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Material Informatics Market by Material (Chemicals, Superalloys, Solid-state Electrolytes, Composites), Technique (Statistical Analysis, Genetic Algorithm), Application (Materials Discovery, Product Development) and Region - Global Forecast to 2030

出版商 MarketsandMarkets產業別 Electronics & Semiconductor出版日期 2025-03-03頁數 227報告編號 SE8562

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報告摘要

The global material informatics market is expected to grow from USD 170.4 million in 2025 to USD 410.4 million in 2030 at a CAGR of 19.2% over the forecast period. Growing need for sustainable materials is strongly contributing to the market growth of materials informatics. As sustainability is gaining importance among industries, producers are using materials informatics to investigate and discover materials with a lower environmental footprint. However insufficient data volume and data quality poses a challenge in material informatics growth. “Elements segment is expected to witness highest CAGR during the forecasted period in material informatics market.” The elements segment is expected to have the highest CAGR in the material informatics market due to a few critical factors. Growth in the usage of high-tech materials in the aerospace, automobile, energy, and electronics industries is pushing for new metals and alloys that promise better performance, longevity, and sustainability. Superalloys specifically are critical to harsh environments like jet engines and power generation units, requiring an accelerated push in material informatics. Moreover, the increasing use of solid-state electrolytes in future energy storage technologies, such as solid-state batteries for electric vehicles and solar and wind energy, is fueling research and development processes. Machine learning algorithms within material informatics are changing the game in the discovery and optimization of such materials by saving enormous amounts of time needed in design and experimentation. "Material science segment is likely to witness highest CAGR in material informatics market during forecasted period.” Material science is expected to exhibit the highest CAGR in the materials informatics market due to the increasing demand for accelerated material discovery and innovation. With artificial intelligence and machine learning, researchers can evaluate enormous amounts of data, make predictions about material properties, and tailor formulations to make experimentation and simulation much faster. Investments by the government and private sector in next-generation materials, including high-performance alloys, nanomaterials, and sustainable substitutes, further fuel the use of materials informatics. The development of automated laboratories and high-throughput screening methods has also accelerated dependence on materials informatics to effectively process and interpret experimental data. Intersectoral collaboration between industry and academia is another critical factor, with industries looking for novel materials for niche applications. “Asia Pacific is expected to hold the second largest market share of the material informatics market during forecasted period”. The region includes economies like China, Japan, South Korea, and India, each of which boasts robust manufacturing and research strengths in materials science, semiconductors, and advanced materials. The governments of all these nations proactively invest in artificial intelligence, machine learning, and big data analytics, without which material informatics cannot exist. Moreover, the concentration of top electronics, automotive, and pharmaceutical industries in the region fuels the need for advanced materials, which requires quicker and more effective material discovery and development. The intense academic and industrial cooperation in the region also speeds up innovations in material informatics. Breakdown of primaries The study contains insights from various industry experts, ranging from component suppliers to Tier 1 companies and OEMs. The break-up of the primaries is as follows: • By Company Type - Tier 1 – 40%, Tier 2 – 35%, Tier 3 – 25% • By Designation— C-level Executives - 48%, Directors - 33%, Others - 19% • By Region—North America - 35%, Europe - 18%, Asia Pacific - 40%, RoW - 7% The material informatics market is dominated by a few globally established players such as players Schrödinger, Inc. (US), Dassault Systèmes (France), Exabyte Inc. (US), Citrine Informatics (India), Phaseshift Technologies (Canada), and AI Materia (Canada). The study includes an in-depth competitive analysis of these key players in the pharmaceutical manufacturing equipment market, with their company profiles, recent developments, and key market strategies. Research Coverage: The report segments the material informatics market and forecasts its size by material type, end user, and region. The report also discusses the drivers, restraints, opportunities, and challenges pertaining to the market. It gives a detailed view of the market across four main regions—North America, Europe, Asia Pacific, and RoW. Supply chain analysis has been included in the report, along with the key players and their competitive analysis in the material informatics ecosystem. Key Benefits to Buy the Report: • Analysis of key drivers (Increasing reliance on AI technology to speed up material discovery and deployment, rising government initiatives to provide low-cost clean energy materials, Growing focus on mitigating climate change and environmental pollution). Restraint (Shortage of technical experts, High costs of maintenance and services), Opportunity (Emerging applications of large language models (LLMs) in material development, Ease of building material databases using digital technologies), Challenges (Insufficient data volume and quality). • Product Development/Innovation: Detailed insights on upcoming technologies, research and development activities, and new product launches in the material informatics market. • Market Development: Comprehensive information about lucrative markets – the report analyses the material informatics market across varied regions • Market Diversification: Exhaustive information about new products and services, untapped geographies, recent developments, and investments in the material informatics market. • Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players Schrödinger, Inc. (US), Dassault Systèmes (France), Exabyte Inc. (US), Citrine Informatics (US), Phaseshift Technologies (Canada), and AI Materia (Canada) among others in the material informatics market.
