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
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), Schr?dinger (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:
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:
“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), Schr?dinger (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%
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.
1 INTRODUCTION
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.3 INCLUSIONS AND EXCLUSIONS
1.4 STUDY SCOPE
1.4.1 MARKETS COVERED
FIGURE 1 MATERIAL INFORMATICS MARKET SEGMENTATION
1.4.2 GEOGRAPHIC SCOPE
1.4.3 YEARS CONSIDERED
1.5 CURRENCY CONSIDERED
1.6 STAKEHOLDERS
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 2 MATERIAL INFORMATICS MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.1.1 List of major secondary sources
2.1.1.2 Key data from secondary sources
2.1.2 PRIMARY DATA
2.1.2.1 Breakdown of primaries
2.1.2.2 Primary interviews with experts
2.1.2.3 Key data from primary sources
2.1.3 SECONDARY AND PRIMARY RESEARCH
2.1.3.1 Key industry insights
2.2 MARKET SIZE ESTIMATION
2.2.1 BOTTOM-UP APPROACH
2.2.1.1 To estimate market size using bottom-up approach (demand side)
FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH
2.2.2 TOP-DOWN APPROACH
2.2.2.1 To estimate market size using top-down approach (supply side)
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY FOR MATERIAL INFORMATICS THROUGH SUPPLY-SIDE ANALYSIS
2.3 MARKET BREAKDOWN AND DATA TRIANGULATION
FIGURE 6 DATA TRIANGULATION
2.4 RESEARCH ASSUMPTIONS AND LIMITATIONS
2.4.1 RESEARCH ASSUMPTIONS
FIGURE 7 ASSUMPTIONS OF RESEARCH STUDY
2.4.2 RESEARCH LIMITATIONS
2.5 PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET
2.6 RISK ASSESSMENT
FIGURE 8 RISK ASSESSMENT OF RESEARCH STUDY
3 EXECUTIVE SUMMARY
FIGURE 9 ELEMENTS TO ACCOUNT FOR LARGEST SHARE OF MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, FROM 2023 TO 2028
FIGURE 10 MATERIALS SCIENCE SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 11 ASIA PACIFIC TO RECORD HIGHEST CAGR IN GLOBAL MATERIAL INFORMATICS MARKET DURING 2023?2028
3.1 ANALYSIS OF RECESSION IMPACT ON MATERIAL INFORMATICS MARKET
FIGURE 12 GDP GROWTH PROJECTION TILL 2023 FOR MAJOR ECONOMIES (% CHANGE)
FIGURE 13 IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET GROWTH
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MATERIAL INFORMATICS MARKET
FIGURE 14 ASIA PACIFIC TO BE LUCRATIVE MARKET FOR MATERIAL INFORMATICS
4.2 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
FIGURE 15 ELEMENTS SEGMENT HELD LARGEST SHARE OF MATERIAL INFORMATICS MARKET IN 2022
4.3 MATERIAL INFORMATICS MARKET, BY APPLICATION
FIGURE 16 CHEMICAL & PHARMACEUTICAL SEGMENT TO CAPTURE LARGEST MARKET SIZE FROM 2023 T0 2028
4.4 MATERIAL INFORMATICS MARKET, BY COUNTRY
FIGURE 17 CHINA TO REGISTER HIGHEST CAGR IN GLOBAL MARKET DURING FORECAST PERIOD
5 MARKET OVERVIEW
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 18 MATERIAL INFORMATICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
5.2.1 DRIVERS
5.2.1.1 Rising use of AI in materials science
5.2.1.2 Government initiatives to support materials research and development
5.2.1.3 Rising demand for materials informatics techniques to accelerate materials and manufacturing innovations
FIGURE 19 IMPACT ANALYSIS OF DRIVERS
5.2.2 RESTRAINTS
5.2.2.1 Shortage of technical resources
5.2.2.2 High costs of maintenance and services
FIGURE 20 IMPACT ANALYSIS OF RESTRAINTS
5.2.3 OPPORTUNITIES
5.2.3.1 Growing popularity of cloud-based data analytics platforms to analyze materials
5.2.3.2 Ease of building material databases using digital technologies
FIGURE 21 IMPACT ANALYSIS OF OPPORTUNITIES
5.2.4 CHALLENGES
5.2.4.1 Lack of prescribed standards and regulations
5.2.4.2 Interoperability issues
FIGURE 22 IMPACT ANALYSIS OF CHALLENGES FOR MATERIAL INFORMATICS MARKET
5.3 VALUE CHAIN ANALYSIS
FIGURE 23 VALUE CHAIN ANALYSIS OF MATERIAL INFORMATICS MARKET
5.4 ECOSYSTEM ANALYSIS
FIGURE 24 ECOSYSTEM MAP
TABLE 1 LIST OF KEY COMPANIES AND THEIR ROLE IN MATERIAL INFORMATICS ECOSYSTEM
5.5 PRICING ANALYSIS
5.5.1 PRICING ANALYSIS OF PLATFORMS OFFERED BY KEY PLAYERS
FIGURE 25 ASP OF MATERIAL INFORMATICS PLATFORMS OFFERED BY MAT3RA BASED ON ACCOUNT MEMBERS
TABLE 2 AVERAGE SUBSCRIPTION PRICE FOR MATERIAL INFORMATICS PLATFORMS PROVIDED BY MAT3RA BASED ON ACCOUNT MEMBERS (USD)
5.5.2 ASP TREND
5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
FIGURE 26 REVENUE SHIFT AND NEW REVENUE POCKETS FOR PLAYERS IN MATERIAL INFORMATICS MARKET
5.7 TECHNOLOGY ANALYSIS
5.7.1 ARTIFICIAL INTELLIGENCE/MACHINE LEARNING
5.7.2 POLYMER INFORMATICS
5.7.3 CHEMICAL INFORMATICS
5.7.4 BIOINFORMATICS
5.8 PORTER’S FIVE FORCES ANALYSIS
TABLE 3 MATERIAL INFORMATICS MARKET: PORTER’S FIVE FORCES ANALYSIS
5.9 KEY STAKEHOLDERS AND BUYING CRITERIA
5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 27 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS
TABLE 4 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%)
5.9.2 BUYING CRITERIA
FIGURE 28 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS
TABLE 5 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS
5.10 CASE STUDY ANALYSIS
TABLE 6 USE OF AI-DRIVEN PLATFORM OFFERED BY CITRINE INFORMATICS TO PROCESS CARBON FIBERS
TABLE 7 ADOPTION OF TECHNOLOGY PLATFORM OFFERED BY EXPONENTIAL TECHNOLOGIES TO OPTIMIZE PRODUCTION WORKFLOW AND REDUCE LEAD TIMES AND DEVELOPMENT COSTS
TABLE 8 IMPLEMENTATION OF MIP OFFERED BY MATERIALSZONE TO OVERCOME CHALLENGES WHILE PRODUCING INNOVATIVE PLASTICS
5.11 PATENT ANALYSIS
