Table of Content
Table of Contents
1 Executive Summary. 341.1 Major Findings & Conclusions. 34
1.2 Market Estimations and Forecast 37
1.3 Major Dynamics & Opportunities. 43
1.4 Global Big Data and Data Analytics in the Homeland Security and Public Safety Market 2019-2026. 45
1.5 Market Size – Assessment and Forecast – 2019-2026. 45
1.6 Market Dynamics 2019-2026. 46
1.7 Market Breakdown 2019-2026. 46
2 Big Data and Data Analytics in Homeland Security and Public Safety Market Background & Assessment 49
2.1 Big Data and Data Anlytics Market Background. 49
2.2 Homeland Security, National Security, Law Enforcement and Public Safety Agencies. 50
2.3 Big Data and Data Analytics in Homeland Security and Public Safety Markets Organogram.. 51
2.4 Palantir IPO Analysis. 52
2.5 Big Data and Data Analytics Market: Drivers & Inhibitors. 55
2.5.1 Big Data and Data Analytics Market Drivers. 55
2.5.2 Big Data and Data Analytics Market Inhibitors. 56
3 Global Security Concerns & Assessment 57
3.1 Global Security Concerns. 57
3.2 Global Risks 2020: A Regional Perceptive. 59
3.2.1 North America Homeland Security & Public Safety Market Drivers. 63
3.2.1.1 Cyber Attacks. 64
3.2.1.2 Data Fraud or Theft 64
3.2.1.3 Terrorism Threat 64
3.2.2 Europe Homeland Security & Public Safety Market Drivers. 65
3.2.2.1 Cyberattacks. 66
3.2.2.2 Assets bubble. 67
3.2.2.3 Interstate conflict 67
3.2.2.4 Terror financing. 67
3.2.3 APAC Homeland Security & Public Safety Market Drivers. 67
3.2.3.1 Water Crises. 69
3.2.3.2 Terrorist attacks. 69
3.2.3.3 Manmade environmental catastrophes. 69
3.2.3.4 Natural catastrophes. 70
3.2.3.5 Cyberattacks. 70
3.2.3.6 Interstate conflict 70
3.2.4 Middle East and Africa Homeland Security & Public Safety Market Drivers. 71
3.2.4.1 Terrorism Threat 72
3.2.4.2 Political and Social Instability. 73
3.2.4.3 Cyber-Attacks. 73
3.2.4.4 Fiscal crises. 73
3.2.4.5 Energy price shock. 73
3.2.5 Latin America and the Caribbean Homeland Security & Public Safety Market Drivers. 74
3.2.5.1 Failure of national governance. 74
3.2.5.2 Economic issues. 75
3.2.5.3 Failure of critical infrastructure. 75
3.2.5.4 Drug trafficking. 75
4 COVID-19 Pandemic Background & Assessment 76
4.1 COVID-19 and Big Data Analytics. 76
4.2 North America COVID-19 Assessment 77
4.3 Europe COVID-19 Assessment 77
4.4 LATAM COVID-19 Assessment 77
4.5 APAC COVID-19 Assessment 77
4.6 Middle East & Africa COVID-19 Assessment 78
5 Big Data and Data Analytics Technology Related Enablers & Inhibitors. 79
5.1 Proliferation of Data. 79
5.1.1 Main Personal Data Sources for Homeland Security & Public Safety Big Data Projects. 79
5.2 Privacy Issues and Concerns. 80
5.2.1 Convention 108+. 80
5.2.2 The General Data Protection Regulation (GDPR) 81
5.3 Data Sharing & Data Ownership. 81
5.4 Profiling Activities. 85
5.5 Cloud Computing Technologies. 86
5.5.1 Cloud Computing Background. 86
5.5.2 Cloud Computing Technologies Adoption by Homeland Security and National Security Agencies. 88
5.6 The U.S. Federal Acquisition Streamlining Act of 1994. 90
6 Global Big Data & Data Analytics in Homeland Security and Public Safety Market by Technology Market – 2020-2026. 91
6.1 Consolidated Market 2019-2026. 91
6.2 Market Analysis 2019-2026. 92
6.3 Market Dynamics 2019-2026. 92
6.4 Market Breakdown 2019-2026. 92
6.5 Big Data & Data Analytics Technology Background. 95
6.6 Big Data Collection and Analysis Process. 95
6.7 Data Sources Collection and Recording. 96
6.8 Digital and Analog Data Production. 97
6.9 Machine Learning. 97
6.9.1 Machine Learning Methods. 98
6.9.2 Deep Machine Learning. 98
6.9.3 Application Types. 99
6.9.3.1 Speech Recognition. 99
6.9.3.2 Image Recognition. 99
6.9.3.3 Natural Language Processing. 99
6.9.3.4 Recommendation Systems. 99
6.9.4 Data Exploration Vs. Machine Learning Model 100
6.10 Legacy Analytics Vs. Big Data Analytics. 100
6.11 Storage & Communications Equipment 100
6.12 Data Warehouses & Data Management 101
6.13 SQL (Structured) and NoSQL (Un-Structured) Database Software. 101
6.13.1 SQL (Structured) Database Software. 102
6.13.2 NoSQL (Un-Structured) Database Software. 102
6.14 Data Analytics & Visualization Applications. 102
6.14.1 Data Analytics. 102
6.14.2 Data Mining. 103
6.14.3 Visualization and Presentation. 103
6.15 Compute Engine. 104
6.16 Professional Services. 104
7 Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Vertical Market – 2019-2026. 105
7.1 Consolidated Market 2019-2026. 105
7.2 Market Analysis 2019-2026. 107
7.3 Market Dynamics 2019-2026. 108
7.4 Market Breakdown 2019-2026. 108
7.5 Vertical Markets Background. 113
7.5.1 Vertical Markets Data Sources and Types of Threat Diagram.. 114
7.5.2 Applications and Data Type by Vertical 115
7.5.3 Big Data Maturity Level and Forecast by Vertical 116
7.5.4 Mission Critical Applications. 117
7.6 Government Intelligence Agencies. 118
7.6.1 Use Cases. 118
7.6.1.1 Social Media Monitoring. 118
7.6.1.2 People Interactions and Relationships. 119
7.6.1.3 Money Laundering, Fraud & Terrorist Financing. 119
7.6.1.4 Anticipatory Intelligence. 119
7.6.2 Market Size – Assessment and Forecast – 2019-2026. 120
7.6.3 Market Dynamics 2019-2026. 121
7.6.4 Market Breakdown 2019-2026. 121
7.7 Police Forces, Law Enforcement and 1st Responders Agencies. 122
7.7.1 Police Forces and Law Enforcement Agencies. 122
7.7.1.1 Crime Prediction. 123
7.7.1.2 IoT and Connected Devices. 123
7.7.1.3 Cross-border Crimes. 123
7.7.1.4 Sex Abuse. 124
7.7.1.5 Robberies & Burglaries. 124
