing Market, by Technology
- 1.4.5 Global Big Data Analytics in Smart Manufacturing Market, by Industry Vertical
- 1.4.6 Global Big Data Analytics in Smart Manufacturing Market, by Application
- 1.4.7 Global Big Data Analytics in Smart Manufacturing Market, by Geography
1.5 Methodology for the research

Chapter 2. Market at a Glance

2.1 Key Highlights

Chapter 3. Market Overview

3.1 Introduction
- 3.1.1 Overview
  - 3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
- 3.2.1 Market Drivers
- 3.2.2 Market Restraints
- 3.2.3 Market Opportunities
- 3.2.4 Market Challenges

Chapter 4. Competition Analysis - Global

4.1 KBV Cardinal Matrix
4.2 Recent Industry Wide Strategic Developments
- 4.2.1 Partnerships, Collaborations and Agreements
- 4.2.2 Product Launches and Product Expansions
- 4.2.3 Acquisition and Mergers
4.3 Market Share Analysis, 2023
4.4 Top Winning Strategies
- 4.4.1 Key Leading Strategies: Percentage Distribution (2020-2024)
- 4.4.2 Key Strategic Move: (Partnerships, Collaborations & Agreements: 2020, Jun - 2024, Aug) Leading Players
4.5 Porter Five Forces Analysis

Chapter 5. Global Big Data Analytics in Smart Manufacturing Market by Component

5.1 Global Software Market by Region
5.2 Global Big Data Analytics in Smart Manufacturing Market by Software Type
- 5.2.1 Global Data Analytics & Visualization Tools Market by Region
- 5.2.2 Global Data Integration & Management Tools Market by Region
- 5.2.3 Global Reporting & Monitoring Tools Market by Region
5.3 Global Services Market by Region
5.4 Global Big Data Analytics in Smart Manufacturing Market by Services Type
- 5.4.1 Global Consulting Market by Region
- 5.4.2 Global Implementation Market by Region
- 5.4.3 Global Support & Maintenance Market by Region

Chapter 6. Global Big Data Analytics in Smart Manufacturing Market by Deployment Mode

6.1 Global Cloud Market by Region
6.2 Global Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
- 6.2.1 Global Public Cloud Market by Region
- 6.2.2 Global Hybrid Cloud Market by Region
- 6.2.3 Global Private Cloud Market by Region
6.3 Global On-premises Market by Region

Chapter 7. Global Big Data Analytics in Smart Manufacturing Market by Organization Size

7.1 Global Large Enterprises Market by Region
7.2 Global Small & Medium-sized Enterprises (SMEs) Market by Region

Chapter 8. Global Big Data Analytics in Smart Manufacturing Market by Technology

8.1 Global Artificial Intelligence (AI) Market by Region
8.2 Global Internet of Things (IoT) Market by Region
8.3 Global Machine Learning Market by Region
8.4 Global Cloud Computing Market by Region
8.5 Global Other Technology Market by Region

Chapter 9. Global Big Data Analytics in Smart Manufacturing Market by Industry Vertical

9.1 Global Automotive Market by Region
9.2 Global Electronics Market by Region
9.3 Global Healthcare & Pharmaceuticals Market by Region
9.4 Global Aerospace & Defense Market by Region
9.5 Global Energy & Utilities Market by Region
9.6 Global Food & Beverages Market by Region
9.7 Global Other Industry Vertical Market by Region

Chapter 10. Global Big Data Analytics in Smart Manufacturing Market by Application

10.1 Global Predictive Maintenance Market by Region
10.2 Global Supply Chain Optimization Market by Region
10.3 Global Production Optimization Market by Region
10.4 Global Quality Management Market by Region
10.5 Global Asset Management Market by Region
10.6 Global Other Application Market by Region

