출판 : MarketsandMarkets (마켓츠앤마켓츠) 출판년월 : 2023년02월
머티리얼스 인포매틱스(Material Informatics) 시장 : 기술 (통계 분석, 유전 알고리즘, 딥 텐서, 디지털 어닐러), 요소 (금속, 합금), 화학 (염료, 중합체, 생체 분자), 용도 (화학, 제약) – 2028년까지의 세계 예측
Material Informatics Market by Technique (Statistical Analysis, Genetic Algorithm, Deep Tensors, Digital Annealers), Elements (Metals, Alloys), Chemicals (Dyes, Polymers, Biomolecules), Application (Chemical, Pharmaceutical) – Global Forecast to 2028
| 페이지수 | 194 |
| 도표수 | 224 |
| 구성 | 영문조사보고서 |
| 가격 |
The global material informatics market size is anticipated to grow from USD 129 million in 2023 to USD 276 million by 2028, at a CAGR of 16.3% from 2023 to 2028. The rising implementation of material informatics software integrated with AI/ML for materials R&D due to technological advancement and growing digitalization in several applications such as manufacturing, chemical & pharmaceutical, and materials science are some of the major factors propelling the growth of material informatics market.
전 세계 머티리얼스 인포매틱스 시장 규모는 2023년 1억 2,900만 달러에서 2028년까지 2억 7,600만 달러로 2023년에서 2028년까지 연평균 16.3% 성장할 것으로 예상됩니다. 재료 R&D를 위해 AI/ML과 통합된 재료 정보 소프트웨어의 구현 증가로 인해 제조, 화학 및 제약, 재료 과학과 같은 여러 응용 분야에서 기술 발전 및 디지털화 증가는 재료 정보 시장의 성장을 촉진하는 주요 요인 중 일부입니다.
“Elements to contribute largest market share from 2023 to 2028.”
Material informatics software is used for understanding different elements in various applications, including materials science, manufacturing, food science, energy, and others. Different elements include metals, ceramics, composites, alloys, superalloys, and semiconductors. Using trial and error or synthesis methods can be exhaustive and inefficient during these elements’ optimization or discovery processes. To simplify the element development and analysis processes, material informatics software plays a key role.
“Chemical & pharmaceutical application is expected to contribute significant market share in material informatics market during the forecast period.”
The main purpose of material informatics in the chemical & pharmaceutical application is to simplify the discovery and development process of novel chemical blends and, ultimately, new chemical compounds. As a result, many companies are focusing on the R&D of different chemicals. Thus, these R&D activities require collecting, storing, analyzing, and manipulating chemical data. These sustainable operations are achieved by implementing material informatics solutions in the chemical & pharmaceutical sector.
“North America is expected to account for the largest share of market during the forecast period.”
The presence of many key players such as Mat3ra (US), Schrödinger (US), Citrine Informatics (US), Kebotix (US), AI Materia (Canada), Kitware (US), and Uncountable (US), along with a large customer base of manufacturing and chemical & pharmaceutical applications, is one of the major factors driving the material informatics market in the region. The US is also a manufacturing hub for the aerospace industry, which ultimately focuses on material R&D essential for the aerospace sector. All these factors are expected to contribute to the growth of the material informatics market in North America.
Break-up of the profiles of primary participants:
• By Company Type – Tier 1 – 35%, Tier 2 – 40%, and Tier 3 – 25%
• By Designation – C-level Executives – 35%, Directors – 45%, and Others – 20%
• By Region – North America – 35%, Europe – 30%, Asia Pacific – 25%, and RoW – 10%
Research Coverage:
The material informatics market has been segmented into material type, application and region. the material informatics market has been studied for North America, Europe, Asia Pacific, and the Rest of the World (RoW).
Reasons to buy the report:
• Illustrative segmentation, analysis, and forecast of the market based on material type, application and region have been conducted to give an overall view of the material informatics market.
• A value chain analysis has been performed to provide in-depth insights into the material informatics market.