目錄 Table of Contents
1 INTRODUCTION 22 1.1 STUDY OBJECTIVES 22 1.2 MARKET DEFINITION 22 1.3 STUDY SCOPE 23 1.3.1 MARKETS COVERED AND REGIONAL SCOPE 23 1.3.2 INCLUSIONS AND EXCLUSIONS 24 1.3.3 YEARS CONSIDERED 24 1.4 CURRENCY CONSIDERED 24 1.5 LIMITATIONS 25 1.6 STAKEHOLDERS 25 1.7 SUMMARY OF CHANGES 25 2 RESEARCH METHODOLOGY 26 2.1 RESEARCH DATA 26 2.1.1 SECONDARY DATA 27 2.1.1.1 List of key secondary sources 27 2.1.1.2 Key data from secondary sources 28 2.1.2 PRIMARY DATA 28 2.1.2.1 Breakdown of primaries 28 2.1.2.2 List of primary interview participants 29 2.1.2.3 Key data from primary sources 29 2.1.2.4 Key industry insights 30 2.1.3 SECONDARY AND PRIMARY RESEARCH 31 2.2 MARKET SIZE ESTIMATION 31 2.2.1 BOTTOM-UP APPROACH 32 2.2.1.1 Approach to arrive at market size using bottom-up analysis (demand side) 32 2.2.2 TOP-DOWN APPROACH 33 2.2.2.1 Approach to arrive at market size using top-down analysis (supply side) 33 2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 35 2.4 RESEARCH ASSUMPTIONS 36 2.5 RESEARCH LIMITATIONS 36 2.6 RISK ANALYSIS 37 3 EXECUTIVE SUMMARY 38   4 PREMIUM INSIGHTS 41 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MATERIAL INFORMATICS MARKET 41 4.2 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE 41 4.3 MATERIAL INFORMATICS MARKET, BY INDUSTRY 42 4.4 MATERIAL INFORMATICS MARKET, BY COUNTRY 42 5 MARKET OVERVIEW 43 5.1 INTRODUCTION 43 5.2 MARKET DYNAMICS 43 5.2.1 DRIVERS 44 5.2.1.1 Increasing reliance on AI technology to speed up material discovery and development 44 5.2.1.2 Rising government initiatives to provide low-cost clean energy materials 44 5.2.1.3 Growing focus on mitigating climate change and environmental pollution 44 5.2.2 RESTRAINTS 45 5.2.2.1 Shortage of technical experts 45 5.2.2.2 High costs of maintenance and services 46 5.2.3 OPPORTUNITIES 46 5.2.3.1 Emerging applications of large language models (LLMs) in material development 46 5.2.3.2 Ease of building material databases using digital technologies 47 5.2.4 CHALLENGES 47 5.2.4.1 Insufficient data volume and quality 47 5.3 VALUE CHAIN ANALYSIS 48 5.4 ECOSYSTEM ANALYSIS 50 5.5 PRICING ANALYSIS 52 5.5.1 AVERAGE SUBSCRIPTION PRICE OF MATERIAL INFORMATICS PLATFORMS OFFERED BY MAT3RA BASED ON ACCOUNT MEMBERS, 2024 52 5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 53 5.7 TECHNOLOGY ANALYSIS 54 5.7.1 KEY TECHNOLOGIES 54 5.7.1.1 Artificial intelligence (AI) and machine learning (ML) 54 5.7.1.2 High-performance computing (HPC) 55 5.7.2 COMPLEMENTARY TECHNOLOGIES 55 5.7.2.1 Internet of Things (IoT) 55 5.7.2.2 Cloud computing and storage 55 5.7.3 ADJACENT TECHNOLOGIES 56 5.7.3.1 Polymer informatics 56 5.7.3.2 Chemical informatics 56 5.7.3.3 Bioinformatics 56   5.8 PORTER’S FIVE FORCES ANALYSIS 57 5.8.1 INTENSITY OF COMPETITIVE RIVALRY 58 5.8.2 BARGAINING POWER OF SUPPLIERS 58 5.8.3 BARGAINING POWER OF BUYERS 58 5.8.4 THREAT OF SUBSTITUTES 58 5.8.5 THREAT OF NEW ENTRANTS 58 5.9 KEY STAKEHOLDERS AND BUYING CRITERIA 59 5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS 59 5.9.2 BUYING CRITERIA 60 5.10 CASE STUDY ANALYSIS 61 5.10.1 CITRINE INFORMATICS PROVIDES AI-DRIVEN CITRINE PLATFORM TO KCARBON TO PROCESS CARBON FIBERS 61 5.10.2 ALKIMAT ADOPTS EXPONENTIAL TECHNOLOGIES’ XT SAAM SOLUTION TO OPTIMIZE PRODUCTION WORKFLOW AND REDUCE LEAD TIMES AND DEVELOPMENT COSTS 61 5.10.3 MATERIALSZONE OFFERS MIP TOOL FOR INDUSTRIES AND COMPANIES TO OVERCOME CHALLENGES WHILE PRODUCING INNOVATIVE PLASTICS 62 5.10.4 BIOVIA’S MATERIAL INFORMATICS PLATFORM HELPS BOEING VIRTUALLY ANALYZE DURABILITY, ADHESION, AND CORROSION RESISTANCE OF COATING FORMULATIONS 62 5.11 INVESTMENT AND FUNDING SCENARIO 63 5.12 PATENT ANALYSIS 64 5.13 KEY CONFERENCES AND EVENTS, 2025 66 5.14 REGULATORY LANDSCAPE 67 5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 68 5.14.2 STANDARDS 70 5.15 IMPACT OF AI/GEN AI ON MATERIAL INFORMATICS MARKET 70 5.15.1 INTRODUCTION 70 5.15.2 USE CASES 71 6 MATERIAL INFORMATICS: PROMINENT TECHNIQUES AND TOOLS 72 6.1 INTRODUCTION 72 6.2 STATISTICAL ANALYSIS 72 6.3 GENETIC ALGORITHMS 73 6.4 OTHERS 73 7 APPLICATIONS OF MATERIAL INFORMATICS 75 7.1 INTRODUCTION 75 7.2 MATERIAL DISCOVERY & DESIGN 76 7.3 MATERIAL CHARACTERIZATION 76 7.4 MATERIAL LIFECYCLE MANAGEMENT 76   8 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE 77 8.1 INTRODUCTION 78 8.2 ELEMENTS 79 8.2.1 RAPID DEVELOPMENT, DISCOVERY, AND ANALYSIS BENEFITS TO SPUR DEMAND 79 8.3 CHEMICALS 81 8.3.1 ABILITY TO OPTIMIZE CATALYSTS AND ENHANCE PROCESS EFFICIENCY TO FOSTER SEGMENTAL GROWTH 81 8.4 OTHER MATERIALS 84 