1 INTRODUCTION

1.1 MARKET DEFINITION

1.2 MARKET SEGMENTATION

1.3 RESEARCH TIMELINES

1.4 ASSUMPTIONS

1.5 LIMITATIONS
2 RESEARCH METHODOLOGY

2.1 DATA MINING

2.2 SECONDARY RESEARCH

2.3 PRIMARY RESEARCH

2.4 SUBJECT MATTER EXPERT ADVICE

2.5 QUALITY CHECK

2.6 FINAL REVIEW

2.7 DATA TRIANGULATION

2.8 BOTTOM-UP APPROACH

2.9 TOP-DOWN APPROACH

2.1 RESEARCH FLOW

2.11 DATA SOURCES
3 EXECUTIVE SUMMARY

3.1 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET OVERVIEW

3.2 GLOBAL MACHINE LEARNING IN MANUFACTURING ECOLOGY MAPPING

3.3 GLOBAL MACHINE LEARNING IN MANUFACTURING ABSOLUTE MARKET OPPORTUNITY

3.4 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET ATTRACTIVENESS

3.5 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET GEOGRAPHICAL ANALYSIS (CAGR %)

3.6 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE (USD MILLION)

3.7 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION (USD MILLION)

3.8 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION (USD MILLION)

3.9 FUTURE MARKET OPPORTUNITIES

3.1 GLOBAL MARKET SPLIT
4 MARKET OUTLOOK

4.1 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET EVOLUTION

4.2 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET OUTLOOK

4.3 MARKET DRIVERS

4.3.1 INCREASING GROWTH OF MACHINE LEARNING IN THE GLOBAL MANUFACTURING SECTOR

4.3.1 RISING ADOPTION OF ROBOTS IN THE MANUFACTURING SECTOR

4.4 MARKET RESTRAINTS

4.4.1 BARRIERS TO THE ADOPTION OF MACHINE LEARNING IN THE MANUFACTURING SECTOR

4.4.2 CONCERN REGARDING THE AVAILABILITY OF DATA, DATA QUALITY, AND DATA SECURITY

4.5 MARKET OPPORTUNITIES

4.5.1 GROWTH OF SMART MANUFACTURING SECTOR ACROSS THE GLOBE

4.6 IMPACT OF COVID – 19 ON MACHINE LEARNING IN MANUFACTURING MARKET

4.7 PORTER’S FIVE FORCES

4.7.1 THE THREAT OF NEW ENTRANT

4.7.2 BARGAINING POWER OF SUPPLIERS

4.7.3 BARGAINING POWER OF BUYERS

4.7.4 THREAT OF SUBSTITUTES

4.7.5 INDUSTRIAL RIVALRY

4.8 VALUE CHAIN ANALYSIS

4.9 PRICING ANALYSIS

4.1 MACROECONOMIC ANALYSIS
5 MARKET, BY PRODUCTION STAGE

5.1 OVERVIEW

5.2 PRE-PRODUCTION

5.3 POST-PRODUCTION
6 MARKET, BY JOB FUNCTION

6.1 OVERVIEW

6.2 R&D

6.3 SALES

6.4 FINANCE

6.5 MARKETING

6.6 MANUFACTURING

6.7 OTHERS
7 MARKET, BY APPLICATION

7.1 OVERVIEW

7.2 AUTOMOBILE

7.3 ENERGY AND POWER

7.4 PHARMACEUTICALS

7.5 SEMICONDUCTORS AND ELECTRONICS

7.6 FOOD & BEVERAGES

7.7 OTHERS
8 MARKET, BY GEOGRAPHY

8.1 OVERVIEW

8.2 NORTH AMERICA

8.2.1NORTH AMERICA MARKET SNAPSHOT

8.2.2 U.S.

8.2.3 CANADA

8.2.4 MEXICO

8.3 EUROPE

8.3.1 EUROPE MARKET SNAPSHOT

8.3.2 GERMANY

8.3.3 U.K.

