Food Anti-caking Agents Market Size - By Type (Silicon Dioxide, Calcium Silicate, Magnesium Carbonate, Sodium Bicarbonate), By Source (Natural, Synthetic), By Application & Global Forecast, 2023 - 2032

Food Anti-caking Agents Market Size - By Type (Silicon Dioxide, Calcium Silicate, Magnesium Carbonate, Sodium Bicarbonate), By Source (Natural, Synthetic), By Application & Global Forecast, 2023 - 2032


Food Anti-caking Agents Market is estimated to register a CAGR of over 5.5% during 2023 and 2032. This growth is favored by the growing consumer demand for convenience foods and processed products.

According to a recent study conducted by the Network Science Institute at Northeastern University, a significant 73% of the food supply in the United States is classified as ultra-processed. As consumers increasingly opt for pre-packaged and ready-to-eat meals, the need to prevent clumping and maintain the quality of powdered food ingredients becomes paramount.

This factor, in consort with the burgeoning food industry's focus on enhancing shelf life and product quality is propelling the demand for anti-caking agents. These additives not only prevent moisture absorption and caking but also contribute to product stability during transportation and storage.

The global food anti-caking agents industry is segmented on the basis of type, source, application, and region.

The calcium silicate segment is poised for high demand over the forecast period, attributed to its multifaceted benefits of ensuring food quality and safety. Calcium silicate is highly sought after pertaining to its exceptional moisture-absorbing properties, which prevent clumping and caking in powdered food products. Moreover, it is considered safe for consumption and complies with strict regulatory standards, making it an attractive choice for food manufacturers aiming to meet both functional and regulatory requirements.

The food anti-caking agents market share from beverage mixes application will grow at a notable pace through 2032. As beverage mixes are highly susceptible to moisture absorption and clumping, food manufacturers are increasingly turning to anti-caking agents to maintain the quality and ease of use of these products. These agents effectively prevent the agglomeration of powders, ensuring that consumers can effortlessly mix and enjoy their beverages. As consumer demand for convenient and on-the-go beverage options continues to rise, there will be wider usage of agents, adding to industry share.

Europe food anti-caking agents industry will showcase impressive growth trends over 2023-2032, owing to the stringent regulatory standards and a growing emphasis on food safety in the region. With the increasing consumption of convenience foods, ready-to-eat meals, and processed products, anti-caking agents are gaining prominence as essential additives in the food manufacturing process. Moreover, the rising awareness among consumers regarding the quality and texture of food products further drives the adoption of these agents by manufacturers aiming to deliver superior, clump-free products. These factors collectively contribute to the sustained growth of the food anti-caking agents market in Europe.