9 MATERIAL INFORMATICS MARKET, BY INDUSTRY 86 9.1 INTRODUCTION 87 9.2 CHEMICALS & PHARMACEUTICALS 89 9.2.1 GROWING FOCUS ON ACCELERATING THERAPEUTIC DRUG AND VACCINE DISCOVERY TO BOOST SEGMENTAL GROWTH 89 9.3 MATERIALS SCIENCE 92 9.3.1 INCREASING PURSUIT OF MATERIALS WITH DESIRABLE PROPERTIES TO AUGMENT SEGMENTAL GROWTH 92 9.4 MANUFACTURING 97 9.4.1 RISING INNOVATION IN HYBRID MATERIALS, COMPOSITES, AND ALLOYS TO FUEL SEGMENTAL GROWTH 97 9.5 FOOD SCIENCE 101 9.5.1 INCREASING NEED FOR EFFICIENT ANALYSIS OF FOOD CONSTITUENTS THROUGH STATISTICAL QUALITY CONTROL TO BOOST SEGMENTAL GROWTH 101 9.6 ENERGY 104 9.6.1 RISING EMPHASIS ON SUSTAINABLE ENERGY PRODUCTION AND STORAGE TO BOLSTER SEGMENTAL GROWTH 104 9.7 OTHER INDUSTRIES 107 10 MATERIAL INFORMATICS MARKET, BY REGION 111 10.1 INTRODUCTION 112 10.2 NORTH AMERICA 114 10.2.1 MACROECONOMIC OUTLOOK FOR NORTH AMERICA 114 10.2.2 US 118 10.2.2.1 Strong focus on developing lightweight materials in automotive and aerospace sectors to boost market growth 118 10.2.3 CANADA 120 10.2.3.1 Government regulations to reduce plastic wastes to create opportunities for market players 120 10.2.4 MEXICO 121 10.2.4.1 Rise in semiconductor and electronics manufacturing to augment market growth 121   10.3 EUROPE 123 10.3.1 MACROECONOMIC OUTLOOK FOR EUROPE 123 10.3.2 UK 127 10.3.2.1 Rising deployment of connected and autonomous vehicles to support market growth 127 10.3.3 GERMANY 128 10.3.3.1 Increasing investment in smart manufacturing technologies to bolster market growth 128 10.3.4 FRANCE 130 10.3.4.1 Booming additive manufacturing sector to fuel market growth 130 10.3.5 ITALY 132 10.3.5.1 Increasing adoption of advanced data analytics and AI technologies in materials science to drive market 132 10.3.6 REST OF EUROPE 134 10.4 ASIA PACIFIC 135 10.4.1 MACROECONOMIC OUTLOOK FOR ASIA PACIFIC 135 10.4.2 CHINA 139 10.4.2.1 Rising export of manufactured goods to stimulate market growth 139 10.4.3 JAPAN 140 10.4.3.1 Growing vehicle production to contribute to market growth 140 10.4.4 SOUTH KOREA 142 10.4.4.1 Thriving electronics & semiconductor industry to drive market 142 10.4.5 REST OF ASIA PACIFIC 144 10.5 ROW 146 10.5.1 MACROECONOMIC OUTLOOK FOR ROW 146 10.5.2 MIDDLE EAST & AFRICA 148 10.5.2.1 Increasing automobile sales and production volume to stimulate market growth 148 10.5.2.2 GCC countries 150 10.5.2.3 Africa & Rest of Middle East 150 10.5.3 SOUTH AMERICA 151 10.5.3.1 Brazil 152 10.5.3.1.1 Rising deployment of AI, ML, and data analytics technologies in materials science to accelerate market growth 152 10.5.3.2 Rest of South America 153 11 COMPETITIVE LANDSCAPE 154 11.1 OVERVIEW 154 11.2 KEY PLAYERS STRATEGIES/RIGHT TO WIN, 2021–2024 154 11.3 REVENUE ANALYSIS, 2019–2023 156 11.4 MARKET SHARE ANALYSIS, 2024 157 11.5 COMPANY VALUATION AND FINANCIAL METRICS, 2024 160 11.6 PRODUCT COMPARISON 162 11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024 163 11.7.1 STARS 163 11.7.2 EMERGING LEADERS 163 11.7.3 PERVASIVE PLAYERS 163 11.7.4 PARTICIPANTS 163 11.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2024 165 11.7.5.1 Company footprint 165 11.7.5.2 Region footprint 166 11.7.5.3 Material type footprint 167 11.7.5.4 Industry footprint 168 11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024 169 11.8.1 PROGRESSIVE COMPANIES 169 11.8.2 RESPONSIVE COMPANIES 169 11.8.3 DYNAMIC COMPANIES 169 11.8.4 STARTING BLOCKS 169 11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024 171 11.8.5.1 Detailed list of key startups/SMES 171 11.8.5.2 Competitive benchmarking of key startups/SMEs 171 11.9 COMPETITIVE SCENARIO 172 11.9.1 PRODUCT LAUNCHES 172 11.9.2 DEALS 173 11.9.3 EXPANSIONS 177 11.9.4 OTHER DEVELOPMENTS 178 12 COMPANY PROFILES 179 12.1 KEY PLAYERS 179 12.1.1 SCHRÖDINGER, INC. 179 12.1.1.1 Business overview 179 12.1.1.2 Products/Solutions/Services offered 181 12.1.1.3 Recent developments 183 12.1.1.3.1 Deals 183 12.1.1.4 MnM view 184 12.1.1.4.1 Key strengths/Right to win 184 12.1.1.4.2 Strategic choices 184 12.1.1.4.3 Weaknesses/Competitive threats 185 12.1.2 DASSAULT SYSTÈMES 186 12.1.2.1 Business overview 186 12.1.2.2 Products/Solutions/Services offered 188 12.1.2.3 MnM view 188 12.1.2.3.1 Key strengths/Right to win 188 12.1.2.3.2 Strategic choices 188 12.1.2.3.3 Weaknesses/Competitive threats 188 12.1.3 EXABYTE INC. 189 12.1.3.1 Business overview 189 12.1.3.2 Products/Solutions/Services offered 189 12.1.3.3 Recent developments 190 12.1.3.3.1 Developments 190 12.1.3.4 MnM view 190 12.1.3.4.1 Key strengths/Right to win 190 12.1.3.4.2 