
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
- February 9, 2023
- MarketsandMarkets
- 194
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
Abstract
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.
“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.
Content
Table of Contents
1INTRODUCTION27
1.1STUDY OBJECTIVES27
1.2MARKET DEFINITION28
1.3INCLUSIONS AND EXCLUSIONS28
1.4STUDY SCOPE29
1.4.1MARKETS COVERED29
FIGURE 1MATERIAL INFORMATICS MARKET SEGMENTATION29
1.4.2GEOGRAPHIC SCOPE29
1.4.3YEARS CONSIDERED30
1.5CURRENCY CONSIDERED30
1.6STAKEHOLDERS30
2RESEARCH METHODOLOGY31
2.1RESEARCH DATA31
FIGURE 2MATERIAL INFORMATICS MARKET: RESEARCH DESIGN31
2.1.1SECONDARY DATA32
2.1.1.1List of major secondary sources32
2.1.1.2Key data from secondary sources33
2.1.2PRIMARY DATA33
2.1.2.1Breakdown of primaries33
2.1.2.2Primary interviews with experts34
2.1.2.3Key data from primary sources34
2.1.3SECONDARY AND PRIMARY RESEARCH35
2.1.3.1Key industry insights36
2.2MARKET SIZE ESTIMATION36
2.2.1BOTTOM-UP APPROACH37
2.2.1.1To estimate market size using bottom-up approach (demand side)37
FIGURE 3MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH37
2.2.2TOP-DOWN APPROACH38
2.2.2.1To estimate market size using top-down approach (supply side)38
FIGURE 4MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH38
FIGURE 5MARKET SIZE ESTIMATION METHODOLOGY FOR MATERIAL INFORMATICS THROUGH SUPPLY-SIDE ANALYSIS39
2.3MARKET BREAKDOWN AND DATA TRIANGULATION39
FIGURE 6DATA TRIANGULATION40
2.4RESEARCH ASSUMPTIONS AND LIMITATIONS40
2.4.1RESEARCH ASSUMPTIONS40
FIGURE 7ASSUMPTIONS OF RESEARCH STUDY40
2.4.2RESEARCH LIMITATIONS41
2.5PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET41
2.6RISK ASSESSMENT41
FIGURE 8RISK ASSESSMENT OF RESEARCH STUDY41
3EXECUTIVE SUMMARY42
FIGURE 9ELEMENTS TO ACCOUNT FOR LARGEST SHARE OF MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, FROM 2023 TO 202842
FIGURE 10MATERIALS SCIENCE SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD43
FIGURE 11ASIA PACIFIC TO RECORD HIGHEST CAGR IN GLOBAL MATERIAL INFORMATICS MARKET DURING 2023−202843
3.1ANALYSIS OF RECESSION IMPACT ON MATERIAL INFORMATICS MARKET44
FIGURE 12GDP GROWTH PROJECTION TILL 2023 FOR MAJOR ECONOMIES (% CHANGE)44
FIGURE 13IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET GROWTH45
4PREMIUM INSIGHTS46
4.1ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MATERIAL INFORMATICS MARKET46
FIGURE 14ASIA PACIFIC TO BE LUCRATIVE MARKET FOR MATERIAL INFORMATICS46
4.2MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE46
FIGURE 15ELEMENTS SEGMENT HELD LARGEST SHARE OF MATERIAL INFORMATICS MARKET IN 202246
4.3MATERIAL INFORMATICS MARKET, BY APPLICATION47
FIGURE 16CHEMICAL & PHARMACEUTICAL SEGMENT TO CAPTURE LARGEST MARKET SIZE FROM 2023 T0 202847
4.4MATERIAL INFORMATICS MARKET, BY COUNTRY47
FIGURE 17CHINA TO REGISTER HIGHEST CAGR IN GLOBAL MARKET DURING FORECAST PERIOD47
5MARKET OVERVIEW48
5.1INTRODUCTION48
5.2MARKET DYNAMICS48
FIGURE 18MATERIAL INFORMATICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES48
5.2.1DRIVERS49
5.2.1.1Rising use of AI in materials science49
5.2.1.2Government initiatives to support materials research and development49
5.2.1.3Rising demand for materials informatics techniques to accelerate materials and manufacturing innovations49
FIGURE 19IMPACT ANALYSIS OF DRIVERS50
5.2.2RESTRAINTS51
5.2.2.1Shortage of technical resources51
5.2.2.2High costs of maintenance and services51
FIGURE 20IMPACT ANALYSIS OF RESTRAINTS51
5.2.3OPPORTUNITIES52
5.2.3.1Growing popularity of cloud-based data analytics platforms to analyze materials52
5.2.3.2Ease of building material databases using digital technologies52
FIGURE 21IMPACT ANALYSIS OF OPPORTUNITIES52
5.2.4CHALLENGES53
5.2.4.1Lack of prescribed standards and regulations53
5.2.4.2Interoperability issues53
FIGURE 22IMPACT ANALYSIS OF CHALLENGES FOR MATERIAL INFORMATICS MARKET53
5.3VALUE CHAIN ANALYSIS54
FIGURE 23VALUE CHAIN ANALYSIS OF MATERIAL INFORMATICS MARKET54
5.4ECOSYSTEM ANALYSIS55
FIGURE 24ECOSYSTEM MAP55
TABLE 1LIST OF KEY COMPANIES AND THEIR ROLE IN MATERIAL INFORMATICS ECOSYSTEM55
5.5PRICING ANALYSIS56
5.5.1PRICING ANALYSIS OF PLATFORMS OFFERED BY KEY PLAYERS56
FIGURE 25ASP OF MATERIAL INFORMATICS PLATFORMS OFFERED BY MAT3RA BASED ON ACCOUNT MEMBERS56
TABLE 2AVERAGE SUBSCRIPTION PRICE FOR MATERIAL INFORMATICS PLATFORMS PROVIDED BY MAT3RA BASED ON ACCOUNT MEMBERS (USD)57
5.5.2ASP TREND57
5.6TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS58
FIGURE 26REVENUE SHIFT AND NEW REVENUE POCKETS FOR PLAYERS IN MATERIAL INFORMATICS MARKET58
5.7TECHNOLOGY ANALYSIS58
5.7.1ARTIFICIAL INTELLIGENCE/MACHINE LEARNING58
5.7.2POLYMER INFORMATICS59
5.7.3CHEMICAL INFORMATICS59
5.7.4BIOINFORMATICS59
5.8PORTER’S FIVE FORCES ANALYSIS60
TABLE 3MATERIAL INFORMATICS MARKET: PORTER’S FIVE FORCES ANALYSIS60
5.9KEY STAKEHOLDERS AND BUYING CRITERIA61
5.9.1KEY STAKEHOLDERS IN BUYING PROCESS61
FIGURE 27INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS61
TABLE 4INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%)61
5.9.2BUYING CRITERIA62
FIGURE 28KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS62
TABLE 5KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS62
5.10CASE STUDY ANALYSIS62
TABLE 6USE OF AI-DRIVEN PLATFORM OFFERED BY CITRINE INFORMATICS TO PROCESS CARBON FIBERS62
TABLE 7ADOPTION OF TECHNOLOGY PLATFORM OFFERED BY EXPONENTIAL TECHNOLOGIES TO OPTIMIZE PRODUCTION WORKFLOW AND REDUCE LEAD TIMES AND DEVELOPMENT COSTS63
TABLE 8IMPLEMENTATION OF MIP OFFERED BY MATERIALSZONE TO OVERCOME CHALLENGES WHILE PRODUCING INNOVATIVE PLASTICS63
5.11PATENT ANALYSIS64
FIGURE 29TOP 10 COMPANIES/INSTITUTIONS WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS64
TABLE 9TOP 20 PATENT OWNERS (US) IN LAST 10 YEARS64
FIGURE 30NUMBER OF PATENTS GRANTED PER YEAR FROM 2012 TO 202265
TABLE 10LIST OF KEY PATENTS IN MATERIAL INFORMATICS MARKET, 2019–202265
5.12KEY CONFERENCES AND EVENTS (2023)66