Chapter 1 Methodology & Scope
1.1 Industry coverage
1.2 Market scope & definition
1.3 Base estimates & calculations
1.3.1 Data collection
1.4 Forecast parameters
1.5 COVID-19 impact analysis at global level
1.6 Data validation
1.7 Data Sources
1.7.1 Primary
1.7.2 Secondary
1.7.2.1 Paid sources
1.7.2.2 Unpaid sources
Chapter 2 Executive Summary
2.1 Food anti-caking agents industry 360 degree synopsis, 2018 - 2032
2.2 Business trends
2.3 Type trends
2.4 Source trends
2.5 Application trends
2.6 Regional trends
Chapter 3 Food anti-caking agents Industry Insights
3.1 Industry ecosystem analysis
3.2 Industry impact forces
3.2.1 Growth drivers
3.2.2 Industry pitfalls & challenges
3.3 Growth potential analysis
3.3.1 By type
3.3.2 By source
3.3.3 By application
3.4 COVID- 19 impact analysis
3.5 Regulatory landscape
3.5.1 U.S.
3.5.2 Europe
3.6 Pricing analysis, 2022
3.7 Technology landscape
3.7.1 Future market trends
3.8 Porter's analysis
3.9 PESTEL analysis
3.10 Impact of Russia Ukraine war
Chapter 4 Competitive Landscape, 2022
4.1 Introduction
4.2 Company matrix analysis, 2022
4.3 Global company market share analysis, 2022
4.4 Competitive positioning matrix
4.5 Strategy dashboard
Chapter 5 Food Anti-Caking Agents Market Size and Forecast, By Type 2018 - 2032
5.1 Silicon Dioxide
5.2 Calcium Silicate
5.3 Magnesium Carbonate
5.4 Sodium Bicarbonate
5.5 Others
Chapter 6 Food Anti-Caking Agents Market Size and Forecast, By Source 2018 - 2032
6.1 Natural
6.2 Synthetic
Chapter 7 Food Anti-Caking Agents Market Size and Forecast, By Application 2018 - 2032
7.1 Salt and Seasonings
7.2 Bakery Products
7.3 Dairy Products
7.4 Beverage Mixes
7.5 Confectionery
7.6 Others
Chapter 8 Food Anti-Caking Agents Market Size and Forecast, By Region 2018 - 2032
8.1 Key trends, by region
8.2 North America
8.2.1 U.S.
8.2.2 Canada
8.3 Europe
8.3.1 Germany
8.3.2 UK
8.3.3 France
8.3.4 Spain
8.3.5 Italy
8.4 Asia Pacific
8.4.1 Japan
8.4.2 China
8.4.3 India
8.4.4 Australia
8.4.5 South Korea
8.4.6 Indonesia
8.4.7 Malaysia
8.5 Latin America
8.5.1 Brazil
8.5.2 Mexico
8.5.3 Argentina
8.6 MEA
8.6.1 South Africa
8.6.2 Saudi Arabia
8.6.3 UAE
8.6.4 Egypt
Chapter 9 Company Profiles
9.1 Brenntag AG
9.2 Cargill, Incorporated
9.3 Evonik Industries AG
9.4 Univar Solutions Inc.
9.5 PPG Industries, Inc.
9.6 Solvay S.A.
9.7 Huber Engineered Materials (J.M. Huber Corporation)
9.8 IMCD N.V.
9.9 Silcona GmbH & Co. KG
9.10 Kao Corporation
9.11 The Archer Daniels Midland Company (ADM)
9.12 Nouryon
9.13 KCC Corporation
9.14 Kemin Industries, Inc.
9.15 Sensient Technologies Corporation
Data Tables
TABLE 1 Market revenue, by type (2022)
TABLE 2 Market revenue, by source (2022)
TABLE 3 Market revenue, by application (2022)
TABLE 4 Market revenue, by region (2022)
TABLE 5 Global food anti-caking agents market size, 2018 - 2032, (USD Billion)
TABLE 6 Global food anti-caking agents market size, 2018 - 2032, (Kilo Tons)
TABLE 7 Global food anti-caking agents market size, by region, 2018 - 2032 (USD Billion)
TABLE 8 Global food anti-caking agents market size, by region, 2018 - 2032 (Kilo Tons)
TABLE 9 Global food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 10 Global food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 11 Global food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 12 Global food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 13 Global food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 14 Global food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 15 Industry impact forces
TABLE 16 North America food anti-caking agents market size, by country, 2018 - 2032 (USD Billion)
TABLE 17 North America food anti-caking agents market size, by country, 2018 - 2032 (Kilo Tons)
TABLE 18 North America food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 19 North America food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 20 North America food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 21 North America food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 22 North America food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 23 North America food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 24 U.S. food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 25 U.S. food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 26 U.S. food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 27 U.S. food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 28 U.S. food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 29 U.S. food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 30 Canada food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 31 Canada food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 32 Canada food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 33 Canada food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 34 Canada food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 35 Canada food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 36 Europe food anti-caking agents market size, by country, 2018 - 2032 (USD Billion)
TABLE 37 Europe food anti-caking agents market size, by country, 2018 - 2032 (Kilo Tons)
TABLE 38 Europe food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 39 Europe food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 40 Europe food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 41 Europe food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 42 Europe food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 43 Europe food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 44 Germany food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 45 Germany food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 46 Germany food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 47 Germany food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 48 Germany food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 49 Germany food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 50 UK food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 51 UK food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 52 UK food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 53 UK food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 54 UK food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 55 UK food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 56 France food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 57 France food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 58 France food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 59 France food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 60 France food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 61 France food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 62 Spain food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 63 Spain food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 64 Spain food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 65 Spain food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 66 Spain food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 67 Spain food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 68 Italy food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 69 Italy food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 70 Italy food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 71 Italy food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 72 Italy food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 73 Italy food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 74 Asia Pacific food anti-caking agents market size, by country, 2018 - 2032 (USD Billion)
TABLE 75 Asia Pacific food anti-caking agents market size, by country, 2018 - 2032 (Kilo Tons)