FIGURE 29 TOP 10 COMPANIES/INSTITUTIONS WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS
TABLE 9 TOP 20 PATENT OWNERS (US) IN LAST 10 YEARS
FIGURE 30 NUMBER OF PATENTS GRANTED PER YEAR FROM 2012 TO 2022
TABLE 10 LIST OF KEY PATENTS IN MATERIAL INFORMATICS MARKET, 2019–2022
5.12 KEY CONFERENCES AND EVENTS (2023)
TABLE 11 MATERIAL INFORMATICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS
5.13 REGULATORY LANDSCAPE
5.13.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS RELATED TO MATERIAL INFORMATICS MARKET
TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.13.2 STANDARDS AND REGULATIONS RELATED TO MATERIAL INFORMATICS SOLUTIONS
TABLE 14 SAFETY STANDARDS FOR MATERIAL INFORMATICS MARKET
6 PROMINENT TECHNIQUES IN MATERIAL INFORMATICS
6.1 INTRODUCTION
FIGURE 31 PROMINENT TECHNIQUES IMPLEMENTED IN MATERIAL INFORMATICS
6.2 STATISTICAL ANALYSIS
6.3 GENETIC ALGORITHM
6.4 OTHERS
7 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
7.1 INTRODUCTION
FIGURE 32 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
FIGURE 33 ELEMENTS TO LEAD MATERIAL INFORMATICS MARKET FROM 2023 TO 2028
TABLE 15 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 16 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
7.2 ELEMENTS
7.2.1 RAPID DEVELOPMENT, DISCOVERY, AND ANALYSIS BENEFITS OFFERED BY MATERIAL INFORMATICS SOFTWARE TO FUEL DEMAND
TABLE 17 ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 18 ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
FIGURE 34 NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR ELEMENTS SEGMENT IN 2028
TABLE 19 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 20 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
7.3 CHEMICALS
7.3.1 STRONG FOCUS ON DISCOVERY, DEVELOPMENT, AND OPTIMIZATION OF CHEMICAL COMPOUNDS TO PROPEL GROWTH
FIGURE 35 CHEMICAL & PHARMACEUTICAL APPLICATIONS TO HOLD LARGEST SHARE OF CHEMICALS SEGMENT IN MATERIAL INFORMATICS MARKET IN 2028
TABLE 21 CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 22 CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 23 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 24 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
7.4 OTHERS
TABLE 25 OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 26 OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 27 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 28 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8 MATERIAL INFORMATICS MARKET, BY APPLICATION
8.1 INTRODUCTION
FIGURE 36 MATERIAL INFORMATICS MARKET, BY APPLICATION
FIGURE 37 CHEMICAL & PHARMACEUTICAL SEGMENT TO LEAD MATERIAL INFORMATICS MARKET, BY APPLICATION, DURING FORECAST PERIOD
TABLE 29 MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 30 MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
8.2 CHEMICAL & PHARMACEUTICAL
8.2.1 INCLINATION OF CHEMICAL & PHARMACEUTICAL COMPANIES TOWARD R&D TO FUEL MARKET GROWTH
TABLE 31 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 32 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 33 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 34 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3 MATERIALS SCIENCE
8.3.1 ADOPTION OF MATERIALS MODELING TECHNIQUES FOR RAPID DISCOVERY AND DEVELOPMENT OF MATERIALS TO DRIVE MARKET
FIGURE 38 ELEMENTS SEGMENT TO LEAD MATERIALS SCIENCE MARKET THROUGHOUT FORECAST PERIOD
TABLE 35 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 36 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 37 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 38 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4 MANUFACTURING
8.4.1 IMPLEMENTATION OF MATERIAL INFORMATICS SOFTWARE IN MANUFACTURING AUTOMOBILES AND ELECTRONIC PRODUCTS TO STIMULATE GROWTH
TABLE 39 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 40 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
FIGURE 39 NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD
TABLE 41 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 42 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5 FOOD SCIENCE
8.5.1 NEED FOR EFFICIENT ANALYSIS OF FOOD CONSTITUENTS THROUGH STATISTICAL QUALITY CONTROL METHODS TO BOOST MARKET
TABLE 43 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 44 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 45 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 46 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.6 ENERGY
8.6.1 INCREASED DEMAND FOR SUSTAINABLE ENERGY PRODUCTION AND STORAGE TO SUPPORT MATERIAL INFORMATICS MARKET GROWTH
TABLE 47 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 48 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 49 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 50 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.7 OTHERS
TABLE 51 OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 52 OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 53 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 54 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
9 MATERIAL INFORMATICS MARKET, BY REGION
9.1 INTRODUCTION
FIGURE 40 MATERIAL INFORMATICS MARKET IN CHINA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 55 MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 56 MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
9.2 NORTH AMERICA
FIGURE 41 NORTH AMERICA: SNAPSHOT OF MATERIAL INFORMATICS MARKET
TABLE 57 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 58 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 59 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 60 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 61 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 62 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