Strategic choices 190 12.1.3.4.3 Weaknesses/Competitive threats 190 12.1.4 CITRINE INFORMATICS 191 12.1.4.1 Business overview 191 12.1.4.2 Products/Solutions/Services offered 191 12.1.4.3 Recent developments 192 12.1.4.3.1 Product launches 192 12.1.4.3.2 Deals 192 12.1.4.3.3 Other developments 195 12.1.4.4 MnM view 195 12.1.4.4.1 Key strengths/Right to win 195 12.1.4.4.2 Strategic choices 196 12.1.4.4.3 Weaknesses/Competitive threats 196 12.1.5 PHASESHIFT TECHNOLOGIES 197 12.1.5.1 Business overview 197 12.1.5.2 Products/Solutions/Services offered 197 12.1.5.3 Recent developments 198 12.1.5.3.1 Developments 198 12.1.5.4 MnM view 198 12.1.5.4.1 Key strengths/Right to win 198 12.1.5.4.2 Strategic choices 198 12.1.5.4.3 Weaknesses/Competitive threats 198 12.1.6 AI MATERIA 199 12.1.6.1 Business overview 199 12.1.6.2 Products/Solutions/Services offered 199 12.1.7 HITACHI HIGH-TECH CORPORATION 200 12.1.7.1 Business overview 200 12.1.7.2 Products/Solutions/Services offered 201 12.1.8 KEBOTIX, INC. 202 12.1.8.1 Business overview 202 12.1.8.2 Products/Solutions/Services offered 202 12.1.8.3 Recent developments 203 12.1.8.3.1 Deals 203 12.1.8.3.2 Expansions 204 12.1.8.3.3 Other developments 204 12.1.9 MATERIALSZONE 205 12.1.9.1 Business overview 205 12.1.9.2 Products/Solutions/Services offered 205 12.1.9.3 Recent developments 206 12.1.9.3.1 Product launches 206 12.1.9.3.2 Other developments 206 12.1.10 MATERIALS DESIGN, INC. 207 12.1.10.1 Business overview 207 12.1.10.2 Products/Solutions/Services offered 207 12.1.10.3 Recent developments 208 12.1.10.3.1 Product launches 208 12.1.10.3.2 Deals 208 12.2 OTHER PLAYERS 209 12.2.1 ALBERTINVENT 209 12.2.2 EXOMATTER GMBH 210 12.2.3 EXPONENTIAL TECHNOLOGIES LTD. 210 12.2.4 INNOPHORE 211 12.2.5 INTELLEGENS LIMITED 211 12.2.6 KITWARE, INC 212 12.2.7 NOBLEAI 213 12.2.8 MATERIALSIN 213 12.2.9 REVVITY 214 12.2.10 POLYMERIZE 215 12.2.11 PREFERRED COMPUTATIONAL CHEMISTRY 216 12.2.12 QUESTEK INNOVATIONS LLC 217 12.2.13 SIMREKA 218 12.2.14 TILDE MATERIALS INFORMATICS 219 12.2.15 UNCOUNTABLE 219 13 APPENDIX 220 13.1 INSIGHTS FROM INDUSTRY EXPERTS 220 13.2 DISCUSSION GUIDE 221 13.3 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 223 13.4 CUSTOMIZATION OPTIONS 225 13.5 RELATED REPORTS 225 13.6 AUTHOR DETAILS 226
圖表清單 List of Tables & Figures
TABLE 1 LIST OF KEY SECONDARY SOURCES 27 TABLE 2 LIST OF PRIMARY INTERVIEW PARTICIPANTS 29 TABLE 3 MATERIAL INFORMATICS MARKET: RESEARCH LIMITATIONS 37 TABLE 4 ROLE OF COMPANIES IN MATERIAL INFORMATICS ECOSYSTEM 51 TABLE 5 AVERAGE SUBSCRIPTION PRICE OF MATERIAL INFORMATICS PLATFORMS OFFERED BY MAT3RA BASED ON ACCOUNT MEMBERS, 2024 (USD) 52 TABLE 6 PORTER’S FIVE FORCES ANALYSIS 57 TABLE 7 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 INDUSTRIES (%) 59 TABLE 8 KEY BUYING CRITERIA FOR TOP 3 INDUSTRIES 60 TABLE 9 LIST OF KEY PATENTS, 2021–2024 65 TABLE 10 LIST OF KEY CONFERENCES AND EVENTS, 2025 66 TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 68 TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 68 TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 69 TABLE 14 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 69 TABLE 15 SAFETY STANDARDS 70 TABLE 16 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 78 TABLE 17 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 79 TABLE 18 ELEMENTS: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 80 TABLE 19 ELEMENTS: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 80 TABLE 20 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 81 TABLE 21 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 81 TABLE 22 CHEMICALS: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 82 TABLE 23 CHEMICALS: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 83 TABLE 24 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 83 TABLE 25 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 83 TABLE 26 OTHER MATERIALS: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 84 TABLE 27 OTHER MATERIALS: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 84 TABLE 28 OTHER MATERIALS: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 85 TABLE 29 OTHER MATERIALS: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 85 TABLE 30 MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 88 TABLE 31 MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 89 TABLE 32 CHEMICALS & PHARMACEUTICALS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 90 TABLE 33 CHEMICALS & PHARMACEUTICALS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 90 TABLE 34 