7.7.2 First Responders (non-police) 124
7.7.2.1 Use Cases. 124
7.7.3 Market Size – Assessment and Forecast – 2019-2026. 126
7.7.4 Market Dynamics 2019-2026. 127
7.7.5 Market Breakdown 2019-2026. 127
7.8 Defense/Military Intelligence. 128
7.8.1 Use Cases. 128
7.8.1.1 Intelligence, Surveillance, Target Acquisition and Reconnaissance (ISTAR) 128
7.8.1.2 System of Systems. 129
7.8.1.3 R&D – DARPA Big Data Projects & Budget 129
7.8.2 Market Size – Assessment and Forecast – 2019-2026. 130
7.8.3 Market Dynamics 2019-2026. 131
7.8.4 Market Breakdown 2019-2026. 132
7.9 Financial Intelligence & Fraud Detection. 132
7.9.1 Terrorist & Organized Crime Financing. 133
7.9.2 Anti-Money Laundering (AML) & Fraud Detection. 133
7.9.3 Use Cases. 133
7.9.4 FinCEN – Financial Crimes Network. 134
7.9.5 Market Size – Assessment and Forecast – 2019-2026. 134
7.9.6 Market Dynamics 2019-2026. 136
7.9.7 Market Breakdown 2019-2026. 136
7.10 Cyber Security Agencies. 137
7.10.1 Use Cases. 138
7.10.1.1 Mobile Security. 138
7.10.1.2 Predictive Analytics. 139
7.10.1.3 Database Activity Monitoring (DAM) 139
7.10.1.4 Industrial Security (SCADA) Supervision and Control of Critical Infrastructure. 139
7.10.1.5 Identity and Access Management (IAM) 140
7.10.1.6 Forensics Analysis (post-attack) 140
7.10.2 Market Size – Assessment and Forecast – 2019-2026. 141
7.10.3 Market Dynamics 2019-2026. 142
7.10.4 Market Breakdown 2019-2026. 142
7.11 Border Control and Customs. 143
7.11.1 Use Cases. 144
7.11.1.1 Real-Time Data Sets of Personal Information. 144
7.11.1.2 Real-Time Risk Analysis. 145
7.11.1.3 COVID-19 Related Technolgies. 145
7.11.1.4 Illegal Immigration. 145
7.11.2 Market Size – Assessment and Forecast – 2019-2026. 146
7.11.3 Market Dynamics 2019-2026. 147
7.11.4 Market Breakdown 2019-2026. 148
7.12 Mass Transportation (Air, Sea & Land) 148
7.12.1 Use Cases. 149
7.12.1.1 Risk-Based Passenger Screening and Terrorist Watch-lists. 149
7.12.1.2 Detect Identity Fraud. 149
7.12.1.3 Geo-Location Analysis. 149
7.12.1.4 CCTV and Real-Time Feeds on Transit and Passenger Rail 149
7.12.2 Market Size – Assessment and Forecast – 2019-2026. 150
7.12.3 Market Dynamics 2019-2020. 151
7.12.4 Market Breakdown 2019-2026. 152
7.13 Intelligence Fusion Centers. 152
7.13.1 Use Cases. 153
7.13.1.1 Information Gathering and Suspicious Activity Reporting. 153
7.13.1.2 Analytics and Visualization of Relationships. 153
7.13.1.3 GIS Mapping. 153
7.13.2 Market Size – Assessment and Forecast – 2019-2026. 154
7.13.3 Market Dynamics 2019-2026. 155
7.13.4 Market Breakdown 2019-2026. 155
7.14 Critical Infrastructure Security. 156
7.14.1 Cyber-Attacks on Critical Infrastructure. 156
7.14.2 Cyber-Attacks on Critical Infrastructure in the U.S.A. 157
7.14.3 Russian Cyber-Attack on the Ukrainian Energy Sector 158
7.14.4 Use Cases. 158
7.14.4.1 Oil & Gas Operations. 158
7.14.4.2 Energy Utilities. 158
7.14.4.3 Water and Wastewater Systems. 159
7.14.5 Market Size – Assessment and Forecast – 2019-2026. 159
7.14.6 Market Dynamics 2019-2026. 161
7.14.7 Market Breakdown 2019-2026. 161
8 Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Data Source – 2019-2026. 162
8.1 Consolidated Market 2019-2026. 162
8.2 Market Analysis 2019-2026. 163
8.3 Market Dynamics 2019-2026. 164
8.4 Breakdown 2019-2026. 165
8.5 Type of Data Sources Background. 169
8.5.1 Passive Data Sources. 169
8.5.2 Active Data Sources. 169
8.6 Communications (including GPS) 170
8.6.1 GPS Sources. 170
8.6.2 Application Types. 170
8.6.3 Market Size – Assessment and Forecast – 2019-2026. 171
8.6.4 Market Dynamics 2019-2026. 172
8.6.5 Market Breakdown 2019-2026. 172
8.7 Video Stream.. 173
8.7.1 CCTV Systems. 173
8.7.2 Social Media Video Streams. 173
8.7.3 Common Uses of Video Analysis. 173
8.7.4 Market Size – Assessment and Forecast – 2019-2026. 174
8.7.5 Market Dynamics 2019-2026. 175
8.7.6 Market Breakdown 2019-2026. 176
8.8 Cyber Security Related Data. 176
8.8.1 Market Size – Assessment and Forecast – 2019-2026. 176
8.8.2 Market Dynamics 2019-2026. 178
8.8.3 Market Breakdown 2019-2026. 178
8.9 OSINT (Social Media and Web) 179
8.9.1 Social Media Sources. 179
8.9.2 Leading Social Media Platforms. 179
8.9.3 Market Size – Assessment and Forecast – 2019-2026. 180
8.9.4 Market Dynamics 2019-2026. 181
8.9.5 Market Breakdown 2019-2026. 182
8.10 Governmental DBs. 182
8.10.1 National ID Card. 182
8.10.2 Fingerprint Database. 183
8.10.3 National DNA Database. 183
8.10.4 Public Transportation. 183
8.10.5 Car Registration. 183
8.10.6 Driver’s License. 183
8.10.7 Land Records. 183
8.10.8 Criminal Records. 183
8.10.9 Phone Call Records. 183
8.10.10 Market Size – Assessment and Forecast – 2019-2026. 184
8.10.11 Market Dynamics 2019-2026. 185
8.10.12 Market Breakdown 2019-2026. 185
8.11 Financial Data. 186
8.11.1 Digital Banking. 186
8.11.2 Blockchain and Bitcoin. 187
8.11.3 Market Size – Assessment and Forecast – 2019-2026. 187
8.11.4 Market Dynamics 2019-2026. 188
8.11.5 Market Breakdown 2019-2026. 189
8.12 Customs / Border Sources. 189
8.12.1 COVID-19 Related Data. 189
8.12.2 European Immigration Crisis. 190
8.12.3 Data Sources. 190
8.12.4 Market Size – Assessment and Forecast – 2019-2026. 190
8.12.5 Market Dynamics 2019-2026. 191
8.12.6 Market Breakdown 2019-2026. 192
8.13 Geospatial 192
8.13.1 Raster Data. 192
8.13.2 Vector Data. 192
8.13.3 Data Sources. 193
8.13.4 Market Size – Assessment and Forecast – 2019-2026. 193
8.13.5 Market Dynamics 2019-2026. 194
8.13.6 Market Breakdown 2019-2026. 195