8.3.4 FRANCE

8.3.5 SPAIN

8.3.6 ITALY

8.3.7 REST OF EUROPE

8.4 ASIA PACIFIC

8.4.1 ASIA PACIFIC MARKET SNAPSHOT

8.4.2 CHINA

8.4.3 JAPAN

8.4.4 INDIA

8.4.5 REST OF ASIA PACIFIC

8.5 LATIN AMERICA

8.5.1 LATIN AMERICA MARKET SNAPSHOT

8.5.2 BRAZIL

8.5.3 ARGENTINA

8.5.4 REST OF LATAM

8.6 MIDDLE EAST AND AFRICA

8.6.1 MIDDLE EAST AND AFRICA MARKET SNAPSHOT

8.6.2 UAE

8.6.3 SAUDI ARABIA

8.6.4 SOUTH AFRICA

8.6.5 REST OF MIDDLE EAST AND AFRICA
9 COMPETITIVE LANDSCAPE

9.2 COMPANY MARKET RANKING ANALYSIS

9.3 ACE MATRIX

9.3.1 ACTIVE

9.3.2 CUTTING EDGE

9.3.3 EMERGING

9.3.4 INNOVATORS

9.4 COMPANY REGIONAL FOOTPRINT

9.5 COMPANY INDUSTRY FOOTPRINT
10 COMPANY PROFILES

10.1 INTEL

10.1.1 COMPANY OVERVIEW

10.1.2 COMPANY INSIGHTS

10.1.3 SEGMENT BREAKDOWN

10.1.4 PRODUCT BENCHMARKING

10.1.5 WINNING IMPERATIVES

10.1.6 CURRENT FOCUS & STRATEGIES

10.1.7 THREAT FROM COMPETITION

10.1.8 SWOT ANALYSIS
10.2 GE

10.2.1 COMPANY OVERVIEW

10.2.2 COMPANY INSIGHTS

10.2.3 SEGMENT BREAKDOWN

10.2.4 PRODUCT BENCHMARKING

10.2.5 WINNING IMPERATIVES

10.2.6 CURRENT FOCUS & STRATEGIES

10.2.7 THREAT FROM COMPETITION

10.2.8 SWOT ANALYSIS
10.3 SIEMENS

10.3.1 COMPANY OVERVIEW

10.3.2 COMPANY INSIGHTS

10.3.3 SEGMENT BREAKDOWN

10.3.4 PRODUCT BENCHMARKING

10.3.5 WINNING IMPERATIVES

10.3.6 CURRENT FOCUS & STRATEGIES

10.3.7 THREAT FROM COMPETITION

10.3.8 SWOT ANALYSIS
10.4 IBM

10.4.1 COMPANY OVERVIEW

10.4.2 COMPANY INSIGHTS

10.4.3 SEGMENT BREAKDOWN

10.4.4 PRODUCT BENCHMARKING
10.5 ROCKWELL AUTOMATION

10.5.1 COMPANY OVERVIEW

10.5.2 COMPANY INSIGHTS

10.5.3 SEGMENT BREAKDOWN

10.5.4 PRODUCT BENCHMARKING
10.6 SAP SE

10.6.1 COMPANY OVERVIEW

10.6.2 COMPANY INSIGHTS

10.6.3 PRODUCT BENCHMARKING
10.7 SALESFORCE

10.7.1 COMPANY OVERVIEW

10.7.2 COMPANY INSIGHTS

10.7.3 SEGMENT BREAKDOWN

10.7.4 PRODUCT BENCHMARKING
10.8 MICRON TECHNOLOGY

10.8.1 COMPANY OVERVIEW

10.8.2 COMPANY INSIGHTS

10.8.3 SEGMENT BREAKDOWN

10.8.4 PRODUCT BENCHMARKING
10.9 NVIDIA

10.9.1 COMPANY OVERVIEW

10.9.2 COMPANY INSIGHTS

10.9.3 SEGMENT BREAKDOWN

10.9.4 PRODUCT BENCHMARKING
10.1 SIGHT MACHINES

10.10.1 COMPANY OVERVIEW

10.10.2 COMPANY INSIGHTS

10.10.3 PRODUCT BENCHMARKING

10.10.4 KEY DEVELOPMENTS
LIST OF TABLES

TABLE 1 PROJECTED REAL GDP GROWTH (ANNUAL PERCENTAGE CHANGE) OF KEY COUNTRIES

TABLE 2 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 3 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 4 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 5 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY GEOGRAPHY, 2020-2030 (USD MILLION)