9.2.1 US
9.2.1.1 Focus of automobile and aerospace companies on developing lightweight materials to boost market
TABLE 63 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 64 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.2.2 CANADA
9.2.2.1 Government regulations to reduce pollution and plastic waste to create opportunities for material informatics software providers
TABLE 65 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 66 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.2.3 MEXICO
9.2.3.1 Efficient manufacturing base to create opportunities for providers of material informatics software
TABLE 67 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 68 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.3 EUROPE
FIGURE 42 EUROPE: SNAPSHOT OF MATERIAL INFORMATICS MARKET
TABLE 69 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 70 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 71 EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 72 EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 73 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 74 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
9.3.1 UK
9.3.1.1 Significant demand for material informatics from aerospace component manufacturers to support market growth
TABLE 75 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 76 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.3.2 GERMANY
9.3.2.1 High adoption of material informatics software by automakers to propel market
TABLE 77 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 78 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.3.3 FRANCE
9.3.3.1 Booming additive manufacturing industry to facilitate use of material informatics platforms
TABLE 79 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 80 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.3.4 REST OF EUROPE
TABLE 81 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 82 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.4 ASIA PACIFIC
FIGURE 43 ASIA PACIFIC: SNAPSHOT OF MATERIAL INFORMATICS MARKET
TABLE 83 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 84 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 85 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 86 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 87 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 88 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
9.4.1 CHINA
9.4.1.1 Booming automotive, pharmaceutical, and food industries to stimulate demand for material informatics software
TABLE 89 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 90 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.4.2 JAPAN
9.4.2.1 Presence of leading electronics manufacturing companies to fuel demand for material informatics software
TABLE 91 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 92 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.4.3 SOUTH KOREA
9.4.3.1 Thriving electronics & semiconductor industry to drive market
TABLE 93 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 94 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.4.4 REST OF ASIA PACIFIC
TABLE 95 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 96 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.5 ROW
TABLE 97 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 98 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 99 ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 100 ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 101 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 102 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
9.5.1 MIDDLE EAST & AFRICA
9.5.1.1 Potential opportunities from food science and aerospace applications to stimulate growth
TABLE 103 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 104 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.5.2 SOUTH AMERICA
9.5.2.1 Growing requirements from food processing companies to lead to high demand for material informatics
TABLE 105 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 106 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
10 COMPETITIVE LANDSCAPE
10.1 OVERVIEW
10.2 STRATEGIES ADOPTED BY KEY PLAYERS
TABLE 107 OVERVIEW OF STRATEGIES FOLLOWED BY LEADING COMPANIES IN MATERIAL INFORMATICS MARKET
10.3 FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS
FIGURE 44 REVENUE ANALYSIS OF TOP PLAYERS, 2017–2021
10.4 MARKET SHARE ANALYSIS
TABLE 108 MARKET SHARE ANALYSIS (2022)
10.5 COMPETITIVE EVALUATION QUADRANT
10.5.1 STAR PLAYERS
10.5.2 EMERGING LEADERS
10.5.3 PERVASIVE PLAYERS
10.5.4 PARTICIPANTS
FIGURE 45 MATERIAL INFORMATICS MARKET (GLOBAL) COMPANY EVALUATION QUADRANT, 2022
10.6 SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT
10.6.1 PROGRESSIVE COMPANIES
10.6.2 RESPONSIVE COMPANIES
10.6.3 DYNAMIC COMPANIES
10.6.4 STARTING BLOCKS
FIGURE 46 MATERIAL INFORMATICS MARKET (GLOBAL) SMES EVALUATION QUADRANT, 2022
10.7 MATERIAL INFORMATICS MARKET: COMPANY FOOTPRINT
TABLE 109 OVERALL COMPANY FOOTPRINT
TABLE 110 COMPANY MATERIAL TYPE FOOTPRINT
TABLE 111 COMPANY APPLICATION FOOTPRINT
TABLE 112 COMPANY REGION FOOTPRINT
10.8 COMPETITIVE BENCHMARKING
TABLE 113 MATERIAL INFORMATICS MARKET: LIST OF KEY STARTUPS/SMES
TABLE 114 MATERIAL INFORMATICS MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
10.9 COMPETITIVE SCENARIO
TABLE 115 MATERIAL INFORMATICS MARKET: PRODUCT LAUNCHES, 2020?2022