8.14 Vehicle Data. 195
8.14.1 V2V and V2X. 196
8.14.2 Data Sources. 196
8.14.3 Market Size – Assessment and Forecast – 2019-2026. 196
8.14.4 Market Dynamics 2019-2026. 197
8.14.5 Market Breakdown 2019-2026. 198
9 Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Region. 199
9.1 Five Regional Markets Comparison Analysis. 199
9.1.1 Consolidated Market 2019-2026. 199
9.1.2 Market Analysis 2019-2026. 200
9.1.3 Market Dynamics 2019-2026. 201
9.1.4 Market Breakdown 2019-2026. 202
10 Select Homeland Security and Public Safety Big Data Projects and Programs. 203
10.1 Select Big Data Projects and Programs by Country. 203
10.2 European Commission Horizon Europe Initiative. 211
10.2.1 European Defense Industrial Development Program.. 212
10.3 European Commission Horizon 2020 Initiative. 213
10.4 European Commission Slandail Project – Empowering Emergency Response Using Social Media. 213
11 Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Country. 215
11.1 19 National Markets Comparison Analysis. 215
11.1.1 Consolidated Market 2019-2026. 215
11.1.2 Market Analysis 2019-2026. 217
11.1.3 Market Dynamics 2019-2026. 218
11.1.4 Market Breakdown 2019-2026. 219
12 USA Big Data and Data Analytics in Homeland Security and Public Safety Market 224
12.1 Facts & Figures 2020. 224
12.2 USA National Security Risk Assessment 2020. 224
12.3 USA Big Data and Data Analytics Overview. 227
12.4 USA Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 230
12.4.1 Market Size – Assessment and Forecast – 2019-2026. 230
12.4.2 Market Dynamics 2019-2026. 232
12.4.3 Market Breakdown 2019-2026. 232
13 Canada Big Data and Data Analytics in Homeland Security and Public Safety Market 233
13.1 Facts & Figures 2020. 233
13.2 Canada National Security Risk Assessment 2020. 233
13.2.1 Canadian National Security. 233
13.2.2 Crime in Canada. 233
13.2.3 Terror in Canada. 234
13.3 Canada Big Data and Data Analytics Overview. 234
13.4 Canada Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 235
13.4.1 Market Size – Assessment and Forecast – 2019-2026. 235
13.4.2 Market Dynamics 2019-2026. 236
13.4.3 Market Breakdown 2019-2026. 237
14 UK Big Data and Data Analytics in Homeland Security and Public Safety Market 238
14.1 Facts & Figures 2020. 238
14.2 UK National Security Risk Assessment 2020. 238
14.3 UK Big Data and Data Analytics Overview. 240
14.4 UK Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 240
14.4.1 Market Size – Assessment and Forecast – 2019-2026. 240
14.4.2 Market Dynamics 2019-2026. 241
14.4.3 Market Breakdown 2019-2026. 242
15 Germany Big Data and Data Analytics in Homeland Security and Public Safety Market 243
15.1 Facts & Figures 2020. 243
15.2 Germany National Security Risk Assessment 2020. 243
15.3 Germany Big Data and Data Analytics Overview. 244
15.3.1 Market Size – Assessment and Forecast – 2019-2026. 245
15.3.2 Market Dynamics 2019-2026. 246
15.3.3 Market Breakdown 2019-2026. 246
16 France Big Data and Data Analytics in Homeland Security and Public Safety Market 247
16.1 Facts & Figures 2020. 247
16.2 France National Security Risk Assessment 2020. 247
16.3 France Big Data and Data Analytics Overview. 248
16.4 France Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 249
16.4.1 Market Size – Assessment and Forecast – 2019-2026. 249
16.4.2 Market Dynamics 2019-2026. 250
16.4.3 Market Breakdown 2019-2026. 251
17 Italy Big Data and Data Analytics in Homeland Security and Public Safety Market 252
17.1 Fact & Figures 2020. 252
17.2 Italy National Security Risk Assessment 2020. 252
17.3 Italy Big Data and Data Analytics Overview. 253
17.4 Italy Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 253
17.4.1 Market Size – Assessment and Forecast – 2019-2026. 253
17.4.2 Market Dynamics 2019-2026. 254
17.4.3 Market Breakdown 2019-2026. 255
18 Spain Big Data and Data Analytics in Homeland Security and Public Safety Market 256
18.1 Facts & Figures 2020. 256
18.2 Spain National Security Risk Assessment 2020. 256
18.3 Spain Big Data and Data Analytics Overview. 256
18.4 Spain Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 258
18.4.1 Market Size – Assessment and Forecast – 2019-2026. 258
18.4.2 Market Dynamics 2019-2026. 259
18.4.3 Market Breakdown 2019-2026. 259
19 Australia Big Data and Data Analytics in Homeland Security and Public Safety Market 260
19.1 Facts and Figures 2020. 260
19.2 Australia National Security Risk Assessment 2020. 260
19.3 Australia Big Data and Data Analysis Overview. 261
19.4 Australia Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 262
19.4.1 Market Size – Assessment and Forecast – 2019-2026. 262
19.4.2 Market Dynamics 2019-2026. 263
19.4.3 Market Breakdown 2019-2026. 263
20 India Big Data and Data Analytics in Homeland Security and Public Safety Market 264
20.1 Facts & Figures 2020. 264
20.2 India National Security Risk Assessment 2020. 264
20.3 India Big Data and Data Analytics Overview. 265
20.4 India Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 265
20.4.1 Market Size – Assessment and Forecast – 2019-2026. 265
20.4.2 Market Dynamics 2019-2026. 266
20.4.3 Market Breakdown 2019-2026. 267
21 China Big Data and Data Analytics in Homeland Security and Public Safety Market 268
21.1 Facts & Figures 2020. 268
21.2 China National Security Risk Assessment 2020. 268
21.3 China Big Data and Data Analytics Overview. 268
21.4 China Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 270
21.4.1 Market Size – Assessment and Forecast – 2019-2026. 270