TABLE 11MATERIAL INFORMATICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS66
5.13REGULATORY LANDSCAPE66
5.13.1REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS RELATED TO MATERIAL INFORMATICS MARKET66
TABLE 12NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS67
TABLE 13EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS67
5.13.2STANDARDS AND REGULATIONS RELATED TO MATERIAL INFORMATICS SOLUTIONS68
TABLE 14SAFETY STANDARDS FOR MATERIAL INFORMATICS MARKET68
6PROMINENT TECHNIQUES IN MATERIAL INFORMATICS69
6.1INTRODUCTION69
FIGURE 31PROMINENT TECHNIQUES IMPLEMENTED IN MATERIAL INFORMATICS69
6.2STATISTICAL ANALYSIS70
6.3GENETIC ALGORITHM70
6.4OTHERS71
7MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE72
7.1INTRODUCTION73
FIGURE 32MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE73
FIGURE 33ELEMENTS TO LEAD MATERIAL INFORMATICS MARKET FROM 2023 TO 202873
TABLE 15MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)74
TABLE 16MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)74
7.2ELEMENTS75
7.2.1RAPID DEVELOPMENT, DISCOVERY, AND ANALYSIS BENEFITS OFFERED BY MATERIAL INFORMATICS SOFTWARE TO FUEL DEMAND75
TABLE 17ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)75
TABLE 18ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)76
FIGURE 34NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR ELEMENTS SEGMENT IN 202876
TABLE 19ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)76
TABLE 20ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)77
7.3CHEMICALS77
7.3.1STRONG FOCUS ON DISCOVERY, DEVELOPMENT, AND OPTIMIZATION OF CHEMICAL COMPOUNDS TO PROPEL GROWTH77
FIGURE 35CHEMICAL & PHARMACEUTICAL APPLICATIONS TO HOLD LARGEST SHARE OF CHEMICALS SEGMENT IN MATERIAL INFORMATICS MARKET IN 202878
TABLE 21CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)78
TABLE 22CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)79
TABLE 23CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)79
TABLE 24CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)79
7.4OTHERS80
TABLE 25OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)80
TABLE 26OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)80
TABLE 27OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)81
TABLE 28OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)81
8MATERIAL INFORMATICS MARKET, BY APPLICATION82
8.1INTRODUCTION83
FIGURE 36MATERIAL INFORMATICS MARKET, BY APPLICATION83
FIGURE 37CHEMICAL & PHARMACEUTICAL SEGMENT TO LEAD MATERIAL INFORMATICS MARKET, BY APPLICATION, DURING FORECAST PERIOD83
TABLE 29MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)84
TABLE 30MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)84
8.2CHEMICAL & PHARMACEUTICAL85
8.2.1INCLINATION OF CHEMICAL & PHARMACEUTICAL COMPANIES TOWARD R&D TO FUEL MARKET GROWTH85
TABLE 31CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)85
TABLE 32CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)86
TABLE 33CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)86
TABLE 34CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)86
8.3MATERIALS SCIENCE87
8.3.1ADOPTION OF MATERIALS MODELING TECHNIQUES FOR RAPID DISCOVERY AND DEVELOPMENT OF MATERIALS TO DRIVE MARKET87
FIGURE 38ELEMENTS SEGMENT TO LEAD MATERIALS SCIENCE MARKET THROUGHOUT FORECAST PERIOD87
TABLE 35MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)88
TABLE 36MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)88
TABLE 37MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)88
TABLE 38MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)89
8.4MANUFACTURING89
8.4.1IMPLEMENTATION OF MATERIAL INFORMATICS SOFTWARE IN MANUFACTURING AUTOMOBILES AND ELECTRONIC PRODUCTS TO STIMULATE GROWTH89
TABLE 39MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)90
TABLE 40MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)90
FIGURE 39NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD91
TABLE 41MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)91
TABLE 42MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)91
8.5FOOD SCIENCE92
8.5.1NEED FOR EFFICIENT ANALYSIS OF FOOD CONSTITUENTS THROUGH STATISTICAL QUALITY CONTROL METHODS TO BOOST MARKET92
TABLE 43FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)92
TABLE 44FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)93
TABLE 45FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)93
TABLE 46FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)93
8.6ENERGY94
8.6.1INCREASED DEMAND FOR SUSTAINABLE ENERGY PRODUCTION AND STORAGE TO SUPPORT MATERIAL INFORMATICS MARKET GROWTH94
TABLE 47ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)94
TABLE 48ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)94
TABLE 49ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)95
TABLE 50ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)95
8.7OTHERS95
TABLE 51OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)96
TABLE 52OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)96
TABLE 53OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)96
TABLE 54OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)97
9MATERIAL INFORMATICS MARKET, BY REGION98
9.1INTRODUCTION99
FIGURE 40MATERIAL INFORMATICS MARKET IN CHINA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD99
TABLE 55MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)100
TABLE 56MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)100
9.2NORTH AMERICA101
FIGURE 41NORTH AMERICA: SNAPSHOT OF MATERIAL INFORMATICS MARKET102
TABLE 57NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)102
TABLE 58NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)103
TABLE 59NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)103
TABLE 60NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)103
TABLE 61NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)104
TABLE 62NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)104
9.2.1US104