Chapter 11. Global Big Data Analytics in Smart Manufacturing Market by Region

11.1 North America Big Data Analytics in Smart Manufacturing Market
- 11.1.1 North America Big Data Analytics in Smart Manufacturing Market by Component
  - 11.1.1.1 North America Software Market by Region
  - 11.1.1.2 North America Big Data Analytics in Smart Manufacturing Market by Software Type
    - 11.1.1.2.1 North America Data Analytics & Visualization Tools Market by Country
    - 11.1.1.2.2 North America Data Integration & Management Tools Market by Country
    - 11.1.1.2.3 North America Reporting & Monitoring Tools Market by Country
  - 11.1.1.3 North America Services Market by Region
  - 11.1.1.4 North America Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.1.1.4.1 North America Consulting Market by Country
    - 11.1.1.4.2 North America Implementation Market by Country
    - 11.1.1.4.3 North America Support & Maintenance Market by Country
- 11.1.2 North America Big Data Analytics in Smart Manufacturing Market by Deployment Mode
  - 11.1.2.1 North America Cloud Market by Region
  - 11.1.2.2 North America Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.1.2.2.1 North America Public Cloud Market by Country
    - 11.1.2.2.2 North America Hybrid Cloud Market by Country
    - 11.1.2.2.3 North America Private Cloud Market by Country
  - 11.1.2.3 North America On-premises Market by Region
- 11.1.3 North America Big Data Analytics in Smart Manufacturing Market by Organization Size
  - 11.1.3.1 North America Large Enterprises Market by Country
  - 11.1.3.2 North America Small & Medium-sized Enterprises (SMEs) Market by Country
- 11.1.4 North America Big Data Analytics in Smart Manufacturing Market by Technology
  - 11.1.4.1 North America Artificial Intelligence (AI) Market by Country
  - 11.1.4.2 North America Internet of Things (IoT) Market by Country
  - 11.1.4.3 North America Machine Learning Market by Country
  - 11.1.4.4 North America Cloud Computing Market by Country
  - 11.1.4.5 North America Other Technology Market by Country
- 11.1.5 North America Big Data Analytics in Smart Manufacturing Market by Industry Vertical
  - 11.1.5.1 North America Automotive Market by Country
  - 11.1.5.2 North America Electronics Market by Country
  - 11.1.5.3 North America Healthcare & Pharmaceuticals Market by Country
  - 11.1.5.4 North America Aerospace & Defense Market by Country
  - 11.1.5.5 North America Energy & Utilities Market by Country
  - 11.1.5.6 North America Food & Beverages Market by Country
  - 11.1.5.7 North America Other Industry Vertical Market by Country
- 11.1.6 North America Big Data Analytics in Smart Manufacturing Market by Application
  - 11.1.6.1 North America Predictive Maintenance Market by Country
  - 11.1.6.2 North America Supply Chain Optimization Market by Country
  - 11.1.6.3 North America Production Optimization Market by Country
  - 11.1.6.4 North America Quality Management Market by Country
  - 11.1.6.5 North America Asset Management Market by Country
  - 11.1.6.6 North America Other Application Market by Country
- 11.1.7 North America Big Data Analytics in Smart Manufacturing Market by Country
  - 11.1.7.1 US Big Data Analytics in Smart Manufacturing Market
    - 11.1.7.1.1 US Big Data Analytics in Smart Manufacturing Market by Component
      - 11.1.7.1.1.1 US Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.1.7.1.1.2 US Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.1.7.1.2 US Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.1.7.1.2.1 US Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.1.7.1.3 US Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.1.7.1.4 US Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.1.7.1.5 US Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.1.7.1.6 US Big Data Analytics in Smart Manufacturing Market by Application
  - 11.1.7.2 Canada Big Data Analytics in Smart Manufacturing Market
    - 11.1.7.2.1 Canada Big Data Analytics in Smart Manufacturing Market by Component
      - 11.1.7.2.1.1 Canada Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.1.7.2.1.2 Canada Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.1.7.2.2 Canada Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.1.7.2.2.1 Canada Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.1.7.2.3 Canada Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.1.7.2.4 Canada Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.1.7.2.5 Canada Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.1.7.2.6 Canada Big Data Analytics in Smart Manufacturing Market by Application