21.4.2 Market Dynamics 2019-2026. 271
21.4.3 Market Breakdown 2019-2026. 271
22 South Korea Big Data and Data Analytics in Homeland Security and Public Safety Market 272
22.1 Facts & Figures 2020. 272
22.2 South Korea National Security Assessment 2020. 272
22.3 South Korea Big Data and Data Analytics Overview. 272
22.4 South Korea Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 273
22.4.1 Market Size – Assessment and Forecast – 2019-2026. 273
22.4.2 Market Dynamics 2019-2026. 275
22.4.3 Market Breakdown 2019-2026. 275
23 Japan Big Data and Data Analytics in Homeland Security and Public Safety Market 276
23.1 Facts & Figures 2020. 276
23.2 Japan National Security Risk Assessment 2020. 276
23.3 Japan Big Data and Data Analytics Overview. 276
23.4 Japan Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 277
23.4.1 Market Size – Assessment and Forecast – 2019-2026. 277
23.4.2 Market Dynamics 2019-2026. 278
23.4.3 Market Breakdown 2019-2026. 279
24 Brazil Big Data and Data Analytics in Homeland Security and Public Safety Market 280
24.1 Facts & Figures 2020. 280
24.2 Brazil National Security Assessment 2020. 280
24.3 Brazil Big Data and Data Analytics Overview. 281
24.4 Brazil Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 282
24.4.1 Market Size – Assessment and Forecast – 2019-2026. 282
24.4.2 Market Dynamics 2019-2026. 283
24.4.3 Market Breakdown 2019-2026. 283
25 Mexico Big Data and Data Analytics in Homeland Security and Public Safety Market 284
25.1 Facts & Figures 2020. 284
25.2 Mexico National Security Assessment 2020. 284
25.3 Mexico Big Data and Data Analytics Overview. 284
25.4 Mexico Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 286
25.4.1 Market Size – Assessment and Forecast – 2019-2026. 286
25.4.2 Market Dynamics 2019-2026. 287
25.4.3 Market Breakdown 2019-2026. 287
26 Colombia Big Data and Data Analytics in Homeland Security and Public Safety Market 288
26.1 Facts and Figures 2020. 288
26.2 Colombia National Security Assessment 2020. 288
26.3 Colombia Big Data and Data Analytics Overview. 288
26.4 Colombia Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 289
26.4.1 Market Size – Assessment and Forecast – 2019-2026. 289
26.4.2 Market Dynamics 2019-2026. 291
26.4.3 Market Breakdown 2019-2026. 291
27 GCC (Golf Council Corporation) Big Data and Data Analytics in Homeland Security and Public Safety Market 292
27.1.1 GCC National Security Assessment for 2020. 292
27.1.2 Saudi Arabia Country Assessment 292
27.1.2.1 Saudi Arabia Country Assessment 292
27.1.2.2 UAE Country Assessment 293
27.1.2.3 Kuwait Country Assessment 293
27.1.2.4 Bahrain Country Assessment 293
27.1.3 GCC Big Data and Data Analitycs Overview. 293
27.1.3.1 UAE Big Data and Data Analytics Overview. 293
27.1.3.2 Saudi Arabia Big Data and Data Analytics Overview. 294
27.2 GCC Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 294
27.2.1 Market Size – Assessment and Forecast – 2019-2026. 294
27.2.2 Market Dynamics 2019-2026. 295
27.2.3 Market Breakdown 2019-2026. 296
28 South Africa Big Data and Data Analytics in Homeland Security and Public Safety Market 297
28.1 Facts & Figures 2020. 297
28.2 South Africa National Security Assessment 2020. 297
28.3 South Africa Big Data and Data Analytics Overview. 298
28.4 South Africa Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 298
28.4.1 Market Size – Assessment and Forecast – 2019-2026. 298
28.4.2 Market Dynamics 2019-2026. 299
28.4.3 Market Breakdown 2019-2026. 300
29 Nigeria Big Data and Data Analytics in Homeland Security and Public Safety Market 301
29.1 Facts & Figures 2020. 301
29.2 Nigeria National Security Assessment 2020. 301
29.3 Nigeria Big Daya and Data Analytics Overview. 301
29.4 Nigeria Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 302
29.4.1 Market Size – Assessment and Forecast – 2019-2026. 302
29.4.2 Market Dynamics 2019-2026. 303
29.4.3 Market Breakdown 2019-2026. 303
30 Kenya Big Data and Data Analytics in Homeland Security and Public Safety Market 304
30.1 Facts & Figures 2020. 304
30.2 Kenya National Security Assessment 2020. 304
30.3 Kenya Big Data and Data Analytics. 304
30.4 Kenya Big Data and Data Analytics in Homeland Security and Public Safety Market – 2019-2026. 305
30.4.1 Market Size – Assessment and Forecast – 2019-2026. 305
30.4.2 Market Dynamics 2019-2026. 306
30.4.3 Market Breakdown 2019-2026. 306
31 Leading Vendors. 307
31.1 Storage/Data warehouses. 307
31.1.1 Teradata. 307
31.1.1.1 Company Profile. 307
31.1.1.2 Big Data and Analytics Products and Solutions. 307
31.1.2 Oracle. 309
31.1.2.1 Company Profile. 309
31.1.2.2 Big Data and Analytics Products and Solutions. 309
31.1.3 Microsoft 314
31.1.3.1 Company Profile. 314
31.1.3.2 Big Data and Analytics Products and Solutions. 315
31.1.4 Dell 318
31.1.4.1 Company Profile. 318
31.1.4.2 Big Data and Analytics Products and Solutions. 318
31.1.5 Cisco Systems. 322
31.1.5.1 Company Profile. 322
31.1.5.2 Big Data and Analytics Products and Solutions. 323
31.1.6 Hadoop Systems. 325
31.1.6.1 Stream Computing. 326
31.2 Compute. 328
31.2.1 Amazon Web Services. 328
31.2.1.1 Company Profile. 328
31.2.1.2 Big Data and Analytics Products and Solutions. 328
31.2.2 Google Compute Engine. 332
31.2.2.1 Company Profile. 332
31.2.2.2 Big Data and Analytics Products and Solutions. 333
31.3 SQL (Structured) and NoSQL (Un-Structured) Database Software. 334
31.3.1 SAP. 334
31.3.1.1 Company Profile. 334
31.3.1.2 Big Data and Analytics Products and Solutions. 334
31.3.2 Redis Labs. 336