9.2.1.1Focus of automobile and aerospace companies on developing lightweight materials to boost market104
TABLE 63US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)105
TABLE 64US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)105
9.2.2CANADA106
9.2.2.1Government regulations to reduce pollution and plastic waste to create opportunities for material informatics software providers106
TABLE 65CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)106
TABLE 66CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)106
9.2.3MEXICO107
9.2.3.1Efficient manufacturing base to create opportunities for providers of material informatics software107
TABLE 67MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)107
TABLE 68MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)108
9.3EUROPE108
FIGURE 42EUROPE: SNAPSHOT OF MATERIAL INFORMATICS MARKET109
TABLE 69EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)110
TABLE 70EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)110
TABLE 71EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)110
TABLE 72EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)111
TABLE 73EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)111
TABLE 74EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)111
9.3.1UK112
9.3.1.1Significant demand for material informatics from aerospace component manufacturers to support market growth112
TABLE 75UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)112
TABLE 76UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)112
9.3.2GERMANY113
9.3.2.1High adoption of material informatics software by automakers to propel market113
TABLE 77GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)113
TABLE 78GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)113
9.3.3FRANCE114
9.3.3.1Booming additive manufacturing industry to facilitate use of material informatics platforms114
TABLE 79FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)114
TABLE 80FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)115
9.3.4REST OF EUROPE115
TABLE 81REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)115
TABLE 82REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)115
9.4ASIA PACIFIC116
FIGURE 43ASIA PACIFIC: SNAPSHOT OF MATERIAL INFORMATICS MARKET117
TABLE 83ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)117
TABLE 84ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)118
TABLE 85ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)118
TABLE 86ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)118
TABLE 87ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)119
TABLE 88ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)119
9.4.1CHINA119
9.4.1.1Booming automotive, pharmaceutical, and food industries to stimulate demand for material informatics software119
TABLE 89CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)120
TABLE 90CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)120
9.4.2JAPAN121
9.4.2.1Presence of leading electronics manufacturing companies to fuel demand for material informatics software121
TABLE 91JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)121
TABLE 92JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)121
9.4.3SOUTH KOREA122
9.4.3.1Thriving electronics & semiconductor industry to drive market122
TABLE 93SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)122
TABLE 94SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)122
9.4.4REST OF ASIA PACIFIC123
TABLE 95REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)123
TABLE 96REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)123
9.5ROW124
TABLE 97ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)124
TABLE 98ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)124
TABLE 99ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)125
TABLE 100ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)125
TABLE 101ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)125
TABLE 102ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)126
9.5.1MIDDLE EAST & AFRICA126
9.5.1.1Potential opportunities from food science and aerospace applications to stimulate growth126
TABLE 103MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)126
TABLE 104MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)127
9.5.2SOUTH AMERICA127
9.5.2.1Growing requirements from food processing companies to lead to high demand for material informatics127
TABLE 105SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)127
TABLE 106SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)128
10COMPETITIVE LANDSCAPE129
10.1OVERVIEW129
10.2STRATEGIES ADOPTED BY KEY PLAYERS129
TABLE 107OVERVIEW OF STRATEGIES FOLLOWED BY LEADING COMPANIES IN MATERIAL INFORMATICS MARKET129
10.3FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS130
FIGURE 44REVENUE ANALYSIS OF TOP PLAYERS, 2017–2021130
10.4MARKET SHARE ANALYSIS131
TABLE 108MARKET SHARE ANALYSIS (2022)131
10.5COMPETITIVE EVALUATION QUADRANT132
10.5.1STAR PLAYERS132
10.5.2EMERGING LEADERS132
10.5.3PERVASIVE PLAYERS133
10.5.4PARTICIPANTS133
FIGURE 45MATERIAL INFORMATICS MARKET (GLOBAL) COMPANY EVALUATION QUADRANT, 2022133
10.6SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT134
10.6.1PROGRESSIVE COMPANIES134
10.6.2RESPONSIVE COMPANIES134
10.6.3DYNAMIC COMPANIES134
10.6.4STARTING BLOCKS134
FIGURE 46MATERIAL INFORMATICS MARKET (GLOBAL) SMES EVALUATION QUADRANT, 2022135
10.7MATERIAL INFORMATICS MARKET: COMPANY FOOTPRINT136
TABLE 109OVERALL COMPANY FOOTPRINT136
TABLE 110COMPANY MATERIAL TYPE FOOTPRINT137
TABLE 111COMPANY APPLICATION FOOTPRINT138
TABLE 112COMPANY REGION FOOTPRINT139
10.8COMPETITIVE BENCHMARKING140
TABLE 113MATERIAL INFORMATICS MARKET: LIST OF KEY STARTUPS/SMES140
TABLE 114MATERIAL INFORMATICS MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES141
10.9COMPETITIVE SCENARIO141
TABLE 115MATERIAL INFORMATICS MARKET: PRODUCT LAUNCHES, 2020−2022141
TABLE 116MATERIAL INFORMATICS MARKET: DEALS, 2021–2022142
TABLE 117MATERIAL INFORMATICS MARKET: OTHERS, 2020–2021143