TABLE 6 NORTH AMERICA MACHINE LEARNING IN MANUFACTURING MARKET, BY COUNTRY, 2020-2030 (USD MILLION)

TABLE 7 NORTH AMERICA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 8 NORTH AMERICA MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 9 NORTH AMERICA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 10 U.S. MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 11 U.S. MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 12 U.S. MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 13 CANADA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 14 CANADA MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 15 CANADA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 16 MEXICO MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 17 MEXICO MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 18 MEXICO MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 19 EUROPE MACHINE LEARNING IN MANUFACTURING MARKET, BY COUNTRY, 2020-2030 (USD MILLION)

TABLE 20 EUROPE MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 21 EUROPE MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 22 EUROPE MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 23 GERMANY MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 24 GERMANY MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 25 GERMANY MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 26 U.K. MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 27 U.K. MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 28 U.K. MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 29 FRANCE MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 30 FRANCE MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 31 FRANCE MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 32 SPAIN MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 33 SPAIN MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 34 SPAIN MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 35 ITALY MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 36 ITALY MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 37 ITALY MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 38 REST OF EUROPE MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 39 REST OF EUROPE MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 40 REST OF EUROPE MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 41 ASIA PACIFIC MACHINE LEARNING IN MANUFACTURING MARKET, BY COUNTRY, 2020-2030 (USD MILLION)

TABLE 42 ASIA PACIFIC MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 43 ASIA PACIFIC MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 44 ASIA PACIFIC MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 45 CHINA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 46 CHINA BAL MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 47 CHINA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 48 JAPAN MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 49 JAPAN MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 50 JAPAN MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 51 INDIA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 52 INDIA MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 53 INDIA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 54 REST OF ASIA PACIFIC MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 55 REST OF ASIA PACIFIC MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 56 REST OF ASIA PACIFIC MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 57 LATIN AMERICA MACHINE LEARNING IN MANUFACTURING MARKET, BY COUNTRY, 2020-2030 (USD MILLION)

TABLE 58 LATIN AMERICA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 59 LATIN AMERICA MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 60 LATIN AMERICA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 61 BRAZIL MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 62 BRAZIL MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 63 BRAZIL MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 64 ARGENTINA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 65 ARGENTINA MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 66 ARGENTINA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 67 REST OF LATAM MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 68 REST OF LATAM MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 69 REST OF LATAM MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 70 MIDDLE EAST AND AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY COUNTRY, 2020-2030 (USD MILLION)

TABLE 71 MIDDLE EAST AND AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 72 MIDDLE EAST AND AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 73 MIDDLE EAST AND AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 74 UAE MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 75 UAE MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 76 UAE MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 77 SAUDI ARABIA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 78 SAUDI ARABIA MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 79 SAUDI ARABIA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 80 SOUTH AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 81 SOUTH AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 82 SOUTH AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 83 REST OF MIDDLE EAST AND AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE, 2020-2030 (USD MILLION)

TABLE 84 REST OF MIDDLE EAST AND AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION, 2020-2030 (USD MILLION)

TABLE 85 REST OF MIDDLE EAST AND AFRICA MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION, 2020-2030 (USD MILLION)