TABLE 116 MATERIAL INFORMATICS MARKET: DEALS, 2021–2022
TABLE 117 MATERIAL INFORMATICS MARKET: OTHERS, 2020–2021
11 COMPANY PROFILES
(Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats) *
11.1 KEY PLAYERS
11.1.1 SCHR?DINGER
TABLE 118 SCHR?DINGER: BUSINESS OVERVIEW
FIGURE 47 SCHR?DINGER: COMPANY SNAPSHOT
TABLE 119 SCHR?DINGER: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 120 SCHR?DINGER: DEALS
11.1.2 DASSAULT SYST?MES
TABLE 121 DASSAULT SYST?MES: BUSINESS OVERVIEW
FIGURE 48 DASSAULT SYST?MES: COMPANY SNAPSHOT
TABLE 122 DASSAULT SYST?MES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
11.1.3 MAT3RA
TABLE 123 MAT3RA: BUSINESS OVERVIEW
TABLE 124 MAT3RA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 125 MAT3RA: OTHERS
11.1.4 CITRINE INFORMATICS
TABLE 126 CITRINE INFORMATICS: BUSINESS OVERVIEW
TABLE 127 CITRINE INFORMATICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 128 CITRINE INFORMATICS: PRODUCT LAUNCHES
TABLE 129 CITRINE INFORMATICS: DEALS
TABLE 130 CITRINE INFORMATICS: OTHERS
11.1.5 PHASESHIFT TECHNOLOGIES
TABLE 131 PHASESHIFT TECHNOLOGIES: BUSINESS OVERVIEW
TABLE 132 PHASESHIFT TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 133 PHASESHIFT TECHNOLOGIES: OTHERS
11.1.6 AI MATERIA
TABLE 134 AI MATERIA: BUSINESS OVERVIEW
TABLE 135 AI MATERIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
11.1.7 HITACHI HIGH-TECH
TABLE 136 HITACHI HIGH-TECH: BUSINESS OVERVIEW
TABLE 137 HITACHI HIGH-TECH: PRODUCTS/SOLUTIONS/SERVICES OFFERED
11.1.8 KEBOTIX
TABLE 138 KEBOTIX: BUSINESS OVERVIEW
TABLE 139 KEBOTIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 140 KEBOTIX: DEALS
TABLE 141 KEBOTIX: OTHERS
11.1.9 MATERIALSZONE
TABLE 142 MATERIALSZONE: BUSINESS OVERVIEW
TABLE 143 MATERIALSZONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
11.1.10 MATERIALS DESIGN
TABLE 144 MATERIALS DESIGN: BUSINESS OVERVIEW
TABLE 145 MATERIALS DESIGN: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 146 MATERIALS DESIGN: PRODUCT LAUNCHES
11.2 OTHER PLAYERS
11.2.1 ALLOYED
TABLE 147 ALLOYED: COMPANY OVERVIEW
11.2.2 EXPONENTIAL TECHNOLOGIES (XT)
TABLE 148 EXPONENTIAL TECHNOLOGIES: COMPANY OVERVIEW
11.2.3 INNOPHORE
TABLE 149 INNOPHORE: COMPANY OVERVIEW
11.2.4 INTELLEGENS
TABLE 150 INTELLEGENS: COMPANY OVERVIEW
11.2.5 KITWARE
TABLE 151 KITWARE: COMPANY OVERVIEW
11.2.6 NOBLE.AI
TABLE 152 NOBLE.AI: COMPANY OVERVIEW
11.2.7 ONTOCHEM
TABLE 153 ONTOCHEM: COMPANY OVERVIEW
11.2.8 PERKINELMER INFORMATICS
TABLE 154 PERKINELMER INFORMATICS: COMPANY OVERVIEW
11.2.9 POLYMERIZE
TABLE 155 POLYMERIZE: COMPANY OVERVIEW
11.2.10 PREFERRED COMPUTATIONAL CHEMISTRY
TABLE 156 PREFERRED COMPUTATIONAL CHEMISTRY: COMPANY OVERVIEW
11.2.11 QUESTEK INNOVATIONS
TABLE 157 QUESTEK INNOVATIONS: COMPANY OVERVIEW
11.2.12 SIMREKA
TABLE 158 SIMREKA: COMPANY OVERVIEW
11.2.13 TILDE MATERIALS INFORMATICS
TABLE 159 TILDE MATERIALS INFORMATICS: COMPANY OVERVIEW
11.2.14 TOXTRACK
TABLE 160 TOXTRACK: COMPANY OVERVIEW
11.2.15 UNCOUNTABLE
TABLE 161 UNCOUNTABLE: COMPANY OVERVIEW
*Details on Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats might not be captured in case of unlisted companies.
12 ADJACENT MARKET
12.1 ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET
12.2 INTRODUCTION
FIGURE 49 MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET BETWEEN 2022 AND 2027
TABLE 162 AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 163 AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
12.3 MACHINE LEARNING
12.3.1 ADVANCEMENTS IN DEEP LEARNING AND SUPERVISED LEARNING TECHNOLOGIES TO DRIVE MARKET
TABLE 164 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2018–2021 (USD MILLION)
TABLE 165 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2022–2027 (USD MILLION)
TABLE 166 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 167 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2022–2027 (USD MILLION)
12.3.2 DEEP LEARNING
12.3.2.1 Rapid adoption of robotics in manufacturing industry to drive demand for deep learning
12.3.3 SUPERVISED LEARNING
12.3.3.1 Image recognition and predictive analytics applications to play major role in market growth
12.3.4 REINFORCEMENT LEARNING
12.3.4.1 Integration of reinforcement learning with ML algorithms for maximization of system performance to support market growth
12.3.5 UNSUPERVISED LEARNING
12.3.5.1 Ability of unsupervised learning to discover hidden data patterns or groupings in large datasets to accelerate demand
12.3.6 OTHERS
12.4 NATURAL LANGUAGE PROCESSING
12.4.1 DEVELOPMENTS IN NATURAL LANGUAGE PROCESSING FOR REAL-TIME TRANSLATION TO FUEL DEMAND
TABLE 168 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 169 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2022–2027 (USD MILLION)
12.5 CONTEXT-AWARE COMPUTING
12.5.1 RISING USE OF CONTEXT-AWARE COMPUTING TO PROVIDE TASK-RELEVANT INFORMATION AND SERVICES TO USERS TO SUPPORT MARKET GROWTH
TABLE 170 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2018–2021 (USD MILLION)
TABLE 171 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2022–2027 (USD MILLION)
TABLE 172 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 173 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2022–2027 (USD MILLION)
12.6 COMPUTER VISION
12.6.1 NEED TO ANALYZE AND PROVIDE VISUAL FEEDBACK ON 3D OBJECTS, GEOMETRIC SHAPES, VOLUMES, AND PATTERNS TO BOOST DEMAND FOR COMPUTER VISION TECHNOLOGY
TABLE 174 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 175 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2022–2027 (USD MILLION)
13 APPENDIX