31.3.2.1 Company Profile. 336
31.3.2.2 Big Data and Analytics Products and Solutions. 336
31.3.3 MongoDB. 338
31.3.3.1 Company Profile. 338
31.3.3.2 Big Data and Analytics Products and Solutions. 338
31.4 Data Analytics. 339
31.4.1 Palantir 339
31.4.1.1 Company Profile. 339
31.4.1.2 Big Data and Analytics Products and Solutions. 340
31.4.2 Atos. 343
31.4.2.1 Company Profile. 343
31.4.2.2 Big Data and Analytics Products and Solutions. 343
31.4.3 SAIC. 344
31.4.3.1 Company Profile. 344
31.4.3.2 Big Data and Analytics Products and Solutions. 345
31.4.4 Splunk. 345
31.4.4.1 Company Profile. 345
31.4.4.2 Big Data and Analytics Products and Solutions. 345
31.4.5 ManTech International Corp. 348
31.4.5.1 Company Profile. 348
31.4.5.2 Big Data and Analytics Products and Solutions. 348
31.4.6 IBM.. 349
31.4.6.1 Company Profile. 349
31.4.6.2 Big Data and Analytics Products and Solutions. 349
31.4.7 Govini 352
31.4.7.1 Company Profile. 352
31.4.7.2 Big Data and Analytics Products and Solutions. 352
31.4.8 Hewlett Packard Enterprise (HPE) 353
31.4.8.1 Company Profile. 353
31.4.8.2 Big Data and Analytics Products and Solutions. 353
31.4.9 Thales. 355
31.4.9.1 Company Profile. 355
31.4.9.2 Big Data and Analytics Products and Solutions. 355
31.4.10 Pyramid. 356
31.4.10.1 Company Profile. 356
31.4.10.2 Big Data and Analytics Products and Solutions. 356
31.4.11 SAS. 357
31.4.11.1 Company Profile. 357
31.4.11.2 Big Data and Analytics Products and Solutions. 357
31.4.12 Hitachi Vantara (formaly Hitachi Data Systems) 359
31.4.12.1 Company Profile. 359
31.4.12.2 Big Data and Analytics Products and Solutions. 360
31.4.13 Siren. 363
31.4.13.1 Company Profile. 363
31.4.13.2 Big Data and Analytics Products and Solutions. 363
31.4.14 BAE Systems Applied Intelligence (formerly Detica) 363
31.4.14.1 Company Profile. 363
31.4.14.2 Big Data Products and Solutions. 364
31.4.15 Altamira. 366
31.4.15.1 Company Profile. 366
31.4.15.2 Big Data and Analytics Products and Solutions. 366
31.4.16 Actian. 367
31.4.16.1 Company Profile. 367
31.4.16.2 Big Data Products and Solutions. 367
31.4.17 Ironbrick, Ltd. 369
31.4.17.1 Company Profile. 369
31.4.17.2 Big Data and Analytics Products and Solutions. 369
31.4.18 Raytheon. 369
31.4.18.1 Company Profile. 369
31.4.18.2 Big Data and Analytics Products and Solutions. 370
31.4.19 RipJar 371
31.4.19.1 Company Profile. 371
31.4.19.2 Big Data and Analytics Products and Solutions. 371
31.4.20 Visallo. 372
31.4.20.1 Company Profile. 372
31.4.20.2 Big Data and Analytics Products and Solutions. 372
31.4.21 Nuix. 373
31.4.21.1 Company Profile. 373
31.4.21.2 Big Data and Analytics Products and Solutions. 373
31.4.22 PredPol 373
31.4.22.1 Company profile. 373
31.4.22.2 Big Data and Analytics Products and Solutions. 374
31.4.23 Forensic Logic. 374
31.4.23.1 Company profile. 374
31.4.23.2 Big Data and Analytics Products and Solutions. 375
31.4.24 Numerica. 375
31.4.24.1 Company profile. 375
31.4.24.2 Big Data and Analytics Products and Solutions. 376
31.4.25 PENLINK. 376
31.4.25.1 Company profile. 376
31.4.25.2 Big Data and Analytics Products and Solutions. 376
31.4.26 LexisNexis. 377
31.4.26.1 Company profile. 377
31.4.26.2 Big Data and Analytics Products and Solutions. 377
31.5 Data Visualization. 378
31.5.1 Tableau Software. 378
31.5.1.1 Company Profile. 378
31.5.1.2 Big Data and Analytics Products and Solutions. 378
31.5.2 SemanticAI 379
31.5.2.1 Company Profile. 379
31.5.2.2 Big Data and Analytics Products and Solutions. 380
31.5.3 DataWalk. 380
31.5.3.1 Company Profile. 380
31.5.3.2 Big Data and Analytics Products and Solutions. 381
31.5.4 TIBCO Software. 381
31.5.4.1 Company Profile. 381
31.5.4.2 Big Data and Analytics Products and Solutions. 381
31.5.5 QlikView. 383
31.5.5.1 Company Profile. 383
31.5.5.2 Big Data and Analytics Products and Solutions. 384
31.5.6 MicroStrategy. 385
31.5.6.1 Company Profile. 385
31.5.6.2 Big Data and Analytics Products and Solutions. 386
31.6 Services. 387
31.6.1 Accenture. 387
31.6.1.1 Company Profile. 387
31.6.1.2 Big Data and Analytics Products and Solutions. 387
31.6.2 PwC. 388
31.6.2.1 Company Profile. 388
31.6.2.2 Big Data and Analytics Products and Solutions. 389
31.6.3 Deloitte. 391
31.6.3.1 Company Profile. 391
31.6.3.2 Big Data and Analytics Products and Solutions. 391
32 Appendix. 394
32.1 Big Data Definitions and Introduction. 394
32.1.1 Digital Universe. 394
32.1.2 Big Data – Volume, Velocity and Variety. 395
32.1.2.1 The Core 3 V’s. 395
32.1.3 Big Data Extended – Variability, Veracity, Visualization and Value. 396
32.1.3.1 Variability – Variance in Meaning. 397
32.1.3.2 Veracity – Incorrect Data. 397
32.1.3.3 Visualization – Graphs, Charts. 397
32.1.3.4 Value – $ Value of Information. 398
32.2 Homeland Security and Public Safety Country Backgrounds. 399
32.2.1 USA Major Homeland Security and Public Safety Organizations. 399
32.2.1.1 The US Federal Homeland Security Infrastructure. 400
32.2.1.2 Police Forces and Law Enforcement Agencies. 401
32.2.1.3 Security and Intelligence Agencies. 401
32.2.1.4 Intelligence Community Budget 402
32.2.1.5 Fusion Centers. 402
32.2.2 Canada Major Homeland Security and Public Safety Organizations. 403
32.2.2.1 Canada Border Services Agency (CBSA) 403
32.2.2.2 Canadian Security Intelligence Services (CSIS) 404
32.2.2.3 Royal Canadian Mounted Police (RCMP) 404
32.2.3 UK Major Homeland Security and Public Safety Organizations. 405
32.2.3.1 The Brexit Effects. 406