• The key drivers, restraints, opportunities, and challenges pertaining to the material informatics market have been detailed in this report.
• The report includes a detailed competitive landscape of the market, along with key players, as well as an in-depth analysis of their revenues.
목차
1 INTRODUCTION 27
1.1 STUDY OBJECTIVES 27
1.2 MARKET DEFINITION 28
1.3 INCLUSIONS AND EXCLUSIONS 28
1.4 STUDY SCOPE 29
1.4.1 MARKETS COVERED 29
FIGURE 1 MATERIAL INFORMATICS MARKET SEGMENTATION 29
1.4.2 GEOGRAPHIC SCOPE 29
1.4.3 YEARS CONSIDERED 30
1.5 CURRENCY CONSIDERED 30
1.6 STAKEHOLDERS 30
2 RESEARCH METHODOLOGY 31
2.1 RESEARCH DATA 31
FIGURE 2 MATERIAL INFORMATICS MARKET: RESEARCH DESIGN 31
2.1.1 SECONDARY DATA 32
2.1.1.1 List of major secondary sources 32
2.1.1.2 Key data from secondary sources 33
2.1.2 PRIMARY DATA 33
2.1.2.1 Breakdown of primaries 33
2.1.2.2 Primary interviews with experts 34
2.1.2.3 Key data from primary sources 34
2.1.3 SECONDARY AND PRIMARY RESEARCH 35
2.1.3.1 Key industry insights 36
2.2 MARKET SIZE ESTIMATION 36
2.2.1 BOTTOM-UP APPROACH 37
2.2.1.1 To estimate market size using bottom-up approach (demand side) 37
FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 37
2.2.2 TOP-DOWN APPROACH 38
2.2.2.1 To estimate market size using top-down approach (supply side) 38
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 38
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY FOR MATERIAL INFORMATICS THROUGH SUPPLY-SIDE ANALYSIS 39
2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 39
FIGURE 6 DATA TRIANGULATION 40
2.4 RESEARCH ASSUMPTIONS AND LIMITATIONS 40
2.4.1 RESEARCH ASSUMPTIONS 40
FIGURE 7 ASSUMPTIONS OF RESEARCH STUDY 40
2.4.2 RESEARCH LIMITATIONS 41
2.5 PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET 41
2.6 RISK ASSESSMENT 41
FIGURE 8 RISK ASSESSMENT OF RESEARCH STUDY 41
3 EXECUTIVE SUMMARY 42
FIGURE 9 ELEMENTS TO ACCOUNT FOR LARGEST SHARE OF MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, FROM 2023 TO 2028 42
FIGURE 10 MATERIALS SCIENCE SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 43
FIGURE 11 ASIA PACIFIC TO RECORD HIGHEST CAGR IN GLOBAL MATERIAL INFORMATICS MARKET DURING 2023−2028 43
3.1 ANALYSIS OF RECESSION IMPACT ON MATERIAL INFORMATICS MARKET 44
FIGURE 12 GDP GROWTH PROJECTION TILL 2023 FOR MAJOR ECONOMIES (% CHANGE) 44
FIGURE 13 IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET GROWTH 45
4 PREMIUM INSIGHTS 46
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MATERIAL INFORMATICS MARKET 46
FIGURE 14 ASIA PACIFIC TO BE LUCRATIVE MARKET FOR MATERIAL INFORMATICS 46
4.2 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE 46
FIGURE 15 ELEMENTS SEGMENT HELD LARGEST SHARE OF MATERIAL INFORMATICS MARKET IN 2022 46
4.3 MATERIAL INFORMATICS MARKET, BY APPLICATION 47
FIGURE 16 CHEMICAL & PHARMACEUTICAL SEGMENT TO CAPTURE LARGEST MARKET SIZE FROM 2023 T0 2028 47
4.4 MATERIAL INFORMATICS MARKET, BY COUNTRY 47
FIGURE 17 CHINA TO REGISTER HIGHEST CAGR IN GLOBAL MARKET DURING FORECAST PERIOD 47
5 MARKET OVERVIEW 48
5.1 INTRODUCTION 48
5.2 MARKET DYNAMICS 48
FIGURE 18 MATERIAL INFORMATICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 48
5.2.1 DRIVERS 49
5.2.1.1 Rising use of AI in materials science 49
5.2.1.2 Government initiatives to support materials research and development 49
5.2.1.3 Rising demand for materials informatics techniques to accelerate materials and manufacturing innovations 49
FIGURE 19 IMPACT ANALYSIS OF DRIVERS 50
5.2.2 RESTRAINTS 51
5.2.2.1 Shortage of technical resources 51
5.2.2.2 High costs of maintenance and services 51