  - 11.1.7.3 Mexico Big Data Analytics in Smart Manufacturing Market
    - 11.1.7.3.1 Mexico Big Data Analytics in Smart Manufacturing Market by Component
      - 11.1.7.3.1.1 Mexico Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.1.7.3.1.2 Mexico Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.1.7.3.2 Mexico Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.1.7.3.2.1 Mexico Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.1.7.3.3 Mexico Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.1.7.3.4 Mexico Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.1.7.3.5 Mexico Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.1.7.3.6 Mexico Big Data Analytics in Smart Manufacturing Market by Application
  - 11.1.7.4 Rest of North America Big Data Analytics in Smart Manufacturing Market
    - 11.1.7.4.1 Rest of North America Big Data Analytics in Smart Manufacturing Market by Component
      - 11.1.7.4.1.1 Rest of North America Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.1.7.4.1.2 Rest of North America Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.1.7.4.2 Rest of North America Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.1.7.4.2.1 Rest of North America Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.1.7.4.3 Rest of North America Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.1.7.4.4 Rest of North America Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.1.7.4.5 Rest of North America Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.1.7.4.6 Rest of North America Big Data Analytics in Smart Manufacturing Market by Application
11.2 Europe Big Data Analytics in Smart Manufacturing Market
- 11.2.1 Europe Big Data Analytics in Smart Manufacturing Market by Component
  - 11.2.1.1 Europe Software Market by Country
  - 11.2.1.2 Europe Big Data Analytics in Smart Manufacturing Market by Software Type
    - 11.2.1.2.1 Europe Data Analytics & Visualization Tools Market by Country
    - 11.2.1.2.2 Europe Data Integration & Management Tools Market by Country
    - 11.2.1.2.3 Europe Reporting & Monitoring Tools Market by Country
  - 11.2.1.3 Europe Services Market by Country
  - 11.2.1.4 Europe Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.2.1.4.1 Europe Consulting Market by Country
    - 11.2.1.4.2 Europe Implementation Market by Country
    - 11.2.1.4.3 Europe Support & Maintenance Market by Country
- 11.2.2 Europe Big Data Analytics in Smart Manufacturing Market by Deployment Mode
  - 11.2.2.1 Europe Cloud Market by Country
  - 11.2.2.2 Europe Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.2.2.2.1 Europe Public Cloud Market by Country
    - 11.2.2.2.2 Europe Hybrid Cloud Market by Country
    - 11.2.2.2.3 Europe Private Cloud Market by Country
  - 11.2.2.3 Europe On-premises Market by Country
- 11.2.3 Europe Big Data Analytics in Smart Manufacturing Market by Organization Size
  - 11.2.3.1 Europe Large Enterprises Market by Country
  - 11.2.3.2 Europe Small & Medium-sized Enterprises (SMEs) Market by Country
- 11.2.4 Europe Big Data Analytics in Smart Manufacturing Market by Technology
  - 11.2.4.1 Europe Artificial Intelligence (AI) Market by Country
  - 11.2.4.2 Europe Internet of Things (IoT) Market by Country
  - 11.2.4.3 Europe Machine Learning Market by Country
  - 11.2.4.4 Europe Cloud Computing Market by Country
  - 11.2.4.5 Europe Other Technology Market by Country
- 11.2.5 Europe Big Data Analytics in Smart Manufacturing Market by Industry Vertical
  - 11.2.5.1 Europe Automotive Market by Country
  - 11.2.5.2 Europe Electronics Market by Country
  - 11.2.5.3 Europe Healthcare & Pharmaceuticals Market by Country
  - 11.2.5.4 Europe Aerospace & Defense Market by Country
  - 11.2.5.5 Europe Energy & Utilities Market by Country
  - 11.2.5.6 Europe Food & Beverages Market by Country
  - 11.2.5.7 Europe Other Industry Vertical Market by Country
- 11.2.6 Europe Big Data Analytics in Smart Manufacturing Market by Application
  - 11.2.6.1 Europe Predictive Maintenance Market by Country
  - 11.2.6.2 Europe Supply Chain Optimization Market by Country
  - 11.2.6.3 Europe Production Optimization Market by Country
  - 11.2.6.4 Europe Quality Management Market by Country
  - 11.2.6.5 Europe Asset Management Market by Country
  - 11.2.6.6 Europe Other Application Market by Country
- 11.2.7 Europe Big Data Analytics in Smart Manufacturing Market by Country
  - 11.2.7.1 Germany Big Data Analytics in Smart Manufacturing Market
    - 11.2.7.1.1 Germany Big Data Analytics in Smart Manufacturing Market by Component