11COMPANY PROFILES144
(Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats) *
11.1KEY PLAYERS144
11.1.1SCHRÖDINGER144
TABLE 118SCHRÖDINGER: BUSINESS OVERVIEW144
FIGURE 47SCHRÖDINGER: COMPANY SNAPSHOT145
TABLE 119SCHRÖDINGER: PRODUCTS/SOLUTIONS/SERVICES OFFERED145
TABLE 120SCHRÖDINGER: DEALS147
11.1.2DASSAULT SYSTÈMES151
TABLE 121DASSAULT SYSTÈMES: BUSINESS OVERVIEW151
FIGURE 48DASSAULT SYSTÈMES: COMPANY SNAPSHOT152
TABLE 122DASSAULT SYSTÈMES: PRODUCTS/SOLUTIONS/SERVICES OFFERED152
11.1.3MAT3RA154
TABLE 123MAT3RA: BUSINESS OVERVIEW154
TABLE 124MAT3RA: PRODUCTS/SOLUTIONS/SERVICES OFFERED154
TABLE 125MAT3RA: OTHERS155
11.1.4CITRINE INFORMATICS156
TABLE 126CITRINE INFORMATICS: BUSINESS OVERVIEW156
TABLE 127CITRINE INFORMATICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED156
TABLE 128CITRINE INFORMATICS: PRODUCT LAUNCHES157
TABLE 129CITRINE INFORMATICS: DEALS157
TABLE 130CITRINE INFORMATICS: OTHERS159
11.1.5PHASESHIFT TECHNOLOGIES161
TABLE 131PHASESHIFT TECHNOLOGIES: BUSINESS OVERVIEW161
TABLE 132PHASESHIFT TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED161
TABLE 133PHASESHIFT TECHNOLOGIES: OTHERS162
11.1.6AI MATERIA163
TABLE 134AI MATERIA: BUSINESS OVERVIEW163
TABLE 135AI MATERIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED163
11.1.7HITACHI HIGH-TECH164
TABLE 136HITACHI HIGH-TECH: BUSINESS OVERVIEW164
TABLE 137HITACHI HIGH-TECH: PRODUCTS/SOLUTIONS/SERVICES OFFERED164
11.1.8KEBOTIX165
TABLE 138KEBOTIX: BUSINESS OVERVIEW165
TABLE 139KEBOTIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED165
TABLE 140KEBOTIX: DEALS166
TABLE 141KEBOTIX: OTHERS167
11.1.9MATERIALSZONE168
TABLE 142MATERIALSZONE: BUSINESS OVERVIEW168
TABLE 143MATERIALSZONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED168
11.1.10MATERIALS DESIGN169
TABLE 144MATERIALS DESIGN: BUSINESS OVERVIEW169
TABLE 145MATERIALS DESIGN: PRODUCTS/SOLUTIONS/SERVICES OFFERED169
TABLE 146MATERIALS DESIGN: PRODUCT LAUNCHES170
11.2OTHER PLAYERS171
11.2.1ALLOYED171
TABLE 147ALLOYED: COMPANY OVERVIEW171
11.2.2EXPONENTIAL TECHNOLOGIES (XT)172
TABLE 148EXPONENTIAL TECHNOLOGIES: COMPANY OVERVIEW172
11.2.3INNOPHORE172
TABLE 149INNOPHORE: COMPANY OVERVIEW172
11.2.4INTELLEGENS173
TABLE 150INTELLEGENS: COMPANY OVERVIEW173
11.2.5KITWARE174
TABLE 151KITWARE: COMPANY OVERVIEW174
11.2.6NOBLE.AI175
TABLE 152NOBLE.AI: COMPANY OVERVIEW175
11.2.7ONTOCHEM175
TABLE 153ONTOCHEM: COMPANY OVERVIEW175
11.2.8PERKINELMER INFORMATICS176
TABLE 154PERKINELMER INFORMATICS: COMPANY OVERVIEW176
11.2.9POLYMERIZE177
TABLE 155POLYMERIZE: COMPANY OVERVIEW177
11.2.10PREFERRED COMPUTATIONAL CHEMISTRY178
TABLE 156PREFERRED COMPUTATIONAL CHEMISTRY: COMPANY OVERVIEW178
11.2.11QUESTEK INNOVATIONS179
TABLE 157QUESTEK INNOVATIONS: COMPANY OVERVIEW179
11.2.12SIMREKA180
TABLE 158SIMREKA: COMPANY OVERVIEW180
11.2.13TILDE MATERIALS INFORMATICS181
TABLE 159TILDE MATERIALS INFORMATICS: COMPANY OVERVIEW181
11.2.14TOXTRACK181
TABLE 160TOXTRACK: COMPANY OVERVIEW181
11.2.15UNCOUNTABLE182
TABLE 161UNCOUNTABLE: COMPANY OVERVIEW182
*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.
12ADJACENT MARKET183
12.1ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET183
12.2INTRODUCTION183
FIGURE 49MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET BETWEEN 2022 AND 2027183
TABLE 162AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2018–2021 (USD MILLION)184
TABLE 163AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)184
12.3MACHINE LEARNING185
12.3.1ADVANCEMENTS IN DEEP LEARNING AND SUPERVISED LEARNING TECHNOLOGIES TO DRIVE MARKET185
TABLE 164AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2018–2021 (USD MILLION)185
TABLE 165AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2022–2027 (USD MILLION)185
TABLE 166AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2018–2021 (USD MILLION)186
TABLE 167AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2022–2027 (USD MILLION)186
12.3.2DEEP LEARNING187
12.3.2.1Rapid adoption of robotics in manufacturing industry to drive demand for deep learning187
12.3.3SUPERVISED LEARNING188
12.3.3.1Image recognition and predictive analytics applications to play major role in market growth188
12.3.4REINFORCEMENT LEARNING188
12.3.4.1Integration of reinforcement learning with ML algorithms for maximization of system performance to support market growth188
12.3.5UNSUPERVISED LEARNING188
12.3.5.1Ability of unsupervised learning to discover hidden data patterns or groupings in large datasets to accelerate demand188
12.3.6OTHERS189
12.4NATURAL LANGUAGE PROCESSING189
12.4.1DEVELOPMENTS IN NATURAL LANGUAGE PROCESSING FOR REAL-TIME TRANSLATION TO FUEL DEMAND189
TABLE 168AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2018–2021 (USD MILLION)190
TABLE 169AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2022–2027 (USD MILLION)190
12.5CONTEXT-AWARE COMPUTING191
12.5.1RISING USE OF CONTEXT-AWARE COMPUTING TO PROVIDE TASK-RELEVANT INFORMATION AND SERVICES TO USERS TO SUPPORT MARKET GROWTH191
TABLE 170AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2018–2021 (USD MILLION)191
TABLE 171AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2022–2027 (USD MILLION)192
TABLE 172AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2018–2021 (USD MILLION)192
TABLE 173AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2022–2027 (USD MILLION)193
12.6COMPUTER VISION193
12.6.1NEED TO ANALYZE AND PROVIDE VISUAL FEEDBACK ON 3D OBJECTS, GEOMETRIC SHAPES, VOLUMES, AND PATTERNS TO BOOST DEMAND FOR COMPUTER VISION TECHNOLOGY193
TABLE 174AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2018–2021 (USD MILLION)194
TABLE 175AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2022–2027 (USD MILLION)194
13APPENDIX195
13.1INSIGHTS FROM INDUSTRY EXPERTS195
13.2DISCUSSION GUIDE196
13.3KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL198
13.4CUSTOMIZATION OPTIONS200
13.5RELATED REPORTS200
13.6AUTHOR DETAILS201
“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.