CHEMICALS & PHARMACEUTICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 90 TABLE 35 CHEMICALS & PHARMACEUTICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 91 TABLE 36 CHEMICALS & PHARMACEUTICALS: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2021–2024 (USD MILLION) 91 TABLE 37 CHEMICALS & PHARMACEUTICALS: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2025–2030 (USD MILLION) 91 TABLE 38 CHEMICALS & PHARMACEUTICALS: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2021–2024 (USD MILLION) 92 TABLE 39 CHEMICALS & PHARMACEUTICALS: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2025–2030 (USD MILLION) 92 TABLE 40 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 93 TABLE 41 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 94 TABLE 42 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 94 TABLE 43 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 94 TABLE 44 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET FOR ELEMENTS, BY REGION, 2021–2024 (USD MILLION) 95 TABLE 45 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET FOR ELEMENTS, BY REGION, 2025–2030 (USD MILLION) 95 TABLE 46 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2021–2024 (USD MILLION) 95 TABLE 47 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2025–2030 (USD MILLION) 96 TABLE 48 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2021–2024 (USD MILLION) 96 TABLE 49 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2025–2030 (USD MILLION) 96 TABLE 50 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 98 TABLE 51 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 98 TABLE 52 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 99 TABLE 53 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 99 TABLE 54 MANUFACTURING: MATERIAL INFORMATICS MARKET FOR ELEMENTS, BY REGION, 2021–2024 (USD MILLION) 99 TABLE 55 MANUFACTURING: MATERIAL INFORMATICS MARKET FOR ELEMENTS, BY REGION, 2025–2030 (USD MILLION) 100 TABLE 56 MANUFACTURING: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2021–2024 (USD MILLION) 100 TABLE 57 MANUFACTURING: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2025–2030 (USD MILLION) 100 TABLE 58 MANUFACTURING: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2021–2024 (USD MILLION) 101 TABLE 59 MANUFACTURING: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2025–2030 (USD MILLION) 101 TABLE 60 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 102 TABLE 61 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 102 TABLE 62 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 102 TABLE 63 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 103 TABLE 64 FOOD SCIENCE: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2021–2024 (USD MILLION) 103 TABLE 65 FOOD SCIENCE: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2025–2030 (USD MILLION) 103 TABLE 66 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 104 TABLE 67 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 104 TABLE 68 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 105 TABLE 69 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 105 TABLE 70 ENERGY: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2021–2024 (USD MILLION) 105 TABLE 71 ENERGY: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2025–2030 (USD MILLION) 106 TABLE 72 ENERGY: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2021–2024 (USD MILLION) 106 TABLE 73 ENERGY: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2025–2030 (USD MILLION) 106 TABLE 74 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 107 TABLE 75 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 107 TABLE 76 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 108 TABLE 77 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 108 TABLE 78 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET FOR ELEMENTS, BY REGION, 2021–2024 (USD MILLION) 108 TABLE 79 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET FOR ELEMENTS, BY REGION, 2025–2030 (USD MILLION) 109 TABLE 80 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2021–2024 (USD MILLION) 109 TABLE 81 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET FOR CHEMICALS, BY REGION, 2025–2030 (USD MILLION) 109 TABLE 82 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2021–2024 (USD MILLION) 110 TABLE 83 OTHER INDUSTRIES: MATERIAL INFORMATICS MARKET FOR OTHER MATERIALS, BY REGION, 2025–2030 (USD MILLION) 110 TABLE 84 MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 113 TABLE 85 MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 