32.2.3.2 UK Homeland Security & Public Safety Agencies Organogram.. 408
32.2.3.3 UK Police and Law Enforcement Agencies. 408
32.2.3.4 UK Security and Intelligence Agencies. 409
32.2.3.5 UK Fight Against Terrorist Financing. 409
32.2.3.6 UK Homeland Security and Public Safety Regulation Initiatives. 411
32.2.4 Germany Major Homeland Security and Public Safety Organizations. 411
32.2.4.1 Germany Homeland Security & Public Safety Agencies Organogram.. 412
32.2.4.2 Germany Security and Intelligence Agencies. 413
32.2.4.3 Germany Privacy Issues. 413
32.2.5 France Major Homeland Security and Public Safety Organizations. 414
32.2.5.1 France Counter Terror & Public Safety Agencies Organogram.. 414
32.2.5.2 France Homeland Security and Public Safety Regulation. 415
32.2.6 Italy Major Homeland Security and Public Safety Organizations. 415
32.2.6.1 Italy Homeland Security & Public Safety Agencies Organogram.. 416
32.2.7 Spain Major Homeland Security and Public Safety Organizations. 417
32.2.7.1 Spain Homeland Security & Public Safety Agencies Organogram.. 417
32.2.7.2 Security and Intelligence Agencies. 417
32.2.8 Australia Homeland Security & Public Safety Agencies Organogram.. 418
32.2.9 India Major Homeland Security and Public Safety Organizations. 419
32.2.9.1 India Homeland Security & Public Safety Agencies Organogram.. 419
32.2.9.2 Security and Intelligence Agencies. 420
32.2.10 China Major Homeland Security and Public Safety Organizations. 420
32.2.10.1 China Homeland Security & Public Safety Agencies Organogram.. 421
32.2.10.2 Security and Intelligence Agencies. 421
32.2.11 South Korea Major Homeland Security and Public Safety Organizations. 422
32.2.11.1 South Korea Homeland Security & Public Safety Agencies Organogram.. 422
32.2.11.2 Security and Intelligence Agencies. 423
32.2.12 Japan Major Homeland Security and Public Safety Organizations. 423
32.2.12.1 Japan Homeland Security & Public Safety Agencies Organogram.. 424
32.2.13 Brazil Major Homeland Security and Public Safety Organizations. 425
32.2.13.1 Brazil Homeland Security and Public Safety Agencies Organogram.. 425
32.2.13.2 Brazilian Major Homeland Security and Public Safety Organizations. 425
32.2.14 Mexico Major Homeland Security and Public Safety Organizations. 426
32.2.14.1 Mexico Homeland Security and Public Safety Agencies Organogram.. 427
32.2.15 Colombia Major Homeland Security and Public Safety Organizations. 427
32.2.15.1 National Police. 427
32.2.15.2 Law Enforcement 428
32.2.16 GCC Major Homeland Security and Public Safety Organizations. 429
32.2.16.1 Saudi Arabia Government Security Organogram.. 429
32.2.16.2 UAE Homeland Security & Public Safety Agencies Organogram.. 430
32.2.16.3 Kuwait Homeland Security & Public Safety Agencies. 430
32.2.16.4 Bahrain Homeland Security & Public Safety Agencies. 431
32.2.17 South Africa Major Homeland Security and Public Safety Organizations. 432
32.2.17.1 State Security Agency. 432
32.2.17.2 State Security Agency Organogram.. 433
32.2.18 Nigeria Major Homeland Security and Public Safety Organizations. 434
32.2.19 Kenya Major Homeland Security and Public Safety Organizations. 434
32.2.19.1 Ministry of Interior 434
33 Research Methodology. 435
33.1 Report Structure. 435
33.2 Research Methodology. 435
33.3 For Whom is This Report?. 436
34 Disclaimer & Copyright 437
Tables
Table 1 – Global Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 45
Table 2 – Top 5 Risks of Doing Business in North America. 64
Table 3 – Top 5 Risks to Doing Business in Europe. 66
Table 4 – Top 5 Risks to Doing Business in South Asia. 68
Table 5 – Top 5 Risks to Doing Business in East Asia Pacific. 70
Table 6 – Top 5 Risks to Doing Business in Middle East and North Africa. 72
Table 7 – Top 5 Risks to Doing Business in Sub-Saharan Africa. 72
Table 8 – Top 5 Risks to Doing Business in Latin America and the Caribbean. 74
Table 9 – Cloud Computing Initiatives in Select Countries. 89
Table 10 – Global Big Data and Data Analytics Market in Homeland Security and Public Safety Market ($M) by Technology – 2019-2026. 91
Table 11 – Global Big Data and Data Analytics Market in Homeland Security and Public Safety ($M) and Compound Annual Growth Rate (%) by Technology Market 2019, 2026. 92
Table 12 – Global Big Data and Data Analytics Market in Homeland Security and Public Safety Annual Growth Rate (%) by Technology 2019-2026. 92
Table 13 – Global Big Data and Data Analytics Market in Homeland Security and Public Safety Market Share (%) by Technology 2019-2026. 92
Table 14 – Global Big Data and Data Analytics in Homeland Security and Public Safety Cumulative Market ($M) and Cumulative Market Share (%) by Technology Market 2019-2026. 93
Table 15 – Machine Learning Method Types. 98
Table 16 – Legacy Analytics Vs. Big Data Analytics. 100
Table 17 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Vertical Market – 2019-2026. 105
Table 18 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) and Compound Annual Growth Rate (%) by Vertical Market 2019, 2026. 107
Table 19 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Annual Growth Rate (%) by Vertical Market 2019-2026. 108
Table 20 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Share (%) by Vertical Market 2019-2026. 108
Table 21 – Global Big Data and Data Analytics in Homeland Security and Public Safety Cumulative Market ($M) and Cumulative Market Share (%) by Vertical Market 2019-2026. 111
Table 22 – Global Data Sources Used by Vertical Markets Ranked by Prevalence of Usage. 115