FIGURE 20 IMPACT ANALYSIS OF RESTRAINTS 51
5.2.3 OPPORTUNITIES 52
5.2.3.1 Growing popularity of cloud-based data analytics platforms to analyze materials 52
5.2.3.2 Ease of building material databases using digital technologies 52
FIGURE 21 IMPACT ANALYSIS OF OPPORTUNITIES 52
5.2.4 CHALLENGES 53
5.2.4.1 Lack of prescribed standards and regulations 53
5.2.4.2 Interoperability issues 53
FIGURE 22 IMPACT ANALYSIS OF CHALLENGES FOR MATERIAL INFORMATICS MARKET 53
5.3 VALUE CHAIN ANALYSIS 54
FIGURE 23 VALUE CHAIN ANALYSIS OF MATERIAL INFORMATICS MARKET 54
5.4 ECOSYSTEM ANALYSIS 55
FIGURE 24 ECOSYSTEM MAP 55
TABLE 1 LIST OF KEY COMPANIES AND THEIR ROLE IN MATERIAL INFORMATICS ECOSYSTEM 55
5.5 PRICING ANALYSIS 56
5.5.1 PRICING ANALYSIS OF PLATFORMS OFFERED BY KEY PLAYERS 56
FIGURE 25 ASP OF MATERIAL INFORMATICS PLATFORMS OFFERED BY MAT3RA BASED ON ACCOUNT MEMBERS 56
TABLE 2 AVERAGE SUBSCRIPTION PRICE FOR MATERIAL INFORMATICS PLATFORMS PROVIDED BY MAT3RA BASED ON ACCOUNT MEMBERS (USD) 57
5.5.2 ASP TREND 57
5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 58
FIGURE 26 REVENUE SHIFT AND NEW REVENUE POCKETS FOR PLAYERS IN MATERIAL INFORMATICS MARKET 58
5.7 TECHNOLOGY ANALYSIS 58
5.7.1 ARTIFICIAL INTELLIGENCE/MACHINE LEARNING 58
5.7.2 POLYMER INFORMATICS 59
5.7.3 CHEMICAL INFORMATICS 59
5.7.4 BIOINFORMATICS 59
5.8 PORTER’S FIVE FORCES ANALYSIS 60
TABLE 3 MATERIAL INFORMATICS MARKET: PORTER’S FIVE FORCES ANALYSIS 60
5.9 KEY STAKEHOLDERS AND BUYING CRITERIA 61
5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS 61
FIGURE 27 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS 61
TABLE 4 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%) 61
5.9.2 BUYING CRITERIA 62
FIGURE 28 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS 62
TABLE 5 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS 62
5.10 CASE STUDY ANALYSIS 62
TABLE 6 USE OF AI-DRIVEN PLATFORM OFFERED BY CITRINE INFORMATICS TO PROCESS CARBON FIBERS 62
TABLE 7 ADOPTION OF TECHNOLOGY PLATFORM OFFERED BY EXPONENTIAL TECHNOLOGIES TO OPTIMIZE PRODUCTION WORKFLOW AND REDUCE LEAD TIMES AND DEVELOPMENT COSTS 63
TABLE 8 IMPLEMENTATION OF MIP OFFERED BY MATERIALSZONE TO OVERCOME CHALLENGES WHILE PRODUCING INNOVATIVE PLASTICS 63
5.11 PATENT ANALYSIS 64
FIGURE 29 TOP 10 COMPANIES/INSTITUTIONS WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 64
TABLE 9 TOP 20 PATENT OWNERS (US) IN LAST 10 YEARS 64
FIGURE 30 NUMBER OF PATENTS GRANTED PER YEAR FROM 2012 TO 2022 65
TABLE 10 LIST OF KEY PATENTS IN MATERIAL INFORMATICS MARKET, 2019–2022 65
5.12 KEY CONFERENCES AND EVENTS (2023) 66
TABLE 11 MATERIAL INFORMATICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 66
5.13 REGULATORY LANDSCAPE 66
5.13.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS RELATED TO MATERIAL INFORMATICS MARKET 66
TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 67
TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 67
5.13.2 STANDARDS AND REGULATIONS RELATED TO MATERIAL INFORMATICS SOLUTIONS 68
TABLE 14 SAFETY STANDARDS FOR MATERIAL INFORMATICS MARKET 68
6 PROMINENT TECHNIQUES IN MATERIAL INFORMATICS 69
6.1 INTRODUCTION 69
FIGURE 31 PROMINENT TECHNIQUES IMPLEMENTED IN MATERIAL INFORMATICS 69
6.2 STATISTICAL ANALYSIS 70
6.3 GENETIC ALGORITHM 70
6.4 OTHERS 71
7 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE 72
7.1 INTRODUCTION 73
FIGURE 32 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE 73
FIGURE 33 ELEMENTS TO LEAD MATERIAL INFORMATICS MARKET FROM 2023 TO 2028 73
TABLE 15 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 74
TABLE 16 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 74
