Download TOC as PDF1 Executive Summary. 14
1.1 Major Findings & Conclusions. 14
1.2 Market Dynamics & Opportunities. 15
1.3 Market Size – Assessment and Forecast – 2020-2026. 16
1.4 Market Dynamics 2020-2026. 17
1.5 Market Breakdown 2020-2026. 18
2 Misinformation in Homeland Security, Public Safety and National Security Market Background & Assessment 20
2.1 Misinformation Definition & Background. 20
2.2 Fake News Definition & Background. 21
2.3 DeepFake Definition & Background. 21
2.4 Fake News & DeepFake Economic Damages. 23
3 Counter Misinformation in Homeland Security, Public Safety and National Security Market Background & Assessment 25
3.1 Counter Misinformation Background. 25
3.2 Counter Misinformation Market: Drivers & Inhibitors. 26
3.2.1 Counter Misinformation Market Drivers. 26
3.2.2 Counter Misinformation Market Inhibitors. 27
3.3 Counter Misinformation in Homeland Security, Public Safety, and National Security Market Organogram.. 28
3.4 Counter Misinformation in Homeland Security, Public Safety, and National Security Market Estimations and Forecast 29
4 Counter Misinformation Country Regulatory Frameworks. 32
5 Select Counter Misinformation Projects and Programs in Homeland Security, Public Safety & National Security. 40
6 Global Security Concerns & Assessment 41
6.1 Global Risks 2020: A Regional Perceptive. 42
6.2 North America Homeland Security & Public Safety Market Drivers. 46
6.3 Cyber Attacks. 47
6.4 Data Fraud or Theft 47
6.5 Terrorism Threat 47
6.6 Europe Homeland Security & Public Safety Market Drivers. 47
6.7 Cyberattacks. 49
6.8 Assets bubble. 49
6.9 Interstate conflict 49
6.10 Terror financing. 49
6.11 APAC Homeland Security & Public Safety Market Drivers. 50
6.12 Water Crises. 51
6.13 Terrorist attacks. 51
6.14 Manmade environmental catastrophes. 51
6.15 Natural catastrophes. 52
6.16 Cyberattacks. 52
6.17 Interstate conflict 52
6.18 Middle East and Africa Homeland Security & Public Safety Market Drivers. 53
6.19 Unemployment or underemployment 54
6.20 Fiscal crises. 54
6.21 Energy price shock. 54
6.22 Latin America and the Caribbean Homeland Security & Public Safety Market Drivers. 55
6.23 Failure of national governance. 55
6.24 Economic issues. 56
6.25 Failure of critical infrastructure. 56
6.26 COVID-19 Pandemic Background & Assessment 57
6.27 North America COVID-19 Assessment 57
6.28 Europe COVID-19 Assessment 57
6.29 LATAM COVID-19 Assessment 57
6.30 APAC COVID-19 Assessment 58
6.31 Middle East & Africa COVID-19 Assessment 58
7 Homeland Security, Public Safety, and National Security Agencies Background. 59
8 Proliferation of Data. 60
9 Type of Data Sources. 60
9.1 Passive Data Sources. 60
9.2 Active Data Sources. 61
9.3 Data Sources. 61
9.3.1 OSINT (Social Media and Web) 61
9.3.1.1 Social Media Sources. 61
9.3.1.2 Leading Social Media Platforms. 62
10 Threats Generated by Misinformation Campaigns. 63
10.1 Election Campaigns and Politics. 63
10.2 Financial Fraud. 65
10.3 Public Health. 65
10.4 Personality Theft 66
10.5 Cyber-enabled Crime. 67
10.6 Revenge Porn & Sextortion. 67
11 Technology. 68
11.1 Consolidated Market 2020-2026. 68
11.2 Market Analysis 2020-2026. 68
11.3 Market Dynamics 2020-2026. 69
11.4 Market Breakdown 2020-2026. 69
11.5 Counter Misinformation Technology Background. 71
11.6 Counter Misinformation Technology Enablers & Applications. 72
11.6.1 AI & Machine Learning. 72
11.6.1.1 Machine Learning Methods. 72
11.6.1.2 Deep Machine Learning. 73
11.6.2 Natural Language Processing (NLP) 73
11.6.2.1 Natural Language Processing Components. 74
11.6.2.2 Natural Language Processing Application Types. 74
11.6.2.3 Speech Recognition & Machine Hearing. 75
11.6.2.4 Machine Vision. 76
11.6.2.5 Applications Types. 77
11.7 Bot Networks. 78
11.7.1 What are Bot Networks. 78
11.7.2 Bot Networks Detection Tools. 80
11.7.2.1 Intent Analysis Tools. 80
11.7.2.2 Device Fingerprinting. 81
11.7.2.3 Human Interaction Challenge. 81
11.7.2.4 Behavioral Analysis. 81
11.8 Counter Misinformation Technology Types and Solutions. 81
11.8.1 Fake News Detection Solutions. 81
11.8.1.1 Classic OSINT Tools for Monitoring Purposes. 82
11.8.1.2 Fake Profiles Detectors. 83
11.8.1.3 Non Tech Solutions. 83
11.8.1.4 Market Size – Assessment and Forecast – 2020-2026. 83