13.1 INSIGHTS FROM INDUSTRY EXPERTS
13.2 DISCUSSION GUIDE
13.3 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
13.4 CUSTOMIZATION OPTIONS
13.5 RELATED REPORTS
13.6 AUTHOR DETAILS
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.3 INCLUSIONS AND EXCLUSIONS
1.4 STUDY SCOPE
1.4.1 MARKETS COVERED
FIGURE 1 MATERIAL INFORMATICS MARKET SEGMENTATION
1.4.2 GEOGRAPHIC SCOPE
1.4.3 YEARS CONSIDERED
1.5 CURRENCY CONSIDERED
1.6 STAKEHOLDERS
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 2 MATERIAL INFORMATICS MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.1.1 List of major secondary sources
2.1.1.2 Key data from secondary sources
2.1.2 PRIMARY DATA
2.1.2.1 Breakdown of primaries
2.1.2.2 Primary interviews with experts
2.1.2.3 Key data from primary sources
2.1.3 SECONDARY AND PRIMARY RESEARCH
2.1.3.1 Key industry insights
2.2 MARKET SIZE ESTIMATION
2.2.1 BOTTOM-UP APPROACH
2.2.1.1 To estimate market size using bottom-up approach (demand side)
FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH
2.2.2 TOP-DOWN APPROACH
2.2.2.1 To estimate market size using top-down approach (supply side)
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY FOR MATERIAL INFORMATICS THROUGH SUPPLY-SIDE ANALYSIS
2.3 MARKET BREAKDOWN AND DATA TRIANGULATION
FIGURE 6 DATA TRIANGULATION
2.4 RESEARCH ASSUMPTIONS AND LIMITATIONS
2.4.1 RESEARCH ASSUMPTIONS
FIGURE 7 ASSUMPTIONS OF RESEARCH STUDY
2.4.2 RESEARCH LIMITATIONS
2.5 PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET
2.6 RISK ASSESSMENT
FIGURE 8 RISK ASSESSMENT OF RESEARCH STUDY
3 EXECUTIVE SUMMARY
FIGURE 9 ELEMENTS TO ACCOUNT FOR LARGEST SHARE OF MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, FROM 2023 TO 2028
FIGURE 10 MATERIALS SCIENCE SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 11 ASIA PACIFIC TO RECORD HIGHEST CAGR IN GLOBAL MATERIAL INFORMATICS MARKET DURING 2023?2028
3.1 ANALYSIS OF RECESSION IMPACT ON MATERIAL INFORMATICS MARKET
FIGURE 12 GDP GROWTH PROJECTION TILL 2023 FOR MAJOR ECONOMIES (% CHANGE)
FIGURE 13 IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET GROWTH
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MATERIAL INFORMATICS MARKET
FIGURE 14 ASIA PACIFIC TO BE LUCRATIVE MARKET FOR MATERIAL INFORMATICS
4.2 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
FIGURE 15 ELEMENTS SEGMENT HELD LARGEST SHARE OF MATERIAL INFORMATICS MARKET IN 2022
4.3 MATERIAL INFORMATICS MARKET, BY APPLICATION
FIGURE 16 CHEMICAL & PHARMACEUTICAL SEGMENT TO CAPTURE LARGEST MARKET SIZE FROM 2023 T0 2028
4.4 MATERIAL INFORMATICS MARKET, BY COUNTRY
FIGURE 17 CHINA TO REGISTER HIGHEST CAGR IN GLOBAL MARKET DURING FORECAST PERIOD
5 MARKET OVERVIEW
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 18 MATERIAL INFORMATICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
5.2.1 DRIVERS
5.2.1.1 Rising use of AI in materials science
5.2.1.2 Government initiatives to support materials research and development
5.2.1.3 Rising demand for materials informatics techniques to accelerate materials and manufacturing innovations
FIGURE 19 IMPACT ANALYSIS OF DRIVERS
5.2.2 RESTRAINTS
5.2.2.1 Shortage of technical resources
5.2.2.2 High costs of maintenance and services
FIGURE 20 IMPACT ANALYSIS OF RESTRAINTS
5.2.3 OPPORTUNITIES
5.2.3.1 Growing popularity of cloud-based data analytics platforms to analyze materials
5.2.3.2 Ease of building material databases using digital technologies
FIGURE 21 IMPACT ANALYSIS OF OPPORTUNITIES
5.2.4 CHALLENGES
5.2.4.1 Lack of prescribed standards and regulations
5.2.4.2 Interoperability issues
FIGURE 22 IMPACT ANALYSIS OF CHALLENGES FOR MATERIAL INFORMATICS MARKET
5.3 VALUE CHAIN ANALYSIS
FIGURE 23 VALUE CHAIN ANALYSIS OF MATERIAL INFORMATICS MARKET
5.4 ECOSYSTEM ANALYSIS
FIGURE 24 ECOSYSTEM MAP
TABLE 1 LIST OF KEY COMPANIES AND THEIR ROLE IN MATERIAL INFORMATICS ECOSYSTEM
5.5 PRICING ANALYSIS
5.5.1 PRICING ANALYSIS OF PLATFORMS OFFERED BY KEY PLAYERS
FIGURE 25 ASP OF MATERIAL INFORMATICS PLATFORMS OFFERED BY MAT3RA BASED ON ACCOUNT MEMBERS
TABLE 2 AVERAGE SUBSCRIPTION PRICE FOR MATERIAL INFORMATICS PLATFORMS PROVIDED BY MAT3RA BASED ON ACCOUNT MEMBERS (USD)
5.5.2 ASP TREND
5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
FIGURE 26 REVENUE SHIFT AND NEW REVENUE POCKETS FOR PLAYERS IN MATERIAL INFORMATICS MARKET
5.7 TECHNOLOGY ANALYSIS
5.7.1 ARTIFICIAL INTELLIGENCE/MACHINE LEARNING
5.7.2 POLYMER INFORMATICS
5.7.3 CHEMICAL INFORMATICS
5.7.4 BIOINFORMATICS
5.8 PORTER’S FIVE FORCES ANALYSIS
TABLE 3 MATERIAL INFORMATICS MARKET: PORTER’S FIVE FORCES ANALYSIS
5.9 KEY STAKEHOLDERS AND BUYING CRITERIA
5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 27 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS
TABLE 4 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%)
5.9.2 BUYING CRITERIA
FIGURE 28 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS
TABLE 5 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS
5.10 CASE STUDY ANALYSIS
TABLE 6 USE OF AI-DRIVEN PLATFORM OFFERED BY CITRINE INFORMATICS TO PROCESS CARBON FIBERS
TABLE 7 ADOPTION OF TECHNOLOGY PLATFORM OFFERED BY EXPONENTIAL TECHNOLOGIES TO OPTIMIZE PRODUCTION WORKFLOW AND REDUCE LEAD TIMES AND DEVELOPMENT COSTS
TABLE 8 IMPLEMENTATION OF MIP OFFERED BY MATERIALSZONE TO OVERCOME CHALLENGES WHILE PRODUCING INNOVATIVE PLASTICS
5.11 PATENT ANALYSIS
FIGURE 29 TOP 10 COMPANIES/INSTITUTIONS WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS
TABLE 9 TOP 20 PATENT OWNERS (US) IN LAST 10 YEARS
FIGURE 30 NUMBER OF PATENTS GRANTED PER YEAR FROM 2012 TO 2022
TABLE 10 LIST OF KEY PATENTS IN MATERIAL INFORMATICS MARKET, 2019–2022