      - 11.2.7.1.1.1 Germany Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.2.7.1.1.2 Germany Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.2.7.1.2 Germany Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.2.7.1.2.1 Germany Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.2.7.1.3 Germany Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.2.7.1.4 Germany Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.2.7.1.5 Germany Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.2.7.1.6 Germany Big Data Analytics in Smart Manufacturing Market by Application
  - 11.2.7.2 UK Big Data Analytics in Smart Manufacturing Market
    - 11.2.7.2.1 UK Big Data Analytics in Smart Manufacturing Market by Component
      - 11.2.7.2.1.1 UK Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.2.7.2.1.2 UK Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.2.7.2.2 UK Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.2.7.2.2.1 UK Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.2.7.2.3 UK Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.2.7.2.4 UK Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.2.7.2.5 UK Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.2.7.2.6 UK Big Data Analytics in Smart Manufacturing Market by Application
  - 11.2.7.3 France Big Data Analytics in Smart Manufacturing Market
    - 11.2.7.3.1 France Big Data Analytics in Smart Manufacturing Market by Component
      - 11.2.7.3.1.1 France Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.2.7.3.1.2 France Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.2.7.3.2 France Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.2.7.3.2.1 France Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.2.7.3.3 France Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.2.7.3.4 France Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.2.7.3.5 France Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.2.7.3.6 France Big Data Analytics in Smart Manufacturing Market by Application
  - 11.2.7.4 Russia Big Data Analytics in Smart Manufacturing Market
    - 11.2.7.4.1 Russia Big Data Analytics in Smart Manufacturing Market by Component
      - 11.2.7.4.1.1 Russia Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.2.7.4.1.2 Russia Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.2.7.4.2 Russia Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.2.7.4.2.1 Russia Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.2.7.4.3 Russia Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.2.7.4.4 Russia Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.2.7.4.5 Russia Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.2.7.4.6 Russia Big Data Analytics in Smart Manufacturing Market by Application
  - 11.2.7.5 Spain Big Data Analytics in Smart Manufacturing Market
    - 11.2.7.5.1 Spain Big Data Analytics in Smart Manufacturing Market by Component
      - 11.2.7.5.1.1 Spain Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.2.7.5.1.2 Spain Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.2.7.5.2 Spain Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.2.7.5.2.1 Spain Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.2.7.5.3 Spain Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.2.7.5.4 Spain Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.2.7.5.5 Spain Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.2.7.5.6 Spain Big Data Analytics in Smart Manufacturing Market by Application
  - 11.2.7.6 Italy Big Data Analytics in Smart Manufacturing Market
    - 11.2.7.6.1 Italy Big Data Analytics in Smart Manufacturing Market by Component
      - 11.2.7.6.1.1 Italy Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.2.7.6.1.2 Italy Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.2.7.6.2 Italy Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.2.7.6.2.1 Italy Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.2.7.6.3 Italy Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.2.7.6.4 Italy Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.2.7.6.5 Italy Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.2.7.6.6 Italy Big Data Analytics in Smart Manufacturing Market by Application
  - 11.2.7.7 Rest of Europe Big Data Analytics in Smart Manufacturing Market
    - 11.2.7.7.1 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Component
      - 11.2.7.7.1.1 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.2.7.7.1.2 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.2.7.7.2 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.2.7.7.2.1 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.2.7.7.3 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.2.7.7.4 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.2.7.7.5 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.2.7.7.6 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Application