7.2 ELEMENTS 75
7.2.1 RAPID DEVELOPMENT, DISCOVERY, AND ANALYSIS BENEFITS OFFERED BY MATERIAL INFORMATICS SOFTWARE TO FUEL DEMAND 75
TABLE 17 ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 75
TABLE 18 ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 76
FIGURE 34 NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR ELEMENTS SEGMENT IN 2028 76
TABLE 19 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 76
TABLE 20 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 77
7.3 CHEMICALS 77
7.3.1 STRONG FOCUS ON DISCOVERY, DEVELOPMENT, AND OPTIMIZATION OF CHEMICAL COMPOUNDS TO PROPEL GROWTH 77
FIGURE 35 CHEMICAL & PHARMACEUTICAL APPLICATIONS TO HOLD LARGEST SHARE OF CHEMICALS SEGMENT IN MATERIAL INFORMATICS MARKET IN 2028 78
TABLE 21 CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 78
TABLE 22 CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 79
TABLE 23 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 79
TABLE 24 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 79
7.4 OTHERS 80
TABLE 25 OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 80
TABLE 26 OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 80
TABLE 27 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 81
TABLE 28 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 81
8 MATERIAL INFORMATICS MARKET, BY APPLICATION 82
8.1 INTRODUCTION 83
FIGURE 36 MATERIAL INFORMATICS MARKET, BY APPLICATION 83
FIGURE 37 CHEMICAL & PHARMACEUTICAL SEGMENT TO LEAD MATERIAL INFORMATICS MARKET, BY APPLICATION, DURING FORECAST PERIOD 83
TABLE 29 MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 84
TABLE 30 MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 84
8.2 CHEMICAL & PHARMACEUTICAL 85
8.2.1 INCLINATION OF CHEMICAL & PHARMACEUTICAL COMPANIES TOWARD R&D TO FUEL MARKET GROWTH 85
TABLE 31 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 85
TABLE 32 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 86
TABLE 33 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 86
TABLE 34 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 86
8.3 MATERIALS SCIENCE 87
8.3.1 ADOPTION OF MATERIALS MODELING TECHNIQUES FOR RAPID DISCOVERY AND DEVELOPMENT OF MATERIALS TO DRIVE MARKET 87
FIGURE 38 ELEMENTS SEGMENT TO LEAD MATERIALS SCIENCE MARKET THROUGHOUT FORECAST PERIOD 87
TABLE 35 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 88
TABLE 36 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 88
TABLE 37 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 88
TABLE 38 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 89
8.4 MANUFACTURING 89
8.4.1 IMPLEMENTATION OF MATERIAL INFORMATICS SOFTWARE IN MANUFACTURING AUTOMOBILES AND ELECTRONIC PRODUCTS TO STIMULATE GROWTH 89
TABLE 39 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 90
TABLE 40 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 90
FIGURE 39 NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD 91
TABLE 41 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 91
TABLE 42 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 91
8.5 FOOD SCIENCE 92
8.5.1 NEED FOR EFFICIENT ANALYSIS OF FOOD CONSTITUENTS THROUGH STATISTICAL QUALITY CONTROL METHODS TO BOOST MARKET 92
TABLE 43 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 92
TABLE 44 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 93
TABLE 45 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 93
TABLE 46 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 93
8.6 ENERGY 94
8.6.1 INCREASED DEMAND FOR SUSTAINABLE ENERGY PRODUCTION AND STORAGE TO SUPPORT MATERIAL INFORMATICS MARKET GROWTH 94