5.12 KEY CONFERENCES AND EVENTS (2023)
TABLE 11 MATERIAL INFORMATICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS
5.13 REGULATORY LANDSCAPE
5.13.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS RELATED TO MATERIAL INFORMATICS MARKET
TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.13.2 STANDARDS AND REGULATIONS RELATED TO MATERIAL INFORMATICS SOLUTIONS
TABLE 14 SAFETY STANDARDS FOR MATERIAL INFORMATICS MARKET
6 PROMINENT TECHNIQUES IN MATERIAL INFORMATICS
6.1 INTRODUCTION
FIGURE 31 PROMINENT TECHNIQUES IMPLEMENTED IN MATERIAL INFORMATICS
6.2 STATISTICAL ANALYSIS
6.3 GENETIC ALGORITHM
6.4 OTHERS
7 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
7.1 INTRODUCTION
FIGURE 32 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
FIGURE 33 ELEMENTS TO LEAD MATERIAL INFORMATICS MARKET FROM 2023 TO 2028
TABLE 15 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 16 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
7.2 ELEMENTS
7.2.1 RAPID DEVELOPMENT, DISCOVERY, AND ANALYSIS BENEFITS OFFERED BY MATERIAL INFORMATICS SOFTWARE TO FUEL DEMAND
TABLE 17 ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 18 ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
FIGURE 34 NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR ELEMENTS SEGMENT IN 2028
TABLE 19 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 20 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
7.3 CHEMICALS
7.3.1 STRONG FOCUS ON DISCOVERY, DEVELOPMENT, AND OPTIMIZATION OF CHEMICAL COMPOUNDS TO PROPEL GROWTH
FIGURE 35 CHEMICAL & PHARMACEUTICAL APPLICATIONS TO HOLD LARGEST SHARE OF CHEMICALS SEGMENT IN MATERIAL INFORMATICS MARKET IN 2028
TABLE 21 CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 22 CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 23 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 24 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
7.4 OTHERS
TABLE 25 OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 26 OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 27 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 28 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8 MATERIAL INFORMATICS MARKET, BY APPLICATION
8.1 INTRODUCTION
FIGURE 36 MATERIAL INFORMATICS MARKET, BY APPLICATION
FIGURE 37 CHEMICAL & PHARMACEUTICAL SEGMENT TO LEAD MATERIAL INFORMATICS MARKET, BY APPLICATION, DURING FORECAST PERIOD
TABLE 29 MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 30 MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
8.2 CHEMICAL & PHARMACEUTICAL
8.2.1 INCLINATION OF CHEMICAL & PHARMACEUTICAL COMPANIES TOWARD R&D TO FUEL MARKET GROWTH
TABLE 31 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 32 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 33 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 34 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3 MATERIALS SCIENCE
8.3.1 ADOPTION OF MATERIALS MODELING TECHNIQUES FOR RAPID DISCOVERY AND DEVELOPMENT OF MATERIALS TO DRIVE MARKET
FIGURE 38 ELEMENTS SEGMENT TO LEAD MATERIALS SCIENCE MARKET THROUGHOUT FORECAST PERIOD
TABLE 35 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 36 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 37 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 38 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4 MANUFACTURING
8.4.1 IMPLEMENTATION OF MATERIAL INFORMATICS SOFTWARE IN MANUFACTURING AUTOMOBILES AND ELECTRONIC PRODUCTS TO STIMULATE GROWTH
TABLE 39 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 40 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
FIGURE 39 NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD
TABLE 41 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 42 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5 FOOD SCIENCE
8.5.1 NEED FOR EFFICIENT ANALYSIS OF FOOD CONSTITUENTS THROUGH STATISTICAL QUALITY CONTROL METHODS TO BOOST MARKET
TABLE 43 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 44 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 45 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 46 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.6 ENERGY
8.6.1 INCREASED DEMAND FOR SUSTAINABLE ENERGY PRODUCTION AND STORAGE TO SUPPORT MATERIAL INFORMATICS MARKET GROWTH
TABLE 47 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 48 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 49 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 50 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
8.7 OTHERS
TABLE 51 OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 52 OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 53 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 54 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
9 MATERIAL INFORMATICS MARKET, BY REGION
9.1 INTRODUCTION
FIGURE 40 MATERIAL INFORMATICS MARKET IN CHINA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 55 MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 56 MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
9.2 NORTH AMERICA
FIGURE 41 NORTH AMERICA: SNAPSHOT OF MATERIAL INFORMATICS MARKET
TABLE 57 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 58 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 59 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 60 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 61 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 62 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
9.2.1 US
9.2.1.1 Focus of automobile and aerospace companies on developing lightweight materials to boost market