11.3 Asia Pacific Big Data Analytics in Smart Manufacturing Market
- 11.3.1 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Component
  - 11.3.1.1 Asia Pacific Software Market by Country
  - 11.3.1.2 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Software Type
    - 11.3.1.2.1 Asia Pacific Data Analytics & Visualization Tools Market by Country
    - 11.3.1.2.2 Asia Pacific Data Integration & Management Tools Market by Country
    - 11.3.1.2.3 Asia Pacific Reporting & Monitoring Tools Market by Country
  - 11.3.1.3 Asia Pacific Services Market by Country
  - 11.3.1.4 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.3.1.4.1 Asia Pacific Consulting Market by Country
    - 11.3.1.4.2 Asia Pacific Implementation Market by Country
    - 11.3.1.4.3 Asia Pacific Support & Maintenance Market by Country
- 11.3.2 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Deployment Mode
  - 11.3.2.1 Asia Pacific Cloud Market by Country
  - 11.3.2.2 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.3.2.2.1 Asia Pacific Public Cloud Market by Country
    - 11.3.2.2.2 Asia Pacific Hybrid Cloud Market by Country
    - 11.3.2.2.3 Asia Pacific Private Cloud Market by Country
  - 11.3.2.3 Asia Pacific On-premises Market by Country
- 11.3.3 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Organization Size
  - 11.3.3.1 Asia Pacific Large Enterprises Market by Country
  - 11.3.3.2 Asia Pacific Small & Medium-sized Enterprises (SMEs) Market by Country
- 11.3.4 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Technology
  - 11.3.4.1 Asia Pacific Artificial Intelligence (AI) Market by Country
  - 11.3.4.2 Asia Pacific Internet of Things (IoT) Market by Country
  - 11.3.4.3 Asia Pacific Machine Learning Market by Country
  - 11.3.4.4 Asia Pacific Cloud Computing Market by Country
  - 11.3.4.5 Asia Pacific Other Technology Market by Country
- 11.3.5 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Industry Vertical
  - 11.3.5.1 Asia Pacific Automotive Market by Country
  - 11.3.5.2 Asia Pacific Electronics Market by Country
  - 11.3.5.3 Asia Pacific Healthcare & Pharmaceuticals Market by Country
  - 11.3.5.4 Asia Pacific Aerospace & Defense Market by Country
  - 11.3.5.5 Asia Pacific Energy & Utilities Market by Country
  - 11.3.5.6 Asia Pacific Food & Beverages Market by Country
  - 11.3.5.7 Asia Pacific Other Industry Vertical Market by Country
- 11.3.6 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Application
  - 11.3.6.1 Asia Pacific Predictive Maintenance Market by Country
  - 11.3.6.2 Asia Pacific Supply Chain Optimization Market by Country
  - 11.3.6.3 Asia Pacific Production Optimization Market by Country
  - 11.3.6.4 Asia Pacific Quality Management Market by Country
  - 11.3.6.5 Asia Pacific Asset Management Market by Country
  - 11.3.6.6 Asia Pacific Other Application Market by Country
- 11.3.7 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Country
  - 11.3.7.1 China Big Data Analytics in Smart Manufacturing Market
    - 11.3.7.1.1 China Big Data Analytics in Smart Manufacturing Market by Component
      - 11.3.7.1.1.1 China Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.3.7.1.1.2 China Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.3.7.1.2 China Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.3.7.1.2.1 China Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.3.7.1.3 China Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.3.7.1.4 China Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.3.7.1.5 China Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.3.7.1.6 China Big Data Analytics in Smart Manufacturing Market by Application
  - 11.3.7.2 Japan Big Data Analytics in Smart Manufacturing Market
    - 11.3.7.2.1 Japan Big Data Analytics in Smart Manufacturing Market by Component
      - 11.3.7.2.1.1 Japan Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.3.7.2.1.2 Japan Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.3.7.2.2 Japan Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.3.7.2.2.1 Japan Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.3.7.2.3 Japan Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.3.7.2.4 Japan Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.3.7.2.5 Japan Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.3.7.2.6 Japan Big Data Analytics in Smart Manufacturing Market by Application
  - 11.3.7.3 India Big Data Analytics in Smart Manufacturing Market