1INTRODUCTION27
1.1STUDY OBJECTIVES27
1.2MARKET DEFINITION28
1.3INCLUSIONS AND EXCLUSIONS28
1.4STUDY SCOPE29
1.4.1MARKETS COVERED29
FIGURE 1MATERIAL INFORMATICS MARKET SEGMENTATION29
1.4.2GEOGRAPHIC SCOPE29
1.4.3YEARS CONSIDERED30
1.5CURRENCY CONSIDERED30
1.6STAKEHOLDERS30
2RESEARCH METHODOLOGY31
2.1RESEARCH DATA31
FIGURE 2MATERIAL INFORMATICS MARKET: RESEARCH DESIGN31
2.1.1SECONDARY DATA32
2.1.1.1List of major secondary sources32
2.1.1.2Key data from secondary sources33
2.1.2PRIMARY DATA33
2.1.2.1Breakdown of primaries33
2.1.2.2Primary interviews with experts34
2.1.2.3Key data from primary sources34
2.1.3SECONDARY AND PRIMARY RESEARCH35
2.1.3.1Key industry insights36
2.2MARKET SIZE ESTIMATION36
2.2.1BOTTOM-UP APPROACH37
2.2.1.1To estimate market size using bottom-up approach (demand side)37
FIGURE 3MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH37
2.2.2TOP-DOWN APPROACH38
2.2.2.1To estimate market size using top-down approach (supply side)38
FIGURE 4MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH38
FIGURE 5MARKET SIZE ESTIMATION METHODOLOGY FOR MATERIAL INFORMATICS THROUGH SUPPLY-SIDE ANALYSIS39
2.3MARKET BREAKDOWN AND DATA TRIANGULATION39
FIGURE 6DATA TRIANGULATION40
2.4RESEARCH ASSUMPTIONS AND LIMITATIONS40
2.4.1RESEARCH ASSUMPTIONS40
FIGURE 7ASSUMPTIONS OF RESEARCH STUDY40
2.4.2RESEARCH LIMITATIONS41
2.5PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET41
2.6RISK ASSESSMENT41
FIGURE 8RISK ASSESSMENT OF RESEARCH STUDY41
3EXECUTIVE SUMMARY42
FIGURE 9ELEMENTS TO ACCOUNT FOR LARGEST SHARE OF MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, FROM 2023 TO 202842
FIGURE 10MATERIALS SCIENCE SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD43
FIGURE 11ASIA PACIFIC TO RECORD HIGHEST CAGR IN GLOBAL MATERIAL INFORMATICS MARKET DURING 2023−202843
3.1ANALYSIS OF RECESSION IMPACT ON MATERIAL INFORMATICS MARKET44
FIGURE 12GDP GROWTH PROJECTION TILL 2023 FOR MAJOR ECONOMIES (% CHANGE)44
FIGURE 13IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET GROWTH45
4PREMIUM INSIGHTS46
4.1ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MATERIAL INFORMATICS MARKET46
FIGURE 14ASIA PACIFIC TO BE LUCRATIVE MARKET FOR MATERIAL INFORMATICS46
4.2MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE46
FIGURE 15ELEMENTS SEGMENT HELD LARGEST SHARE OF MATERIAL INFORMATICS MARKET IN 202246
4.3MATERIAL INFORMATICS MARKET, BY APPLICATION47
FIGURE 16CHEMICAL & PHARMACEUTICAL SEGMENT TO CAPTURE LARGEST MARKET SIZE FROM 2023 T0 202847
4.4MATERIAL INFORMATICS MARKET, BY COUNTRY47
FIGURE 17CHINA TO REGISTER HIGHEST CAGR IN GLOBAL MARKET DURING FORECAST PERIOD47
5MARKET OVERVIEW48
5.1INTRODUCTION48
5.2MARKET DYNAMICS48
FIGURE 18MATERIAL INFORMATICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES48
5.2.1DRIVERS49
5.2.1.1Rising use of AI in materials science49
5.2.1.2Government initiatives to support materials research and development49
5.2.1.3Rising demand for materials informatics techniques to accelerate materials and manufacturing innovations49
FIGURE 19IMPACT ANALYSIS OF DRIVERS50
5.2.2RESTRAINTS51
5.2.2.1Shortage of technical resources51
5.2.2.2High costs of maintenance and services51
FIGURE 20IMPACT ANALYSIS OF RESTRAINTS51
5.2.3OPPORTUNITIES52
5.2.3.1Growing popularity of cloud-based data analytics platforms to analyze materials52
5.2.3.2Ease of building material databases using digital technologies52
FIGURE 21IMPACT ANALYSIS OF OPPORTUNITIES52
5.2.4CHALLENGES53
5.2.4.1Lack of prescribed standards and regulations53
5.2.4.2Interoperability issues53
FIGURE 22IMPACT ANALYSIS OF CHALLENGES FOR MATERIAL INFORMATICS MARKET53
5.3VALUE CHAIN ANALYSIS54
FIGURE 23VALUE CHAIN ANALYSIS OF MATERIAL INFORMATICS MARKET54
5.4ECOSYSTEM ANALYSIS55
FIGURE 24ECOSYSTEM MAP55
TABLE 1LIST OF KEY COMPANIES AND THEIR ROLE IN MATERIAL INFORMATICS ECOSYSTEM55
5.5PRICING ANALYSIS56
5.5.1PRICING ANALYSIS OF PLATFORMS OFFERED BY KEY PLAYERS56
FIGURE 25ASP OF MATERIAL INFORMATICS PLATFORMS OFFERED BY MAT3RA BASED ON ACCOUNT MEMBERS56
TABLE 2AVERAGE SUBSCRIPTION PRICE FOR MATERIAL INFORMATICS PLATFORMS PROVIDED BY MAT3RA BASED ON ACCOUNT MEMBERS (USD)57
5.5.2ASP TREND57
5.6TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS58
FIGURE 26REVENUE SHIFT AND NEW REVENUE POCKETS FOR PLAYERS IN MATERIAL INFORMATICS MARKET58
5.7TECHNOLOGY ANALYSIS58
5.7.1ARTIFICIAL INTELLIGENCE/MACHINE LEARNING58
5.7.2POLYMER INFORMATICS59
5.7.3CHEMICAL INFORMATICS59
5.7.4BIOINFORMATICS59
5.8PORTER’S FIVE FORCES ANALYSIS60
TABLE 3MATERIAL INFORMATICS MARKET: PORTER’S FIVE FORCES ANALYSIS60
5.9KEY STAKEHOLDERS AND BUYING CRITERIA61
5.9.1KEY STAKEHOLDERS IN BUYING PROCESS61
FIGURE 27INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS61
TABLE 4INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%)61
5.9.2BUYING CRITERIA62
FIGURE 28KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS62
TABLE 5KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS62
5.10CASE STUDY ANALYSIS62
TABLE 6USE OF AI-DRIVEN PLATFORM OFFERED BY CITRINE INFORMATICS TO PROCESS CARBON FIBERS62
TABLE 7ADOPTION OF TECHNOLOGY PLATFORM OFFERED BY EXPONENTIAL TECHNOLOGIES TO OPTIMIZE PRODUCTION WORKFLOW AND REDUCE LEAD TIMES AND DEVELOPMENT COSTS63
TABLE 8IMPLEMENTATION OF MIP OFFERED BY MATERIALSZONE TO OVERCOME CHALLENGES WHILE PRODUCING INNOVATIVE PLASTICS63
5.11PATENT ANALYSIS64
FIGURE 29TOP 10 COMPANIES/INSTITUTIONS WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS64
TABLE 9TOP 20 PATENT OWNERS (US) IN LAST 10 YEARS64
FIGURE 30NUMBER OF PATENTS GRANTED PER YEAR FROM 2012 TO 202265
TABLE 10LIST OF KEY PATENTS IN MATERIAL INFORMATICS MARKET, 2019–202265
5.12KEY CONFERENCES AND EVENTS (2023)66
TABLE 11MATERIAL INFORMATICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS66
5.13REGULATORY LANDSCAPE66
5.13.1REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS RELATED TO MATERIAL INFORMATICS MARKET66