TABLE 86 COMPANY MARKET RANKING ANALYSIS

TABLE 87 COMPANY REGIONAL FOOTPRINT

TABLE 88 COMPANY INDUSTRY FOOTPRINT

TABLE 89 INTEL: PRODUCT BENCHMARKING

TABLE 90 INTEL: WINNING IMPERATIVES

TABLE 91 GE: PRODUCT BENCHMARKING

TABLE 92 GE: WINNING IMPERATIVES

TABLE 93 SIEMENS: PRODUCT BENCHMARKING

TABLE 94 SIEMENS: WINNING IMPERATIVES

TABLE 95 IBM: PRODUCT BENCHMARKING

TABLE 96 ROCKWELL AUTOMATION: PRODUCT BENCHMARKING

TABLE 97 SAP: PRODUCT BENCHMARKING

TABLE 98 SALESFORCE: PRODUCT BENCHMARKING

TABLE 99 MICRON TECHNOLOGY: PRODUCT BENCHMARKING

TABLE 100 NVIDIA: PRODUCT BENCHMARKING

TABLE 101 SIGHT MACHINES: PRODUCT BENCHMARKING

TABLE 102 SIGHT MACHINES: KEY DEVELOPMENTS
LIST OF FIGURES

FIGURE 1 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET SEGMENTATION

FIGURE 2 RESEARCH TIMELINES

FIGURE 3 DATA TRIANGULATION

FIGURE 4 MARKET RESEARCH FLOW

FIGURE 5 DATA SOURCES

FIGURE 6 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET ECOLOGY MAPPING

FIGURE 7 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET OPPORTUNITY

FIGURE 8 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET ATTRACTIVENESS

FIGURE 9 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET GEOGRAPHICAL ANALYSIS, 2023-2030

FIGURE 10 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE (USD MILLION)

FIGURE 11 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION (USD MILLION)

FIGURE 12 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION (USD MILLION)

FIGURE 13 FUTURE MARKET OPPORTUNITIES

FIGURE 14 NORTH AMERICA DOMINATED THE MARKET IN 2021

FIGURE 15 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET OUTLOOK

FIGURE 16 MACHINE LEARNING TECHNOLOGY ADOPTION IN MANUFACTURING

FIGURE 17 ROBOT DENSITY IN THE MANUFACTURING INDUSTRY 2020

FIGURE 18 MAJOR BARRIERS TO ADOPTING AI AND MACHINE LEARNING IN THE ORGANIZATIONS

FIGURE 19 SHARE OF MANUFACTURERS WHO HAVE AN ONGOING SMART FACTORY INITIATIVE

FIGURE 20 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY PRODUCTION STAGE

FIGURE 21 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY JOB FUNCTION

FIGURE 22 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY APPLICATION

FIGURE 23 GLOBAL MACHINE LEARNING IN MANUFACTURING MARKET, BY GEOGRAPHY, 2020-2030 (USD MILLION)