TABLE 76 Asia Pacific food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 77 Asia Pacific food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 78 Asia Pacific food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 79 Asia Pacific food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 80 Asia Pacific food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 81 Asia Pacific food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 82 China food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 83 China food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 84 China food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 85 China food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 86 China food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 87 China food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 88 Japan food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 89 Japan food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 90 Japan food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 91 Japan food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 92 Japan food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 93 Japan food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 94 India food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 95 India food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 96 India food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 97 India food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 98 India food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 99 India food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 100 Australia food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 101 Australia food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 102 Australia food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 103 Australia food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 104 Australia food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 105 Australia food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 106 South Korea food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 107 South Korea food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 108 South Korea food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 109 South Korea food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 110 South Korea food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 111 South Korea food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 112 Indonesia food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 113 Indonesia food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 114 Indonesia food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 115 Indonesia food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 116 Indonesia food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 117 Indonesia food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 118 Malaysia food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 119 Malaysia food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 120 Malaysia food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 121 Malaysia food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 122 Malaysia food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 123 Malaysia food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 124 Latin America food anti-caking agents market size, by country, 2018 - 2032 (USD Billion)
TABLE 125 Latin America food anti-caking agents market size, by country, 2018 - 2032 (Kilo Tons)
TABLE 126 Latin America food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 127 Latin America food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 128 Latin America food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 129 Latin America food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 130 Latin America food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 131 Latin America food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 132 Brazil food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 133 Brazil food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 134 Brazil food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 135 Brazil food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 136 Brazil food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 137 Brazil food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 138 Mexico food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 139 Mexico food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 140 Mexico food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 141 Mexico food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 142 Mexico food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 143 Mexico food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 144 Argentina food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 145 Argentina food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 146 Argentina food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 147 Argentina food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 148 Argentina food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 149 Argentina food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 150 MEA food anti-caking agents market size, by country, 2018 - 2032 (USD Billion)
TABLE 151 MEA food anti-caking agents market size, by country, 2018 - 2032 (Kilo Tons)
TABLE 152 MEA food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 153 MEA food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 154 MEA food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 155 MEA food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 156 MEA food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 157 MEA food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 158 South Africa food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 159 South Africa food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 160 South Africa food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 161 South Africa food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 162 South Africa food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 163 South Africa food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 164 Saudi Arabia food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 165 Saudi Arabia food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 166 Saudi Arabia food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 167 Saudi Arabia food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 168 Saudi Arabia food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 169 Saudi Arabia food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 170 UAE food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 171 UAE food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 172 UAE food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 173 UAE food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 174 UAE food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 175 UAE food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
TABLE 176 Egypt food anti-caking agents market size, by type, 2018 - 2032 (USD Billion)
TABLE 177 Egypt food anti-caking agents market size, by type, 2018 - 2032 (Kilo Tons)
TABLE 178 Egypt food anti-caking agents market size, by source, 2018 - 2032 (USD Billion)
TABLE 179 Egypt food anti-caking agents market size, by source, 2018 - 2032 (Kilo Tons)
TABLE 180 Egypt food anti-caking agents market size, by application, 2018 - 2032 (USD Billion)
TABLE 181 Egypt food anti-caking agents market size, by application, 2018 - 2032 (Kilo Tons)
Charts & Figures
FIG. 1 Industry segmentation
FIG. 2 Market estimation and forecast methodology
FIG. 3 Breakdown of primary participants
FIG. 4 Food anti-caking agents industry, 360 Degree synopsis, 2018 - 2032
FIG. 5 Industry landscape, 2018-2032 (USD Million)
FIG. 6 Growth potential analysis
FIG. 7 Porter's analysis
FIG. 8 PESTEL analysis
FIG. 9 Company matrix analysis, 2022
FIG. 10 Strategy dashboard, 2022

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