113 TABLE 86 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 116 TABLE 87 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 116 TABLE 88 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 116 TABLE 89 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 117 TABLE 90 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 117 TABLE 91 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 117 TABLE 92 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 118 TABLE 93 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 119 TABLE 94 US: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 119 TABLE 95 US: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 119 TABLE 96 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 120 TABLE 97 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 120 TABLE 98 CANADA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 121 TABLE 99 CANADA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 121 TABLE 100 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 122 TABLE 101 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 122 TABLE 102 MEXICO: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 122 TABLE 103 MEXICO: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 123 TABLE 104 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 125 TABLE 105 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 125 TABLE 106 EUROPE: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 125 TABLE 107 EUROPE: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 126 TABLE 108 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 126 TABLE 109 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 126 TABLE 110 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 127 TABLE 111 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 127 TABLE 112 UK: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 128 TABLE 113 UK: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 128 TABLE 114 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 129 TABLE 115 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 129 TABLE 116 GERMANY: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 129 TABLE 117 GERMANY: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 130 TABLE 118 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 131 TABLE 119 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 131 TABLE 120 FRANCE: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 131 TABLE 121 FRANCE: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 132 TABLE 122 ITALY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 132 TABLE 123 ITALY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 133 TABLE 124 ITALY: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 133 TABLE 125 ITALY: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 133 TABLE 126 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 134 TABLE 127 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 134 TABLE 128 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 134 TABLE 129 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 135 TABLE 130 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 137 TABLE 131 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 137 TABLE 132 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 137 TABLE 133 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 138 TABLE 134 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 138 TABLE 135 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 138 TABLE 136 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 139 TABLE 137 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 139 TABLE 138 CHINA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 140 TABLE 139 CHINA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 140 TABLE 140 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 141 TABLE 141 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 141 TABLE 142 JAPAN: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 142 TABLE 143 JAPAN: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 142 TABLE 144 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 143 TABLE 145 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 143 TABLE 146 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 143 TABLE 147 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 144 TABLE 148 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 144 TABLE 149 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 145 TABLE 150 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 145 