TABLE 12NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS67
TABLE 13EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS67
5.13.2STANDARDS AND REGULATIONS RELATED TO MATERIAL INFORMATICS SOLUTIONS68
TABLE 14SAFETY STANDARDS FOR MATERIAL INFORMATICS MARKET68
6PROMINENT TECHNIQUES IN MATERIAL INFORMATICS69
6.1INTRODUCTION69
FIGURE 31PROMINENT TECHNIQUES IMPLEMENTED IN MATERIAL INFORMATICS69
6.2STATISTICAL ANALYSIS70
6.3GENETIC ALGORITHM70
6.4OTHERS71
7MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE72
7.1INTRODUCTION73
FIGURE 32MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE73
FIGURE 33ELEMENTS TO LEAD MATERIAL INFORMATICS MARKET FROM 2023 TO 202873
TABLE 15MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)74
TABLE 16MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)74
7.2ELEMENTS75
7.2.1RAPID DEVELOPMENT, DISCOVERY, AND ANALYSIS BENEFITS OFFERED BY MATERIAL INFORMATICS SOFTWARE TO FUEL DEMAND75
TABLE 17ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)75
TABLE 18ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)76
FIGURE 34NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR ELEMENTS SEGMENT IN 202876
TABLE 19ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)76
TABLE 20ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)77
7.3CHEMICALS77
7.3.1STRONG FOCUS ON DISCOVERY, DEVELOPMENT, AND OPTIMIZATION OF CHEMICAL COMPOUNDS TO PROPEL GROWTH77
FIGURE 35CHEMICAL & PHARMACEUTICAL APPLICATIONS TO HOLD LARGEST SHARE OF CHEMICALS SEGMENT IN MATERIAL INFORMATICS MARKET IN 202878
TABLE 21CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)78
TABLE 22CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)79
TABLE 23CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)79
TABLE 24CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)79
7.4OTHERS80
TABLE 25OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)80
TABLE 26OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)80
TABLE 27OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)81
TABLE 28OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)81
8MATERIAL INFORMATICS MARKET, BY APPLICATION82
8.1INTRODUCTION83
FIGURE 36MATERIAL INFORMATICS MARKET, BY APPLICATION83
FIGURE 37CHEMICAL & PHARMACEUTICAL SEGMENT TO LEAD MATERIAL INFORMATICS MARKET, BY APPLICATION, DURING FORECAST PERIOD83
TABLE 29MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)84
TABLE 30MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)84
8.2CHEMICAL & PHARMACEUTICAL85
8.2.1INCLINATION OF CHEMICAL & PHARMACEUTICAL COMPANIES TOWARD R&D TO FUEL MARKET GROWTH85
TABLE 31CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)85
TABLE 32CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)86
TABLE 33CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)86
TABLE 34CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)86
8.3MATERIALS SCIENCE87
8.3.1ADOPTION OF MATERIALS MODELING TECHNIQUES FOR RAPID DISCOVERY AND DEVELOPMENT OF MATERIALS TO DRIVE MARKET87
FIGURE 38ELEMENTS SEGMENT TO LEAD MATERIALS SCIENCE MARKET THROUGHOUT FORECAST PERIOD87
TABLE 35MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)88
TABLE 36MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)88
TABLE 37MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)88
TABLE 38MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)89
8.4MANUFACTURING89
8.4.1IMPLEMENTATION OF MATERIAL INFORMATICS SOFTWARE IN MANUFACTURING AUTOMOBILES AND ELECTRONIC PRODUCTS TO STIMULATE GROWTH89
TABLE 39MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)90
TABLE 40MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)90
FIGURE 39NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD91
TABLE 41MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)91
TABLE 42MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)91
8.5FOOD SCIENCE92
8.5.1NEED FOR EFFICIENT ANALYSIS OF FOOD CONSTITUENTS THROUGH STATISTICAL QUALITY CONTROL METHODS TO BOOST MARKET92
TABLE 43FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)92
TABLE 44FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)93
TABLE 45FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)93
TABLE 46FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)93
8.6ENERGY94
8.6.1INCREASED DEMAND FOR SUSTAINABLE ENERGY PRODUCTION AND STORAGE TO SUPPORT MATERIAL INFORMATICS MARKET GROWTH94
TABLE 47ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)94
TABLE 48ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)94
TABLE 49ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)95
TABLE 50ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)95
8.7OTHERS95
TABLE 51OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)96
TABLE 52OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)96
TABLE 53OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)96
TABLE 54OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)97
9MATERIAL INFORMATICS MARKET, BY REGION98
9.1INTRODUCTION99
FIGURE 40MATERIAL INFORMATICS MARKET IN CHINA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD99
TABLE 55MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)100
TABLE 56MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)100
9.2NORTH AMERICA101
FIGURE 41NORTH AMERICA: SNAPSHOT OF MATERIAL INFORMATICS MARKET102
TABLE 57NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)102
TABLE 58NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)103
TABLE 59NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)103
TABLE 60NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)103
TABLE 61NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)104
TABLE 62NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)104
9.2.1US104
9.2.1.1Focus of automobile and aerospace companies on developing lightweight materials to boost market104
TABLE 63US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)105