TABLE 47 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 94
TABLE 48 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 94
TABLE 49 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 95
TABLE 50 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 95
8.7 OTHERS 95
TABLE 51 OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 96
TABLE 52 OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 96
TABLE 53 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 96
TABLE 54 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 97
9 MATERIAL INFORMATICS MARKET, BY REGION 98
9.1 INTRODUCTION 99
FIGURE 40 MATERIAL INFORMATICS MARKET IN CHINA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 99
TABLE 55 MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 100
TABLE 56 MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 100
9.2 NORTH AMERICA 101
FIGURE 41 NORTH AMERICA: SNAPSHOT OF MATERIAL INFORMATICS MARKET 102
TABLE 57 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 102
TABLE 58 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 103
TABLE 59 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 103
TABLE 60 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 103
TABLE 61 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 104
TABLE 62 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 104
9.2.1 US 104
9.2.1.1 Focus of automobile and aerospace companies on developing lightweight materials to boost market 104
TABLE 63 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 105
TABLE 64 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 105
9.2.2 CANADA 106
9.2.2.1 Government regulations to reduce pollution and plastic waste to create opportunities for material informatics software providers 106
TABLE 65 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 106
TABLE 66 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 106
9.2.3 MEXICO 107
9.2.3.1 Efficient manufacturing base to create opportunities for providers of material informatics software 107
TABLE 67 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 107
TABLE 68 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 108
9.3 EUROPE 108
FIGURE 42 EUROPE: SNAPSHOT OF MATERIAL INFORMATICS MARKET 109
TABLE 69 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 110
TABLE 70 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 110
TABLE 71 EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 110
TABLE 72 EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 111
TABLE 73 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 111
TABLE 74 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 111
9.3.1 UK 112
9.3.1.1 Significant demand for material informatics from aerospace component manufacturers to support market growth 112
TABLE 75 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 112
TABLE 76 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 112
9.3.2 GERMANY 113
9.3.2.1 High adoption of material informatics software by automakers to propel market 113
TABLE 77 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 113
TABLE 78 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 113
9.3.3 FRANCE 114
9.3.3.1 Booming additive manufacturing industry to facilitate use of material informatics platforms 114
TABLE 79 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 114
TABLE 80 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 115
9.3.4 REST OF EUROPE 115
TABLE 81 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 115
TABLE 82 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 115
9.4 ASIA PACIFIC 116