TABLE 151 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 145 TABLE 152 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 146 TABLE 153 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 146 TABLE 154 ROW: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 147 TABLE 155 ROW: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 147 TABLE 156 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2021–2024 (USD MILLION) 147 TABLE 157 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2025–2030 (USD MILLION) 148 TABLE 158 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 148 TABLE 159 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 149 TABLE 160 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 149 TABLE 161 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 149 TABLE 162 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 150 TABLE 163 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 150 TABLE 164 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2021–2024 (USD MILLION) 151 TABLE 165 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2025–2030 (USD MILLION) 151 TABLE 166 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2021–2024 (USD MILLION) 152 TABLE 167 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY INDUSTRY, 2025–2030 (USD MILLION) 152 TABLE 168 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 153 TABLE 169 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 153 TABLE 170 MATERIAL INFORMATICS MARKET: OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS, FEBRUARY 2021–DECEMBER 2024 154 TABLE 171 MATERIAL INFORMATICS MARKET: DEGREE OF COMPETITION, 2024 157 TABLE 172 MATERIAL INFORMATICS MARKET: REGION FOOTPRINT 166 TABLE 173 MATERIAL INFORMATICS MARKET: MATERIAL TYPE FOOTPRINT 167 TABLE 174 MATERIAL INFORMATICS MARKET: INDUSTRY FOOTPRINT 168 TABLE 175 MATERIAL INFORMATICS MARKET: DETAILED LIST OF KEY STARTUPS/SMES 171 TABLE 176 MATERIAL INFORMATICS MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 171 TABLE 177 MATERIAL INFORMATICS MARKET: PRODUCT LAUNCHES, FEBRUARY 2021−DECEMBER 2024 172 TABLE 178 MATERIAL INFORMATICS MARKET: DEALS, FEBRUARY 2021−DECEMBER 2024 173 TABLE 179 MATERIAL INFORMATICS MARKET: EXPANSIONS, FEBRUARY 2021− DECEMBER 2024 177 TABLE 180 MATERIAL INFORMATICS MARKET: OTHER DEVELOPMENTS, FEBRUARY 2021−DECEMBER 2024 178 TABLE 181 SCHRÖDINGER, INC.: COMPANY OVERVIEW 179 TABLE 182 SCHRÖDINGER, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 181 TABLE 183 SCHRÖDINGER, INC.: DEALS 183 TABLE 184 DASSAULT SYSTÈMES: COMPANY OVERVIEW 186 TABLE 185 DASSAULT SYSTÈMES: PRODUCTS/SOLUTIONS/SERVICES OFFERED 188 TABLE 186 EXABYTE INC.: COMPANY OVERVIEW 189 TABLE 187 EXABYTE INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 189 TABLE 188 EXABYTE INC.: DEVELOPMENTS 190 TABLE 189 CITRINE INFORMATICS: COMPANY OVERVIEW 191 TABLE 190 CITRINE INFORMATICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 191 TABLE 191 CITRINE INFORMATICS: PRODUCT LAUNCHES 192 TABLE 192 CITRINE INFORMATICS: DEALS 192 TABLE 193 CITRINE INFORMATICS: OTHER DEVELOPMENTS 195 TABLE 194 PHASESHIFT TECHNOLOGIES: COMPANY OVERVIEW 197 TABLE 195 PHASESHIFT TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED 197 TABLE 196 PHASESHIFT TECHNOLOGIES: DEVELOPMENTS 198 TABLE 197 AI MATERIA: COMPANY OVERVIEW 199 TABLE 198 AI MATERIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 199 TABLE 199 HITACHI HIGH-TECH CORPORATION: COMPANY OVERVIEW 200 TABLE 200 HITACHI HIGH-TECH CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 201 TABLE 201 KEBOTIX, INC.: COMPANY OVERVIEW 202 TABLE 202 KEBOTIX, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 202 TABLE 203 KEBOTIX, INC.: DEALS 203 TABLE 204 KEBOTIX, INC.: EXPANSIONS 204 TABLE 205 KEBOTIX, INC.: OTHER DEVELOPMENTS 204 TABLE 206 MATERIALSZONE: COMPANY OVERVIEW 205 TABLE 207 MATERIALSZONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 205 TABLE 208 MATERIALSZONE: PRODUCT LAUNCHES 206 TABLE 209 MATERIALSZONE: OTHER DEVELOPMENTS 206 TABLE 210 MATERIALS DESIGN, INC.: COMPANY OVERVIEW 207 TABLE 211 MATERIALS DESIGN, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 207 TABLE 212 MATERIALS DESIGN, INC.: PRODUCT LAUNCHES 208 TABLE 213 MATERIALS DESIGN, INC.: DEALS 208 TABLE 214 ALBERTINVENT: COMPANY OVERVIEW 209 TABLE 215 EXOMATTER GMBH: COMPANY OVERVIEW 210 TABLE 216 EXPONENTIAL TECHNOLOGIES LTD.: COMPANY OVERVIEW 210 TABLE 217 INNOPHORE: COMPANY OVERVIEW 211 TABLE 218 INTELLEGENS LIMITED: COMPANY OVERVIEW 211 TABLE 219 KITWARE, INC: COMPANY OVERVIEW 212 TABLE 