TABLE 64US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)105
9.2.2CANADA106
9.2.2.1Government regulations to reduce pollution and plastic waste to create opportunities for material informatics software providers106
TABLE 65CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)106
TABLE 66CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)106
9.2.3MEXICO107
9.2.3.1Efficient manufacturing base to create opportunities for providers of material informatics software107
TABLE 67MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)107
TABLE 68MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)108
9.3EUROPE108
FIGURE 42EUROPE: SNAPSHOT OF MATERIAL INFORMATICS MARKET109
TABLE 69EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)110
TABLE 70EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)110
TABLE 71EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)110
TABLE 72EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)111
TABLE 73EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)111
TABLE 74EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)111
9.3.1UK112
9.3.1.1Significant demand for material informatics from aerospace component manufacturers to support market growth112
TABLE 75UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)112
TABLE 76UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)112
9.3.2GERMANY113
9.3.2.1High adoption of material informatics software by automakers to propel market113
TABLE 77GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)113
TABLE 78GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)113
9.3.3FRANCE114
9.3.3.1Booming additive manufacturing industry to facilitate use of material informatics platforms114
TABLE 79FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)114
TABLE 80FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)115
9.3.4REST OF EUROPE115
TABLE 81REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)115
TABLE 82REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)115
9.4ASIA PACIFIC116
FIGURE 43ASIA PACIFIC: SNAPSHOT OF MATERIAL INFORMATICS MARKET117
TABLE 83ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)117
TABLE 84ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)118
TABLE 85ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)118
TABLE 86ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)118
TABLE 87ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)119
TABLE 88ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)119
9.4.1CHINA119
9.4.1.1Booming automotive, pharmaceutical, and food industries to stimulate demand for material informatics software119
TABLE 89CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)120
TABLE 90CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)120
9.4.2JAPAN121
9.4.2.1Presence of leading electronics manufacturing companies to fuel demand for material informatics software121
TABLE 91JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)121
TABLE 92JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)121
9.4.3SOUTH KOREA122
9.4.3.1Thriving electronics & semiconductor industry to drive market122
TABLE 93SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)122
TABLE 94SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)122
9.4.4REST OF ASIA PACIFIC123
TABLE 95REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)123
TABLE 96REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)123
9.5ROW124
TABLE 97ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)124
TABLE 98ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)124
TABLE 99ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)125
TABLE 100ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)125
TABLE 101ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)125
TABLE 102ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)126
9.5.1MIDDLE EAST & AFRICA126
9.5.1.1Potential opportunities from food science and aerospace applications to stimulate growth126
TABLE 103MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)126
TABLE 104MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)127
9.5.2SOUTH AMERICA127
9.5.2.1Growing requirements from food processing companies to lead to high demand for material informatics127
TABLE 105SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)127
TABLE 106SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)128
10COMPETITIVE LANDSCAPE129
10.1OVERVIEW129
10.2STRATEGIES ADOPTED BY KEY PLAYERS129
TABLE 107OVERVIEW OF STRATEGIES FOLLOWED BY LEADING COMPANIES IN MATERIAL INFORMATICS MARKET129
10.3FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS130
FIGURE 44REVENUE ANALYSIS OF TOP PLAYERS, 2017–2021130
10.4MARKET SHARE ANALYSIS131
TABLE 108MARKET SHARE ANALYSIS (2022)131
10.5COMPETITIVE EVALUATION QUADRANT132
10.5.1STAR PLAYERS132
10.5.2EMERGING LEADERS132
10.5.3PERVASIVE PLAYERS133
10.5.4PARTICIPANTS133
FIGURE 45MATERIAL INFORMATICS MARKET (GLOBAL) COMPANY EVALUATION QUADRANT, 2022133
10.6SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT134
10.6.1PROGRESSIVE COMPANIES134
10.6.2RESPONSIVE COMPANIES134
10.6.3DYNAMIC COMPANIES134
10.6.4STARTING BLOCKS134
FIGURE 46MATERIAL INFORMATICS MARKET (GLOBAL) SMES EVALUATION QUADRANT, 2022135
10.7MATERIAL INFORMATICS MARKET: COMPANY FOOTPRINT136
TABLE 109OVERALL COMPANY FOOTPRINT136
TABLE 110COMPANY MATERIAL TYPE FOOTPRINT137
TABLE 111COMPANY APPLICATION FOOTPRINT138
TABLE 112COMPANY REGION FOOTPRINT139
10.8COMPETITIVE BENCHMARKING140
TABLE 113MATERIAL INFORMATICS MARKET: LIST OF KEY STARTUPS/SMES140
TABLE 114MATERIAL INFORMATICS MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES141
10.9COMPETITIVE SCENARIO141
TABLE 115MATERIAL INFORMATICS MARKET: PRODUCT LAUNCHES, 2020−2022141
TABLE 116MATERIAL INFORMATICS MARKET: DEALS, 2021–2022142
TABLE 117MATERIAL INFORMATICS MARKET: OTHERS, 2020–2021143
11COMPANY PROFILES144
(Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats) *