11.8.1.5 Market Dynamics 2020-2026. 84
11.8.1.6 Market Breakdown 2020-2026. 85
11.8.2 DeepFake Detection Solutions. 85
11.8.2.1 Software-based Detection. 85
11.8.3 Market Size – Assessment and Forecast – 2020-2026. 87
11.8.4 Market Dynamics 2020-2026. 88
11.8.5 Market Breakdown 2020-2026. 89
12 Vertical Markets. 90
12.1 Consolidated Market 2020-2026. 91
12.2 Market Analysis 2020-2026. 92
12.3 Market Dynamics 2020-2026. 92
12.4 Market Breakdown 2020-2026. 93
12.5 Government Intelligence Agencies. 95
12.5.1 Use Cases. 95
12.5.2 Market Size – Assessment and Forecast – 2020-2026. 95
12.5.3 Market Dynamics 2020-2026. 96
12.5.4 Market Breakdown 2020-2026. 97
12.6 LEAs & First Responders. 98
12.6.1 Use Cases. 98
12.6.2 Market Size – Assessment and Forecast – 2020-2026. 98
12.6.3 Market Dynamics 2020-2026. 99
12.6.4 Market Breakdown 2020-2026. 100
12.7 Financial Intelligence & Fraud Detection. 100
12.7.1 Use Cases. 100
12.7.2 Market Size – Assessment and Forecast – 2020-2026. 101
12.7.3 Market Dynamics 2020-2026. 102
12.7.4 Market Breakdown 2020-2026. 103
12.8 Cyber Security Agencies. 103
12.8.1 Use Cases. 103
12.8.2 Market Size – Assessment and Forecast – 2020-2026. 104
12.8.3 Market Dynamics 2020-2026. 105
12.8.4 Market Breakdown 2020-2026. 105
12.9 Military & Defense Intelligence. 106
12.9.1 Use Cases. 106
12.9.2 Market Size – Assessment and Forecast – 2020-2026. 106
12.9.3 Market Dynamics 2020-2026. 108
12.9.4 Market Breakdown 2020-2026. 108
12.10 Commercial Copyrights Protection. 109
12.10.1 Use Cases. 109
12.10.2 Market Size – Assessment and Forecast – 2020-2026. 109
12.10.3 Market Dynamics 2020-2026. 110
12.10.4 Market Breakdown 2020-2026. 111
13 Regional Markets. 112
13.1 North America Market Background. 112
13.1.1 Market Size – Assessment and Forecast – 2020-2026. 112
13.1.2 Market Dynamics 2020-2026. 114
13.1.3 Market Breakdown 2020-2026. 114
13.2 Europe, Middle East & Africa (EMEA) Market Background. 115
13.2.1 Europe. 115
13.2.2 Middle East 115
13.2.3 Africa. 116
13.2.4 Market Size – Assessment and Forecast – 2020-2026. 116
13.2.5 Market Dynamics 2020-2026. 117
13.2.6 Market Breakdown 2020-2026. 118
13.3 APAC Market Background. 119
13.3.1 Market Size – Assessment and Forecast – 2020-2026. 119
13.3.2 Market Dynamics 2020-2026. 120
13.3.3 Market Breakdown 2020-2026. 121
14 Leading Vendors. 122
14.1 Social Media Platform Conglomarates Misinformation Detection Initiatives. 122
14.2 Cheq. 123
14.2.1 Company Profile. 123
14.2.2 Misinformation Detection Solutions. 123
14.3 Cyabra. 124
14.3.1 Company Profile. 124
14.3.2 Misinformation Detection Solutions. 124
14.4 Falso Tech. 124
14.4.1 Company Profile. 124
14.4.2 Misinformation Detection Solutions. 125
14.5 Sensity. 125
14.5.1 Company Profile. 125
14.5.2 Misinformation Detection Solutions. 125
14.6 Microsoft 126
14.6.1 Company profile. 126
14.6.2 Misinformation Detection Solutions. 126
14.7 Axon. 127
14.7.1 Company profile. 127
14.7.2 Misinformation Detection Solutions. 127
14.8 Logically. 127
14.8.1 Company profile. 127
14.8.2 Misinformation Detection Solutions. 128
14.9 Datalytics24. 128
14.9.1 Company profile. 128
14.9.2 Misinformation Detection Solutions. 128
14.10 Wordproof 129
14.10.1 Company profile. 129
14.10.2 Misinformation Detection Solutions. 129
14.11 Truepic. 129
14.11.1 Company profile. 129
14.11.2 Misinformation Detection Solutions. 130
14.12 Right of Reply. 130
14.12.1 Company profile. 130
14.12.2 Misinformation Detection Solutions. 130
14.13 Factmata. 131
14.13.1 Company profile. 131
14.13.2 Misinformation Detection Solutions. 131
14.14 Digital Fingerprints. 131
14.14.1 Company profile. 131
14.14.2 Misinformation Detection Solutions. 132
14.15 Trueinchain. 132
14.15.1 Company profile. 132
14.15.2 Misinformation Detection Solutions. 132
14.16 Fabula AI (a Twitter company) 133
14.16.1 Company profile. 133
14.16.2 Misinformation Detection Solutions. 133
14.17 Shieldsquare. 133
14.17.1 Company profile. 133
14.17.2 Misinformation Detection Solutions. 134
14.18 Imperva. 134
14.18.1 Company profile. 134
14.18.2 Misinformation Detection Solutions. 134
14.19 Fastly. 135
14.19.1 Company profile. 135
14.19.2 Misinformation Detection Solutions. 135
15 Disclaimer & Copyright 136