TABLE 63 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 64 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.2.2 CANADA
9.2.2.1 Government regulations to reduce pollution and plastic waste to create opportunities for material informatics software providers
TABLE 65 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 66 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.2.3 MEXICO
9.2.3.1 Efficient manufacturing base to create opportunities for providers of material informatics software
TABLE 67 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 68 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.3 EUROPE
FIGURE 42 EUROPE: SNAPSHOT OF MATERIAL INFORMATICS MARKET
TABLE 69 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 70 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 71 EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 72 EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 73 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 74 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
9.3.1 UK
9.3.1.1 Significant demand for material informatics from aerospace component manufacturers to support market growth
TABLE 75 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 76 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.3.2 GERMANY
9.3.2.1 High adoption of material informatics software by automakers to propel market
TABLE 77 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 78 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.3.3 FRANCE
9.3.3.1 Booming additive manufacturing industry to facilitate use of material informatics platforms
TABLE 79 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 80 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.3.4 REST OF EUROPE
TABLE 81 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 82 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.4 ASIA PACIFIC
FIGURE 43 ASIA PACIFIC: SNAPSHOT OF MATERIAL INFORMATICS MARKET
TABLE 83 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 84 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 85 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 86 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 87 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 88 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
9.4.1 CHINA
9.4.1.1 Booming automotive, pharmaceutical, and food industries to stimulate demand for material informatics software
TABLE 89 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 90 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.4.2 JAPAN
9.4.2.1 Presence of leading electronics manufacturing companies to fuel demand for material informatics software
TABLE 91 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 92 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.4.3 SOUTH KOREA
9.4.3.1 Thriving electronics & semiconductor industry to drive market
TABLE 93 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 94 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.4.4 REST OF ASIA PACIFIC
TABLE 95 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 96 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.5 ROW
TABLE 97 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 98 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
TABLE 99 ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 100 ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 101 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 102 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2023–2028 (USD MILLION)
9.5.1 MIDDLE EAST & AFRICA
9.5.1.1 Potential opportunities from food science and aerospace applications to stimulate growth
TABLE 103 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 104 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
9.5.2 SOUTH AMERICA
9.5.2.1 Growing requirements from food processing companies to lead to high demand for material informatics
TABLE 105 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019–2022 (USD MILLION)
TABLE 106 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023–2028 (USD MILLION)
10 COMPETITIVE LANDSCAPE
10.1 OVERVIEW
10.2 STRATEGIES ADOPTED BY KEY PLAYERS
TABLE 107 OVERVIEW OF STRATEGIES FOLLOWED BY LEADING COMPANIES IN MATERIAL INFORMATICS MARKET
10.3 FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS
FIGURE 44 REVENUE ANALYSIS OF TOP PLAYERS, 2017–2021
10.4 MARKET SHARE ANALYSIS
TABLE 108 MARKET SHARE ANALYSIS (2022)
10.5 COMPETITIVE EVALUATION QUADRANT
10.5.1 STAR PLAYERS
10.5.2 EMERGING LEADERS
10.5.3 PERVASIVE PLAYERS
10.5.4 PARTICIPANTS
FIGURE 45 MATERIAL INFORMATICS MARKET (GLOBAL) COMPANY EVALUATION QUADRANT, 2022
10.6 SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT
10.6.1 PROGRESSIVE COMPANIES
10.6.2 RESPONSIVE COMPANIES
10.6.3 DYNAMIC COMPANIES
10.6.4 STARTING BLOCKS
FIGURE 46 MATERIAL INFORMATICS MARKET (GLOBAL) SMES EVALUATION QUADRANT, 2022
10.7 MATERIAL INFORMATICS MARKET: COMPANY FOOTPRINT
TABLE 109 OVERALL COMPANY FOOTPRINT
TABLE 110 COMPANY MATERIAL TYPE FOOTPRINT
TABLE 111 COMPANY APPLICATION FOOTPRINT
TABLE 112 COMPANY REGION FOOTPRINT
10.8 COMPETITIVE BENCHMARKING
TABLE 113 MATERIAL INFORMATICS MARKET: LIST OF KEY STARTUPS/SMES
TABLE 114 MATERIAL INFORMATICS MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
10.9 COMPETITIVE SCENARIO
TABLE 115 MATERIAL INFORMATICS MARKET: PRODUCT LAUNCHES, 2020?2022
TABLE 116 MATERIAL INFORMATICS MARKET: DEALS, 2021–2022
TABLE 117 MATERIAL INFORMATICS MARKET: OTHERS, 2020–2021
11 COMPANY PROFILES
(Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats) *
11.1 KEY PLAYERS
11.1.1 SCHR?DINGER
TABLE 118 SCHR?DINGER: BUSINESS OVERVIEW
FIGURE 47 SCHR?DINGER: COMPANY SNAPSHOT
TABLE 119 SCHR?DINGER: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 120 SCHR?DINGER: DEALS
11.1.2 DASSAULT SYST?MES
TABLE 121 DASSAULT SYST?MES: BUSINESS OVERVIEW
FIGURE 48 DASSAULT SYST?MES: COMPANY SNAPSHOT
TABLE 122 DASSAULT SYST?MES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
11.1.3 MAT3RA
TABLE 123 MAT3RA: BUSINESS OVERVIEW
TABLE 124 MAT3RA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 125 MAT3RA: OTHERS
11.1.4 CITRINE INFORMATICS
TABLE 126 CITRINE INFORMATICS: BUSINESS OVERVIEW
TABLE 127 CITRINE INFORMATICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 128 CITRINE INFORMATICS: PRODUCT LAUNCHES
TABLE 129 CITRINE INFORMATICS: DEALS
TABLE 130 CITRINE INFORMATICS: OTHERS
11.1.5 PHASESHIFT TECHNOLOGIES
TABLE 131 PHASESHIFT TECHNOLOGIES: BUSINESS OVERVIEW
TABLE 132 PHASESHIFT TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 133 PHASESHIFT TECHNOLOGIES: OTHERS
11.1.6 AI MATERIA
TABLE 134 AI MATERIA: BUSINESS OVERVIEW
TABLE 135 AI MATERIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
11.1.7 HITACHI HIGH-TECH
TABLE 136 HITACHI HIGH-TECH: BUSINESS OVERVIEW
TABLE 137 HITACHI HIGH-TECH: PRODUCTS/SOLUTIONS/SERVICES OFFERED
11.1.8 KEBOTIX
TABLE 138 KEBOTIX: BUSINESS OVERVIEW
TABLE 139 KEBOTIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 140 KEBOTIX: DEALS
TABLE 141 KEBOTIX: OTHERS
11.1.9 MATERIALSZONE
TABLE 142 MATERIALSZONE: BUSINESS OVERVIEW
TABLE 143 MATERIALSZONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
11.1.10 MATERIALS DESIGN
TABLE 144 MATERIALS DESIGN: BUSINESS OVERVIEW
TABLE 145 MATERIALS DESIGN: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 146 MATERIALS DESIGN: PRODUCT LAUNCHES
11.2 OTHER PLAYERS
11.2.1 ALLOYED
TABLE 147 ALLOYED: COMPANY OVERVIEW
11.2.2 EXPONENTIAL TECHNOLOGIES (XT)
TABLE 148 EXPONENTIAL TECHNOLOGIES: COMPANY OVERVIEW
11.2.3 INNOPHORE
TABLE 149 INNOPHORE: COMPANY OVERVIEW
11.2.4 INTELLEGENS
TABLE 150 INTELLEGENS: COMPANY OVERVIEW
11.2.5 KITWARE
TABLE 151 KITWARE: COMPANY OVERVIEW
11.2.6 NOBLE.AI
TABLE 152 NOBLE.AI: COMPANY OVERVIEW
11.2.7 ONTOCHEM
TABLE 153 ONTOCHEM: COMPANY OVERVIEW
11.2.8 PERKINELMER INFORMATICS
TABLE 154 PERKINELMER INFORMATICS: COMPANY OVERVIEW
11.2.9 POLYMERIZE
TABLE 155 POLYMERIZE: COMPANY OVERVIEW
11.2.10 PREFERRED COMPUTATIONAL CHEMISTRY
TABLE 156 PREFERRED COMPUTATIONAL CHEMISTRY: COMPANY OVERVIEW
11.2.11 QUESTEK INNOVATIONS
TABLE 157 QUESTEK INNOVATIONS: COMPANY OVERVIEW
11.2.12 SIMREKA
TABLE 158 SIMREKA: COMPANY OVERVIEW
11.2.13 TILDE MATERIALS INFORMATICS
TABLE 159 TILDE MATERIALS INFORMATICS: COMPANY OVERVIEW
11.2.14 TOXTRACK
TABLE 160 TOXTRACK: COMPANY OVERVIEW
11.2.15 UNCOUNTABLE
TABLE 161 UNCOUNTABLE: COMPANY OVERVIEW
*Details on Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats might not be captured in case of unlisted companies.
12 ADJACENT MARKET
12.1 ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET
12.2 INTRODUCTION
FIGURE 49 MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET BETWEEN 2022 AND 2027
TABLE 162 AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 163 AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
12.3 MACHINE LEARNING
12.3.1 ADVANCEMENTS IN DEEP LEARNING AND SUPERVISED LEARNING TECHNOLOGIES TO DRIVE MARKET
TABLE 164 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2018–2021 (USD MILLION)
TABLE 165 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2022–2027 (USD MILLION)
TABLE 166 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 167 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2022–2027 (USD MILLION)
12.3.2 DEEP LEARNING
12.3.2.1 Rapid adoption of robotics in manufacturing industry to drive demand for deep learning
12.3.3 SUPERVISED LEARNING
12.3.3.1 Image recognition and predictive analytics applications to play major role in market growth
12.3.4 REINFORCEMENT LEARNING
12.3.4.1 Integration of reinforcement learning with ML algorithms for maximization of system performance to support market growth
12.3.5 UNSUPERVISED LEARNING
12.3.5.1 Ability of unsupervised learning to discover hidden data patterns or groupings in large datasets to accelerate demand
12.3.6 OTHERS
12.4 NATURAL LANGUAGE PROCESSING
12.4.1 DEVELOPMENTS IN NATURAL LANGUAGE PROCESSING FOR REAL-TIME TRANSLATION TO FUEL DEMAND
TABLE 168 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 169 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2022–2027 (USD MILLION)
12.5 CONTEXT-AWARE COMPUTING
12.5.1 RISING USE OF CONTEXT-AWARE COMPUTING TO PROVIDE TASK-RELEVANT INFORMATION AND SERVICES TO USERS TO SUPPORT MARKET GROWTH
TABLE 170 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2018–2021 (USD MILLION)
TABLE 171 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2022–2027 (USD MILLION)
TABLE 172 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 173 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2022–2027 (USD MILLION)
12.6 COMPUTER VISION
12.6.1 NEED TO ANALYZE AND PROVIDE VISUAL FEEDBACK ON 3D OBJECTS, GEOMETRIC SHAPES, VOLUMES, AND PATTERNS TO BOOST DEMAND FOR COMPUTER VISION TECHNOLOGY
TABLE 174 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 175 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2022–2027 (USD MILLION)
13 APPENDIX
13.1 INSIGHTS FROM INDUSTRY EXPERTS
13.2 DISCUSSION GUIDE
13.3 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
13.4 CUSTOMIZATION OPTIONS
13.5 RELATED REPORTS
13.6 AUTHOR DETAILS