Table 23 – Vertical Markets Maturity Level as of 2020 and Maturity Forecast for 2021-2026. 116
Table 24 – Mission Critical Applications and Scope of Activity. 117
Table 25 – Government Intelligence Agencies Vertical Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 120
Table 26 – Police Forces, Law Enforcement and 1st Responders Agencies Vertical Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 126
Table 27 – DARPA Research, Development, Test and Evaluation Budget request for FY2019-FY2020. 129
Table 28 – Defense/Military Intelligence Agencies Vertical Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 130
Table 29 – Cyber Security Agencies Vertical Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 141
Table 30 – Border Control and Customs Agencies Vertical Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 146
Table 31 – Mass Transportation Vertical Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 150
Table 32 – Intelligence Fusion Center Vertical Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 154
Table 33 – Critical Infrastructure Security Vertical Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 160
Table 34 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Data Source – 2019-2026. 162
Table 35 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) and Compound Annual Growth Rate (%) by Data Source 2019, 2026. 163
Table 36 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Annual Growth Rate (%) by Data Source 2019-2026. 164
Table 37 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Share (%) by Data Source 2019-2026. 165
Table 38 – Global Big Data and Data Analytics in Homeland Security and Public Safety Cumulative Market ($M) by Data Source 2019-2026. 167
Table 39 – Passive Data Sources. 169
Table 40 – Active Data Sources. 169
Table 41 – Communications (including GPS) Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 171
Table 42 – Video Stream Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 174
Table 43 – Cyber Security Related Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 177
Table 44 – Leading Social Media Platforms. 179
Table 45 – OSINT (social media and web) Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 180
Table 47 – Government DBs Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 184
Table 47 – Financial Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 187
Table 48 – Customs and Border Control Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 190
Table 49 – Geospatial Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 193
Table 50 – Vehicle Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 196
Table 51 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Region 2019-2026. 199
Table 52 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) and Compound Annual Growth Rate (%) by Region 2019, 2026. 200
Table 53 – Global Big Data and Data Analytics in Homeland Security and Public Safety Cumulative Market ($M) by Region 2019-2026. 201
Table 54 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Share (%) by Region 2019-2026. 202
Table 55 – Select Homeland Security and Public Safety Big Data Projects and Programs 2018 – 2020. 203
Table 56 – Select Homeland Security and Public Safety Big Data Projects and Programs 2014 – 2017. 207
Table 57 – European Defense Industrial Develpment Program Categories. 212
Table 58 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Country 2019-2026. 215
Table 59 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) and Compound Annual Growth Rate (%) by Country 2019, 2026. 217
Table 60 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Annual Growth Rate (%) by Country 2019-2026. 218
Table 61 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Share (%) by Country 2019-2026. 219
Table 62 – Global Big Data and Data Analytics in Homeland Security and Public Safety Cumulative Market ($M) by Country 2019-2026. 221
Table 63 – R.o.W. Big Data and Data Analytics in Homeland Security and Public Safety Markets Annual Growth Rate (%) by Region 2019-2026. 223
Table 65 – Top 5 Procurement Programs in FY2021. 229
Table 66 – Top 5 RDT&E Programs in FY2021. 229
Table 67 – USA Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 231
Table 68 – Canada Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 235
Table 69 – UK Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 240
Table 70 – Germany Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 245
Table 70 – France Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 249
Table 71 – Italy Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 253
Table 72 – Spain Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 258
Table 73 – Australia Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 262
Table 74 – India Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 265
Table 75 – China Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 270
Table 76 – South Korea Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 274
Table 77 – Japan Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 277
Table 78 – Brazil Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 282
Table 79 – Mexico Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 286
Table 80 – GCC Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 294
Table 81- South Africa Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 298
Table 82 – Nigeria Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 302
Table 83 – Kenya Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 305