    - 11.3.7.3.1 India Big Data Analytics in Smart Manufacturing Market by Component
      - 11.3.7.3.1.1 India Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.3.7.3.1.2 India Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.3.7.3.2 India Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.3.7.3.2.1 India Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.3.7.3.3 India Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.3.7.3.4 India Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.3.7.3.5 India Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.3.7.3.6 India Big Data Analytics in Smart Manufacturing Market by Application
  - 11.3.7.4 South Korea Big Data Analytics in Smart Manufacturing Market
    - 11.3.7.4.1 South Korea Big Data Analytics in Smart Manufacturing Market by Component
      - 11.3.7.4.1.1 South Korea Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.3.7.4.1.2 South Korea Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.3.7.4.2 South Korea Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.3.7.4.2.1 South Korea Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.3.7.4.3 South Korea Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.3.7.4.4 South Korea Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.3.7.4.5 South Korea Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.3.7.4.6 South Korea Big Data Analytics in Smart Manufacturing Market by Application
  - 11.3.7.5 Singapore Big Data Analytics in Smart Manufacturing Market
    - 11.3.7.5.1 Singapore Big Data Analytics in Smart Manufacturing Market by Component
      - 11.3.7.5.1.1 Singapore Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.3.7.5.1.2 Singapore Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.3.7.5.2 Singapore Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.3.7.5.2.1 Singapore Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.3.7.5.3 Singapore Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.3.7.5.4 Singapore Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.3.7.5.5 Singapore Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.3.7.5.6 Singapore Big Data Analytics in Smart Manufacturing Market by Application
  - 11.3.7.6 Malaysia Big Data Analytics in Smart Manufacturing Market
    - 11.3.7.6.1 Malaysia Big Data Analytics in Smart Manufacturing Market by Component
      - 11.3.7.6.1.1 Malaysia Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.3.7.6.1.2 Malaysia Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.3.7.6.2 Malaysia Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.3.7.6.2.1 Malaysia Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.3.7.6.3 Malaysia Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.3.7.6.4 Malaysia Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.3.7.6.5 Malaysia Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.3.7.6.6 Malaysia Big Data Analytics in Smart Manufacturing Market by Application
  - 11.3.7.7 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market
    - 11.3.7.7.1 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Component
      - 11.3.7.7.1.1 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.3.7.7.1.2 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.3.7.7.2 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.3.7.7.2.1 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.3.7.7.3 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.3.7.7.4 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.3.7.7.5 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.3.7.7.6 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Application
11.4 LAMEA Big Data Analytics in Smart Manufacturing Market
- 11.4.1 LAMEA Big Data Analytics in Smart Manufacturing Market by Component
  - 11.4.1.1 LAMEA Software Market by Country
  - 11.4.1.2 LAMEA Big Data Analytics in Smart Manufacturing Market by Software Type
    - 11.4.1.2.1 LAMEA Data Analytics & Visualization Tools Market by Country
    - 11.4.1.2.2 LAMEA Data Integration & Management Tools Market by Country
    - 11.4.1.2.3 LAMEA Reporting & Monitoring Tools Market by Country
  - 11.4.1.3 LAMEA Services Market by Country
  - 11.4.1.4 LAMEA Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.4.1.4.1 LAMEA Consulting Market by Country
    - 11.4.1.4.2 LAMEA Implementation Market by Country
    - 11.4.1.4.3 LAMEA Support & Maintenance Market by Country
- 11.4.2 LAMEA Big Data Analytics in Smart Manufacturing Market by Deployment Mode
  - 11.4.2.1 LAMEA Cloud Market by Country
  - 11.4.2.2 LAMEA Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.4.2.2.1 LAMEA Public Cloud Market by Country