FIGURE 24 U.S. MARKET SNAPSHOT

FIGURE 25 CANADA MARKET SNAPSHOT

FIGURE 26 MEXICO MARKET SNAPSHOT

FIGURE 27 GERMANY MARKET SNAPSHOT

FIGURE 28 U.K. MARKET SNAPSHOT

FIGURE 29 FRANCE MARKET SNAPSHOT

FIGURE 30 SPAIN MARKET SNAPSHOT

FIGURE 31 ITALY MARKET SNAPSHOT

FIGURE 32 REST OF EUROPE MARKET SNAPSHOT

FIGURE 33 CHINA MARKET SNAPSHOT

FIGURE 34 JAPAN MARKET SNAPSHOT

FIGURE 35 INDIA MARKET SNAPSHOT

FIGURE 36 REST OF ASIA PACIFIC MARKET SNAPSHOT

FIGURE 37 BRAZIL MARKET SNAPSHOT

FIGURE 38 ARGENTINA MARKET SNAPSHOT

FIGURE 39 REST OF LATAM MARKET SNAPSHOT

FIGURE 40 UAE MARKET SNAPSHOT

FIGURE 41 SAUDI ARABIA MARKET SNAPSHOT

FIGURE 42 SOUTH AFRICA MARKET SNAPSHOT

FIGURE 43 REST OF MIDDLE EAST AND AFRICA MARKET SNAPSHOT

FIGURE 44 KEY STRATEGIC DEVELOPMENTS

FIGURE 45 INTEL: COMPANY INSIGHT

FIGURE 46 INTEL: SEGMENT BREAKDOWN

FIGURE 47 INTEL: SWOT ANALYSIS

FIGURE 48 GE: COMPANY INSIGHT

FIGURE 49 GE: SEGMENT BREAKDOWN

FIGURE 50 GE: SWOT ANALYSIS

FIGURE 51 SIEMENS: COMPANY INSIGHT

FIGURE 52 SIEMENS: SEGMENT BREAKDOWN

FIGURE 53 SIEMENS: SWOT ANALYSIS

FIGURE 54 IBM: COMPANY INSIGHT

FIGURE 55 IBM: SEGMENT BREAKDOWN

FIGURE 56 ROCKWELL AUTOMATION: COMPANY INSIGHT

FIGURE 57 ROCKWELL AUTOMATION: SEGMENT BREAKDOWN

FIGURE 58 SAP: COMPANY INSIGHT

FIGURE 59 SALESFORCE: COMPANY INSIGHT

FIGURE 60 SALESFORCE: SEGMENT BREAKDOWN

FIGURE 61 MICRON TECHNOLOGY: COMPANY INSIGHT

FIGURE 62 MICRON TECHNOLOGY: SEGMENT BREAKDOWN

FIGURE 63 NVIDIA: COMPANY INSIGHT

FIGURE 64 NVIDIA: SEGMENT BREAKDOWN

FIGURE 65 SIGHT MACHINES: COMPANY INSIGHT

The research starts with the extensive procurement process of data/information and statistics from company annual reports, government websites, statistics agencies, and paid databases. This information creates a base for the study. The information also helps to define the scope and to narrow down the area for study for the market. This raw information is processed and analyzed to extract crisp data points which currently affect or are likely to affect the industry during the forecast period. After analyzing the information, a proprietary statistical tool is used for market estimation and forecast, which generates the quantitative figures of the market/sub-segments in the current scenario as well as for the forecast period. 

After estimating the markets and estimates, the numbers are verified with industry participants and key opinion leaders. The wide network of industry participants add value to the research and verify the numbers and estimates provided in the study. At the last stage of the research process, a final report is prepared, which is then published on different websites as well as distributed through various channels. The below figure contains the different stages of the research process to produce the report.

1.1 DATA MINING
Data mining is an extensive part of our research process. It involves the procurement of market data and related information from different verified and credible sources. This step helps to obtain raw information about the industry and their Drivetrain, the monetary process for different end uses, the pool of market participants, and the nature of the industry and scope of the study. The data mining stage comprises both primary and secondary sources of information.
1.2 SECONDARY RESEARCH
In the secondary research process, various sources are used to identify and gather industry trends and information for the research process. We at TRI have access to some of the most diversified and extensive paid databases, which give us the most accurate data/information on markets Customers, and pricing. Mentioned below is a detailed list of sources that have been used for this study. Please note that this list is not limited to the names as mentioned; we also access other data sources depending on the need.
1.3 PRIMARY RESEARCH
In the primary research process, in-depth primary interviews are conducted with the CXOs to understand the market share, customer base, pricing strategies, channel partners, and other necessary information. Besides, in-depth primary interviews are conducted with the CXOs of vendors, channel partners, and others to validate the supply-side information. In addition, various key industry participants from both the supply and demand side are interviewed to obtain qualitative and quantitative information on the market. In-depth interviews with key primary respondents, including industry professionals, subject matter experts (Corporates), industry consultants, and C-Component executives of major companies, are conducted to obtain critical qualitative and quantitative information pertaining to the market, as well as to assess the prospects for market growth during the forecast period. Detailed information on these primary respondents is mentioned below. 
1.4 FORCASTING TECHNIQUES
We at Markstats Research Insights Private Limited follow an extensive process for arriving at market estimations, which involves the use of multiple forecasting techniques as mentioned below.