FIGURE 43 ASIA PACIFIC: SNAPSHOT OF MATERIAL INFORMATICS MARKET 117
TABLE 83 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 117
TABLE 84 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 118
TABLE 85 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 118
TABLE 86 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 118
TABLE 87 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 119
TABLE 88 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 119
9.4.1 CHINA 119
9.4.1.1 Booming automotive, pharmaceutical, and food industries to stimulate demand for material informatics software 119
TABLE 89 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 120
TABLE 90 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 120
9.4.2 JAPAN 121
9.4.2.1 Presence of leading electronics manufacturing companies to fuel demand for material informatics software 121
TABLE 91 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 121
TABLE 92 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 121
9.4.3 SOUTH KOREA 122
9.4.3.1 Thriving electronics & semiconductor industry to drive market 122
TABLE 93 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 122
TABLE 94 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 122
9.4.4 REST OF ASIA PACIFIC 123
TABLE 95 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 123
TABLE 96 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 123
9.5 ROW 124
TABLE 97 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 124
TABLE 98 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 124
TABLE 99 ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 125
TABLE 100 ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 125
TABLE 101 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION) 125
TABLE 102 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION) 126
9.5.1 MIDDLE EAST & AFRICA 126
9.5.1.1 Potential opportunities from food science and aerospace applications to stimulate growth 126
TABLE 103 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 126
TABLE 104 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 127
9.5.2 SOUTH AMERICA 127
9.5.2.1 Growing requirements from food processing companies to lead to high demand for material informatics 127
TABLE 105 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION) 127
TABLE 106 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION) 128
10 COMPETITIVE LANDSCAPE 129
10.1 OVERVIEW 129
10.2 STRATEGIES ADOPTED BY KEY PLAYERS 129
TABLE 107 OVERVIEW OF STRATEGIES FOLLOWED BY LEADING COMPANIES IN MATERIAL INFORMATICS MARKET 129
10.3 FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS 130
FIGURE 44 REVENUE ANALYSIS OF TOP PLAYERS, 2017–2021 130
10.4 MARKET SHARE ANALYSIS 131
TABLE 108 MARKET SHARE ANALYSIS (2022) 131
10.5 COMPETITIVE EVALUATION QUADRANT 132
10.5.1 STAR PLAYERS 132
10.5.2 EMERGING LEADERS 132
10.5.3 PERVASIVE PLAYERS 133
10.5.4 PARTICIPANTS 133
FIGURE 45 MATERIAL INFORMATICS MARKET (GLOBAL) COMPANY EVALUATION QUADRANT, 2022 133
10.6 SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT 134
10.6.1 PROGRESSIVE COMPANIES 134
10.6.2 RESPONSIVE COMPANIES 134
10.6.3 DYNAMIC COMPANIES 134
10.6.4 STARTING BLOCKS 134
FIGURE 46 MATERIAL INFORMATICS MARKET (GLOBAL) SMES EVALUATION QUADRANT, 2022 135
10.7 MATERIAL INFORMATICS MARKET: COMPANY FOOTPRINT 136
TABLE 109 OVERALL COMPANY FOOTPRINT 136
TABLE 110 COMPANY MATERIAL TYPE FOOTPRINT 137
TABLE 111 COMPANY APPLICATION FOOTPRINT 138
TABLE 112 COMPANY REGION FOOTPRINT 139
10.8 COMPETITIVE BENCHMARKING 140
TABLE 113 MATERIAL INFORMATICS MARKET: LIST OF KEY STARTUPS/SMES 140