220 NOBLEAI: COMPANY OVERVIEW 213 TABLE 221 MATERIALSIN: COMPANY OVERVIEW 213 TABLE 222 REVVITY: COMPANY OVERVIEW 214 TABLE 223 POLYMERIZE: COMPANY OVERVIEW 215 TABLE 224 PREFERRED COMPUTATIONAL CHEMISTRY: COMPANY OVERVIEW 216 TABLE 225 QUESTEK INNOVATIONS LLC: COMPANY OVERVIEW 217 TABLE 226 SIMREKA: COMPANY OVERVIEW 218 TABLE 227 TILDE MATERIALS INFORMATICS: COMPANY OVERVIEW 219 TABLE 228 UNCOUNTABLE: COMPANY OVERVIEW 219 _ FIGURE 1 MATERIAL INFORMATICS MARKET SEGMENTATION AND REGIONAL SCOPE 23 FIGURE 2 MATERIAL INFORMATICS MARKET: RESEARCH DESIGN 26 FIGURE 3 KEY DATA FROM SECONDARY SOURCES 28 FIGURE 4 BREAKDOWN OF PRIMARIES 28 FIGURE 5 KEY DATA FROM PRIMARY SOURCES 29 FIGURE 6 KEY INDUSTRY INSIGHTS 30 FIGURE 7 MATERIAL INFORMATICS MARKET: BOTTOM-UP APPROACH 32 FIGURE 8 MATERIAL INFORMATICS MARKET: TOP-DOWN APPROACH 33 FIGURE 9 MATERIAL INFORMATICS MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE) 34 FIGURE 10 MATERIAL INFORMATICS MARKET: DATA TRIANGULATION 35 FIGURE 11 MATERIAL INFORMATICS MARKET: RESEARCH ASSUMPTIONS 36 FIGURE 12 MATERIAL INFORMATICS MARKET: RISK ANALYSIS 37 FIGURE 13 ELEMENTS SEGMENT TO ACCOUNT FOR LARGEST SHARE OF MATERIAL INFORMATICS MARKET IN 2030 38 FIGURE 14 MATERIALS SCIENCE SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 39 FIGURE 15 ASIA PACIFIC TO RECORD HIGHEST CAGR IN GLOBAL MATERIAL INFORMATICS MARKET BETWEEN 2025 AND 2030 40 FIGURE 16 RISING DEPLOYMENT OF AI TECHNOLOGY TO IMPROVE MATERIALS DISCOVERY TO DRIVE MARKET 41 FIGURE 17 ELEMENTS SEGMENT HELD LARGEST SHARE OF MATERIAL INFORMATICS MARKET IN 2024 41 FIGURE 18 CHEMICALS & PHARMACEUTICALS SEGMENT TO CAPTURE LARGEST MARKET SHARE IN 2025 42 FIGURE 19 CHINA TO REGISTER HIGHEST CAGR IN GLOBAL MATERIAL INFORMATICS MARKET DURING FORECAST PERIOD 42 FIGURE 20 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 43 FIGURE 21 IMPACT ANALYSIS: DRIVERS 45 FIGURE 22 IMPACT ANALYSIS: RESTRAINTS 46 FIGURE 23 IMPACT ANALYSIS: OPPORTUNITIES 47 FIGURE 24 IMPACT ANALYSIS: CHALLENGES 48 FIGURE 25 VALUE CHAIN ANALYSIS 48 FIGURE 26 ECOSYSTEM ANALYSIS 50 FIGURE 27 AVERAGE SUBSCRIPTION PRICE OF MATERIAL INFORMATICS PLATFORMS OFFERED BY MAT3RA BASED ON ACCOUNT MEMBERS, 2024 52 FIGURE 28 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 54 FIGURE 29 PORTER’S FIVE FORCES ANALYSIS 57 FIGURE 30 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 INDUSTRIES 59 FIGURE 31 KEY BUYING CRITERIA FOR TOP 3 INDUSTRIES 60 FIGURE 32 INVESTMENT AND FUNDING SCENARIO, 2020–2024 63 FIGURE 33 PATENTS APPLIED AND GRANTED, 2015–2024 64 FIGURE 34 GEN AI/AI USE CASES 71 FIGURE 35 TECHNIQUES AND TOOLS RELATED TO MATERIAL INFORMATICS 72 FIGURE 36 APPLICATIONS OF MATERIAL INFORMATICS 75 FIGURE 37 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE 78 FIGURE 38 ELEMENTS SEGMENT TO DOMINATE MATERIAL INFORMATICS MARKET FROM 2025 TO 2030 78 FIGURE 39 NORTH AMERICA TO HOLD LARGEST SHARE OF MATERIAL INFORMATICS MARKET FOR ELEMENTS IN 2030 80 FIGURE 40 CHEMICALS & PHARMACEUTICALS SEGMENT TO CAPTURE LARGEST SHARE OF MATERIAL INFORMATICS MARKET FOR CHEMICALS IN 2025 82 FIGURE 41 MATERIAL INFORMATICS MARKET, BY INDUSTRY 87 FIGURE 42 CHEMICALS & PHARMACEUTICALS SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2030 88 FIGURE 43 ELEMENTS SEGMENT TO DOMINATE MARKET FOR MATERIALS SCIENCE FROM 2025 TO 2030 93 FIGURE 44 NORTH AMERICA TO HOLD LARGEST SHARE OF INDUSTRIAL INFORMATICS MARKET FOR MANUFACTURING IN 2025 98 FIGURE 45 MATERIAL INFORMATICS MARKET, BY REGION 112 FIGURE 46 CHINA TO EXHIBIT HIGHEST CAGR IN GLOBAL MATERIAL INFORMATICS MARKET DURING FORECAST PERIOD 113 FIGURE 47 NORTH AMERICA: MATERIAL INFORMATICS MARKET SNAPSHOT 115 FIGURE 48 EUROPE: MATERIAL INFORMATICS MARKET SNAPSHOT 124 FIGURE 49 ASIA PACIFIC: MATERIAL INFORMATICS MARKET SNAPSHOT 136 FIGURE 50 INDUSTRIAL INFORMATICS MARKET: REVENUE ANALYSIS OF TWO KEY PLAYERS, 2019–2023 156 FIGURE 51 MARKET SHARE ANALYSIS OF COMPANIES OFFERING MATERIAL INFORMATICS PLATFORMS, 2024 157 FIGURE 52 COMPANY VALUATION, 2024 160 FIGURE 53 FINANCIAL METRICS, 2024 (EV/EBITDA) 161 FIGURE 54 PRODUCT COMPARISON 162 FIGURE 55 MATERIAL INFORMATICS MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2024 164 FIGURE 56 MATERIAL INFORMATICS MARKET: COMPANY FOOTPRINT 165 FIGURE 57 MATERIAL INFORMATICS MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2024 170 FIGURE 58 SCHRÖDINGER, INC.: COMPANY SNAPSHOT 180 FIGURE 59 DASSAULT SYSTÈMES: COMPANY SNAPSHOT 187 FIGURE 60 HITACHI HIGH-TECH CORPORATION: COMPANY SNAPSHOT 201

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