11.1KEY PLAYERS144
11.1.1SCHRÖDINGER144
TABLE 118SCHRÖDINGER: BUSINESS OVERVIEW144
FIGURE 47SCHRÖDINGER: COMPANY SNAPSHOT145
TABLE 119SCHRÖDINGER: PRODUCTS/SOLUTIONS/SERVICES OFFERED145
TABLE 120SCHRÖDINGER: DEALS147
11.1.2DASSAULT SYSTÈMES151
TABLE 121DASSAULT SYSTÈMES: BUSINESS OVERVIEW151
FIGURE 48DASSAULT SYSTÈMES: COMPANY SNAPSHOT152
TABLE 122DASSAULT SYSTÈMES: PRODUCTS/SOLUTIONS/SERVICES OFFERED152
11.1.3MAT3RA154
TABLE 123MAT3RA: BUSINESS OVERVIEW154
TABLE 124MAT3RA: PRODUCTS/SOLUTIONS/SERVICES OFFERED154
TABLE 125MAT3RA: OTHERS155
11.1.4CITRINE INFORMATICS156
TABLE 126CITRINE INFORMATICS: BUSINESS OVERVIEW156
TABLE 127CITRINE INFORMATICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED156
TABLE 128CITRINE INFORMATICS: PRODUCT LAUNCHES157
TABLE 129CITRINE INFORMATICS: DEALS157
TABLE 130CITRINE INFORMATICS: OTHERS159
11.1.5PHASESHIFT TECHNOLOGIES161
TABLE 131PHASESHIFT TECHNOLOGIES: BUSINESS OVERVIEW161
TABLE 132PHASESHIFT TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED161
TABLE 133PHASESHIFT TECHNOLOGIES: OTHERS162
11.1.6AI MATERIA163
TABLE 134AI MATERIA: BUSINESS OVERVIEW163
TABLE 135AI MATERIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED163
11.1.7HITACHI HIGH-TECH164
TABLE 136HITACHI HIGH-TECH: BUSINESS OVERVIEW164
TABLE 137HITACHI HIGH-TECH: PRODUCTS/SOLUTIONS/SERVICES OFFERED164
11.1.8KEBOTIX165
TABLE 138KEBOTIX: BUSINESS OVERVIEW165
TABLE 139KEBOTIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED165
TABLE 140KEBOTIX: DEALS166
TABLE 141KEBOTIX: OTHERS167
11.1.9MATERIALSZONE168
TABLE 142MATERIALSZONE: BUSINESS OVERVIEW168
TABLE 143MATERIALSZONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED168
11.1.10MATERIALS DESIGN169
TABLE 144MATERIALS DESIGN: BUSINESS OVERVIEW169
TABLE 145MATERIALS DESIGN: PRODUCTS/SOLUTIONS/SERVICES OFFERED169
TABLE 146MATERIALS DESIGN: PRODUCT LAUNCHES170
11.2OTHER PLAYERS171
11.2.1ALLOYED171
TABLE 147ALLOYED: COMPANY OVERVIEW171
11.2.2EXPONENTIAL TECHNOLOGIES (XT)172
TABLE 148EXPONENTIAL TECHNOLOGIES: COMPANY OVERVIEW172
11.2.3INNOPHORE172
TABLE 149INNOPHORE: COMPANY OVERVIEW172
11.2.4INTELLEGENS173
TABLE 150INTELLEGENS: COMPANY OVERVIEW173
11.2.5KITWARE174
TABLE 151KITWARE: COMPANY OVERVIEW174
11.2.6NOBLE.AI175
TABLE 152NOBLE.AI: COMPANY OVERVIEW175
11.2.7ONTOCHEM175
TABLE 153ONTOCHEM: COMPANY OVERVIEW175
11.2.8PERKINELMER INFORMATICS176
TABLE 154PERKINELMER INFORMATICS: COMPANY OVERVIEW176
11.2.9POLYMERIZE177
TABLE 155POLYMERIZE: COMPANY OVERVIEW177
11.2.10PREFERRED COMPUTATIONAL CHEMISTRY178
TABLE 156PREFERRED COMPUTATIONAL CHEMISTRY: COMPANY OVERVIEW178
11.2.11QUESTEK INNOVATIONS179
TABLE 157QUESTEK INNOVATIONS: COMPANY OVERVIEW179
11.2.12SIMREKA180
TABLE 158SIMREKA: COMPANY OVERVIEW180
11.2.13TILDE MATERIALS INFORMATICS181
TABLE 159TILDE MATERIALS INFORMATICS: COMPANY OVERVIEW181
11.2.14TOXTRACK181
TABLE 160TOXTRACK: COMPANY OVERVIEW181
11.2.15UNCOUNTABLE182
TABLE 161UNCOUNTABLE: COMPANY OVERVIEW182
*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.
12ADJACENT MARKET183
12.1ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET183
12.2INTRODUCTION183
FIGURE 49MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET BETWEEN 2022 AND 2027183
TABLE 162AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2018–2021 (USD MILLION)184
TABLE 163AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)184
12.3MACHINE LEARNING185
12.3.1ADVANCEMENTS IN DEEP LEARNING AND SUPERVISED LEARNING TECHNOLOGIES TO DRIVE MARKET185
TABLE 164AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2018–2021 (USD MILLION)185
TABLE 165AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2022–2027 (USD MILLION)185
TABLE 166AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2018–2021 (USD MILLION)186
TABLE 167AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2022–2027 (USD MILLION)186
12.3.2DEEP LEARNING187
12.3.2.1Rapid adoption of robotics in manufacturing industry to drive demand for deep learning187
12.3.3SUPERVISED LEARNING188
12.3.3.1Image recognition and predictive analytics applications to play major role in market growth188
12.3.4REINFORCEMENT LEARNING188
12.3.4.1Integration of reinforcement learning with ML algorithms for maximization of system performance to support market growth188
12.3.5UNSUPERVISED LEARNING188
12.3.5.1Ability of unsupervised learning to discover hidden data patterns or groupings in large datasets to accelerate demand188
12.3.6OTHERS189
12.4NATURAL LANGUAGE PROCESSING189
12.4.1DEVELOPMENTS IN NATURAL LANGUAGE PROCESSING FOR REAL-TIME TRANSLATION TO FUEL DEMAND189
TABLE 168AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2018–2021 (USD MILLION)190
TABLE 169AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2022–2027 (USD MILLION)190
12.5CONTEXT-AWARE COMPUTING191
12.5.1RISING USE OF CONTEXT-AWARE COMPUTING TO PROVIDE TASK-RELEVANT INFORMATION AND SERVICES TO USERS TO SUPPORT MARKET GROWTH191
TABLE 170AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2018–2021 (USD MILLION)191
TABLE 171AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2022–2027 (USD MILLION)192
TABLE 172AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2018–2021 (USD MILLION)192
TABLE 173AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2022–2027 (USD MILLION)193
12.6COMPUTER VISION193
12.6.1NEED TO ANALYZE AND PROVIDE VISUAL FEEDBACK ON 3D OBJECTS, GEOMETRIC SHAPES, VOLUMES, AND PATTERNS TO BOOST DEMAND FOR COMPUTER VISION TECHNOLOGY193
TABLE 174AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2018–2021 (USD MILLION)194
TABLE 175AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2022–2027 (USD MILLION)194
13APPENDIX195
13.1INSIGHTS FROM INDUSTRY EXPERTS195
13.2DISCUSSION GUIDE196
13.3KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL198
13.4CUSTOMIZATION OPTIONS200
13.5RELATED REPORTS200
13.6AUTHOR DETAILS201
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