TABLE 114 MATERIAL INFORMATICS MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 141
10.9 COMPETITIVE SCENARIO 141
TABLE 115 MATERIAL INFORMATICS MARKET: PRODUCT LAUNCHES, 2020−2022 141
TABLE 116 MATERIAL INFORMATICS MARKET: DEALS, 2021–2022 142
TABLE 117 MATERIAL INFORMATICS MARKET: OTHERS, 2020–2021 143
11 COMPANY PROFILES 144
(Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats) *
11.1 KEY PLAYERS 144
11.1.1 SCHRÖDINGER 144
TABLE 118 SCHRÖDINGER: BUSINESS OVERVIEW 144
FIGURE 47 SCHRÖDINGER: COMPANY SNAPSHOT 145
TABLE 119 SCHRÖDINGER: PRODUCTS/SOLUTIONS/SERVICES OFFERED 145
TABLE 120 SCHRÖDINGER: DEALS 147
11.1.2 DASSAULT SYSTÈMES 151
TABLE 121 DASSAULT SYSTÈMES: BUSINESS OVERVIEW 151
FIGURE 48 DASSAULT SYSTÈMES: COMPANY SNAPSHOT 152
TABLE 122 DASSAULT SYSTÈMES: PRODUCTS/SOLUTIONS/SERVICES OFFERED 152
11.1.3 MAT3RA 154
TABLE 123 MAT3RA: BUSINESS OVERVIEW 154
TABLE 124 MAT3RA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 154
TABLE 125 MAT3RA: OTHERS 155
11.1.4 CITRINE INFORMATICS 156
TABLE 126 CITRINE INFORMATICS: BUSINESS OVERVIEW 156
TABLE 127 CITRINE INFORMATICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 156
TABLE 128 CITRINE INFORMATICS: PRODUCT LAUNCHES 157
TABLE 129 CITRINE INFORMATICS: DEALS 157
TABLE 130 CITRINE INFORMATICS: OTHERS 159
11.1.5 PHASESHIFT TECHNOLOGIES 161
TABLE 131 PHASESHIFT TECHNOLOGIES: BUSINESS OVERVIEW 161
TABLE 132 PHASESHIFT TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED 161
TABLE 133 PHASESHIFT TECHNOLOGIES: OTHERS 162
11.1.6 AI MATERIA 163
TABLE 134 AI MATERIA: BUSINESS OVERVIEW 163
TABLE 135 AI MATERIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 163
11.1.7 HITACHI HIGH-TECH 164
TABLE 136 HITACHI HIGH-TECH: BUSINESS OVERVIEW 164
TABLE 137 HITACHI HIGH-TECH: PRODUCTS/SOLUTIONS/SERVICES OFFERED 164
11.1.8 KEBOTIX 165
TABLE 138 KEBOTIX: BUSINESS OVERVIEW 165
TABLE 139 KEBOTIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED 165
TABLE 140 KEBOTIX: DEALS 166
TABLE 141 KEBOTIX: OTHERS 167
11.1.9 MATERIALSZONE 168
TABLE 142 MATERIALSZONE: BUSINESS OVERVIEW 168
TABLE 143 MATERIALSZONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 168
11.1.10 MATERIALS DESIGN 169
TABLE 144 MATERIALS DESIGN: BUSINESS OVERVIEW 169
TABLE 145 MATERIALS DESIGN: PRODUCTS/SOLUTIONS/SERVICES OFFERED 169
TABLE 146 MATERIALS DESIGN: PRODUCT LAUNCHES 170
11.2 OTHER PLAYERS 171
11.2.1 ALLOYED 171
TABLE 147 ALLOYED: COMPANY OVERVIEW 171
11.2.2 EXPONENTIAL TECHNOLOGIES (XT) 172
TABLE 148 EXPONENTIAL TECHNOLOGIES: COMPANY OVERVIEW 172
11.2.3 INNOPHORE 172
TABLE 149 INNOPHORE: COMPANY OVERVIEW 172
11.2.4 INTELLEGENS 173
TABLE 150 INTELLEGENS: COMPANY OVERVIEW 173
11.2.5 KITWARE 174
TABLE 151 KITWARE: COMPANY OVERVIEW 174
11.2.6 NOBLE.AI 175
TABLE 152 NOBLE.AI: COMPANY OVERVIEW 175
11.2.7 ONTOCHEM 175
TABLE 153 ONTOCHEM: COMPANY OVERVIEW 175
11.2.8 PERKINELMER INFORMATICS 176
TABLE 154 PERKINELMER INFORMATICS: COMPANY OVERVIEW 176
11.2.9 POLYMERIZE 177
TABLE 155 POLYMERIZE: COMPANY OVERVIEW 177
11.2.10 PREFERRED COMPUTATIONAL CHEMISTRY 178
TABLE 156 PREFERRED COMPUTATIONAL CHEMISTRY: COMPANY OVERVIEW 178
11.2.11 QUESTEK INNOVATIONS 179
TABLE 157 QUESTEK INNOVATIONS: COMPANY OVERVIEW 179
11.2.12 SIMREKA 180
TABLE 158 SIMREKA: COMPANY OVERVIEW 180
11.2.13 TILDE MATERIALS INFORMATICS 181
TABLE 159 TILDE MATERIALS INFORMATICS: COMPANY OVERVIEW 181
11.2.14 TOXTRACK 181
TABLE 160 TOXTRACK: COMPANY OVERVIEW 181
11.2.15 UNCOUNTABLE 182
TABLE 161 UNCOUNTABLE: COMPANY OVERVIEW 182
*Details on Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats might not be captured in case of unlisted companies.