    - 11.4.2.2.2 LAMEA Hybrid Cloud Market by Country
    - 11.4.2.2.3 LAMEA Private Cloud Market by Country
  - 11.4.2.3 LAMEA On-premises Market by Country
- 11.4.3 LAMEA Big Data Analytics in Smart Manufacturing Market by Organization Size
  - 11.4.3.1 LAMEA Large Enterprises Market by Country
  - 11.4.3.2 LAMEA Small & Medium-sized Enterprises (SMEs) Market by Country
- 11.4.4 LAMEA Big Data Analytics in Smart Manufacturing Market by Technology
  - 11.4.4.1 LAMEA Artificial Intelligence (AI) Market by Country
  - 11.4.4.2 LAMEA Internet of Things (IoT) Market by Country
  - 11.4.4.3 LAMEA Machine Learning Market by Country
  - 11.4.4.4 LAMEA Cloud Computing Market by Country
  - 11.4.4.5 LAMEA Other Technology Market by Country
- 11.4.5 LAMEA Big Data Analytics in Smart Manufacturing Market by Industry Vertical
  - 11.4.5.1 LAMEA Automotive Market by Country
  - 11.4.5.2 LAMEA Electronics Market by Country
  - 11.4.5.3 LAMEA Healthcare & Pharmaceuticals Market by Country
  - 11.4.5.4 LAMEA Aerospace & Defense Market by Country
  - 11.4.5.5 LAMEA Energy & Utilities Market by Country
  - 11.4.5.6 LAMEA Food & Beverages Market by Country
  - 11.4.5.7 LAMEA Other Industry Vertical Market by Country
- 11.4.6 LAMEA Big Data Analytics in Smart Manufacturing Market by Application
  - 11.4.6.1 LAMEA Predictive Maintenance Market by Country
  - 11.4.6.2 LAMEA Supply Chain Optimization Market by Country
  - 11.4.6.3 LAMEA Production Optimization Market by Country
  - 11.4.6.4 LAMEA Quality Management Market by Country
  - 11.4.6.5 LAMEA Asset Management Market by Country
  - 11.4.6.6 LAMEA Other Application Market by Country
- 11.4.7 LAMEA Big Data Analytics in Smart Manufacturing Market by Country
  - 11.4.7.1 Brazil Big Data Analytics in Smart Manufacturing Market
    - 11.4.7.1.1 Brazil Big Data Analytics in Smart Manufacturing Market by Component
      - 11.4.7.1.1.1 Brazil Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.4.7.1.1.2 Brazil Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.4.7.1.2 Brazil Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.4.7.1.2.1 Brazil Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.4.7.1.3 Brazil Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.4.7.1.4 Brazil Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.4.7.1.5 Brazil Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.4.7.1.6 Brazil Big Data Analytics in Smart Manufacturing Market by Application
  - 11.4.7.2 Argentina Big Data Analytics in Smart Manufacturing Market
    - 11.4.7.2.1 Argentina Big Data Analytics in Smart Manufacturing Market by Component
      - 11.4.7.2.1.1 Argentina Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.4.7.2.1.2 Argentina Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.4.7.2.2 Argentina Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.4.7.2.2.1 Argentina Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.4.7.2.3 Argentina Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.4.7.2.4 Argentina Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.4.7.2.5 Argentina Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.4.7.2.6 Argentina Big Data Analytics in Smart Manufacturing Market by Application
  - 11.4.7.3 UAE Big Data Analytics in Smart Manufacturing Market
    - 11.4.7.3.1 UAE Big Data Analytics in Smart Manufacturing Market by Component
      - 11.4.7.3.1.1 UAE Big Data Analytics in Smart Manufacturing Market by Software Type
      - 11.4.7.3.1.2 UAE Big Data Analytics in Smart Manufacturing Market by Services Type
    - 11.4.7.3.2 UAE Big Data Analytics in Smart Manufacturing Market by Deployment Mode
      - 11.4.7.3.2.1 UAE Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
    - 11.4.7.3.3 UAE Big Data Analytics in Smart Manufacturing Market by Organization Size
    - 11.4.7.3.4 UAE Big Data Analytics in Smart Manufacturing Market by Technology
    - 11.4.7.3.5 UAE Big Data Analytics in Smart Manufacturing Market by Industry Vertical
    - 11.4.7.3.6 UA

스마트 제조용 빅데이터 분석 시장 규모, 점유율, 동향 분석 리포트(컴포넌트별, 도입별, 조직 규모별, 기술별, 업계별, 용도별, 지역별, 전망과 예측(2024-2031년)

Global Big Data Analytics in Smart Manufacturing Market Size, Share & Trends Analysis Report By Component, By Deployment, By Organization Size, By Technology, By Industry Vertical, By Application, By Regional Outlook and Forecast, 2024 - 2031

목차

제1장 시장 범위와 조사 방법

제2장 시장 개관

제3장 시장 개요

제4장 경쟁 분석 - 세계

제5장 세계의 스마트 제조용 빅데이터 분석 시장 규모 : 컴포넌트별

제6장 세계의 스마트 제조용 빅데이터 분석 시장 규모 : 도입 모드별

제7장 세계의 스마트 제조용 빅데이터 분석 시장 규모 : 조직 규모별

제8장 세계의 스마트 제조용 빅데이터 분석 시장 규모 : 기술별

제9장 세계의 스마트 제조용 빅데이터 분석 시장 규모 : 업계별