12 ADJACENT MARKET 183
12.1 ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET 183
12.2 INTRODUCTION 183
FIGURE 49 MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET BETWEEN 2022 AND 2027 183
TABLE 162 AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2018–2021 (USD MILLION) 184
TABLE 163 AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 184
12.3 MACHINE LEARNING 185
12.3.1 ADVANCEMENTS IN DEEP LEARNING AND SUPERVISED LEARNING TECHNOLOGIES TO DRIVE MARKET 185
TABLE 164 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2018–2021 (USD MILLION) 185
TABLE 165 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2022–2027 (USD MILLION) 185
TABLE 166 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2018–2021 (USD MILLION) 186
TABLE 167 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2022–2027 (USD MILLION) 186
12.3.2 DEEP LEARNING 187
12.3.2.1 Rapid adoption of robotics in manufacturing industry to drive demand for deep learning 187
12.3.3 SUPERVISED LEARNING 188
12.3.3.1 Image recognition and predictive analytics applications to play major role in market growth 188
12.3.4 REINFORCEMENT LEARNING 188
12.3.4.1 Integration of reinforcement learning with ML algorithms for maximization of system performance to support market growth 188
12.3.5 UNSUPERVISED LEARNING 188
12.3.5.1 Ability of unsupervised learning to discover hidden data patterns or groupings in large datasets to accelerate demand 188
12.3.6 OTHERS 189
12.4 NATURAL LANGUAGE PROCESSING 189
12.4.1 DEVELOPMENTS IN NATURAL LANGUAGE PROCESSING FOR REAL-TIME TRANSLATION TO FUEL DEMAND 189
TABLE 168 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2018–2021 (USD MILLION) 190
TABLE 169 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2022–2027 (USD MILLION) 190
12.5 CONTEXT-AWARE COMPUTING 191
12.5.1 RISING USE OF CONTEXT-AWARE COMPUTING TO PROVIDE TASK-RELEVANT INFORMATION AND SERVICES TO USERS TO SUPPORT MARKET GROWTH 191
TABLE 170 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2018–2021 (USD MILLION) 191
TABLE 171 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2022–2027 (USD MILLION) 192
TABLE 172 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2018–2021 (USD MILLION) 192
TABLE 173 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2022–2027 (USD MILLION) 193
12.6 COMPUTER VISION 193
12.6.1 NEED TO ANALYZE AND PROVIDE VISUAL FEEDBACK ON 3D OBJECTS, GEOMETRIC SHAPES, VOLUMES, AND PATTERNS TO BOOST DEMAND FOR COMPUTER VISION TECHNOLOGY 193
TABLE 174 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2018–2021 (USD MILLION) 194
TABLE 175 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2022–2027 (USD MILLION) 194
13 APPENDIX 195
13.1 INSIGHTS FROM INDUSTRY EXPERTS 195
13.2 DISCUSSION GUIDE 196
13.3 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 198
13.4 CUSTOMIZATION OPTIONS 200
13.5 RELATED REPORTS 200
13.6 AUTHOR DETAILS 201