Table 84 – UK Investment in Cross-Governmental Counter Terrrorism Capabilities. 409
Figures
Figure 1 – Global Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 37
Figure 2 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Region 2019-2026. 38
Figure 3 – The 7 Leading Big Data and Data Analytics in Homeland Security and Public Safety Markets ($M) in 2019. 38
Figure 4 – The 7 Leading Big Data and Data Analytics in Homeland Security and Public Safety Markets ($M) by 2026. 39
Figure 5 – Global Big Data and Data Analytics Market in Homeland Security and Public Safety Market ($M) by Technology 2015-2022. 40
Figure 6 – Vertical Markets: Data Sources and Types of Threats. 40
Figure 7 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Vertical Market 2019-2026. 41
Figure 8 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Data Source 2019-2026. 42
Figure 9 – Global Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 45
Figure 10 – Global Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 46
Figure 11 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Region 2019-2026. 46
Figure 12 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Country 2019-2026. 47
Figure 13 – Global Big Data and Data Analytics Market in Homeland Security and Public Safety Market ($M) by Technology 2019-2026. 47
Figure 14 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Vertical 2019-2026. 48
Figure 15 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Data Source 2019-2026. 48
Figure 16 – Vertical Markets and Types of Threats they Encounter 50
Figure 17 – Global Big Data and Data Analytics in Homeland Security and Public Safety Markets Organogram.. 52
Figure 18 – Palantir Government Segment Revenues ($M) 53
Figure 19 – Palantir Revenues from US Army 2008 – H1 2020. 54
Figure 20 – Global Risks Landscape 2020. 59
Figure 21- Top Global Risks by Impact and Likelihood. 59
Figure 22- The Global Risks Interconnections Map 2020. 60
Figure 23- The Global Risks-Trends Interconnections Map 2019. 61
Figure 24- Global Risks 2020: A Regional Perceptive – Most Likely Global Risk. 62
Figure 25 – Major Drug Trafficking Routes and Major Gold Mining Areas in Latin America. 75
Figure 26 – Main Personal Data Sources for Homeland Security and Public Safety Big Data Projects. 80
Figure 27 – Concerns When Applying Cloud Computing Technologies. 88
Figure 28 – Cloud Migration – Crime Analytics Vs. RMS/CAD. 89
Figure 29 – Global Big Data and Data Analytics Market in Homeland Security and Public Safety Market ($M) by Technology 2019-2026. 91
Figure 30 – Global Big Data and Data Analytics Market in Homeland Security and Public Safety Market Share (%) by Technology 2019-2026. 93
Figure 31 – Global Big Data and Data Analytics Market in Homeland Security and Public Safety Cumulative Market ($M) and Cumulative Market Share (%) by Technology 2019-2026. 94
Figure 32 – Big Data Technology Platforms and Solutions Ecosystem.. 95
Figure 33 – Big Data Collection and Analysis Flow Chart 96
Figure 34 – Digital vs. Analog Forms of Data. 97
Figure 35 – Data Exploration Vs. Machine Learning Model 100
Figure 36 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Vertical Market 2019-2026. 106
Figure 37 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Share (%) by Vertical Market 2019-2026. 110
Figure 38 – Global Big Data and Data Analytics in Homeland Security and Public Safety Cumulative Market ($M) and Cumulative Market Share (%) by Vertical Market 2019-2026. 112
Figure 39 – Vertical Markets Data Sources and Types of Threats. 114
Figure 40 – Government Intelligence Agencies Vertical Market Size ($M) – 2019-2026. 120
Figure 41 – Government Intelligence Agencies Vertical Market AGR (%) – 2019-2026. 121
Figure 42 – Government Intelligence Agencies Vertical Market Share (%) – 2019-2026. 121
Figure 43 – Police Forces, Law Enforcement and 1st Responders Agencies Vertical Market Size ($M) – 2019-2026. 126
Figure 44 – Police Forces, Law Enforcement and 1st Responders Agencies Vertical Market AGR (%) – 2019-2026. 127
Figure 45 – Police Forces, Law Enforcement and 1st Responders Agencies Vertical Market Share (%) – 2019-2026. 127
Figure 46 – Defense/Military Intelligence Agencies Vertical Market Size ($M) – 2019-2026. 131
Figure 47 – Defense/Military Intelligence Agencies Vertical Market AGR (%) – 2019-2026. 131
Figure 48 – Defense/Military Intelligence Agencies Vertical Market Share (%) – 2019-2026. 132
Figure 49 – Financial Intelligence & Fraud Detection Agencies Vertical Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 135
Figure 50 – Financial Intelligence & Fraud Detection Agencies Vertical Market Size ($M) – 2019-2026. 135
Figure 51 – Financial Intelligence & Fraud Detection Agencies Vertical Market AGR (%) – 2019-2026. 136
Figure 52 – Financial Intelligence & Fraud Detection Agencies Vertical Market Share (%) – 2019-2026. 136
Figure 53 – Cyber Security Agencies Vertical Market Size ($M) – 2019-2026. 141
Figure 54 – Cyber Security Agencies Vertical Market AGR (%) – 2019-2026. 142
Figure 55 – Cyber Security Agencies Vertical Market Share (%) – 2019-2026. 142
Figure 56 – Worldwide Revenue Passenger Kilometers (RPKs) Flown Annually. 144
Figure 57 – Social Media and Communication Modes Between Smugglers and Migrants. 146
Figure 58 – Border Control and Customs Agencies Vertical Market Size ($M) – 2019-2026. 147
Figure 59 – Border Control and Customs Agencies Vertical Market AGR (%) – 2019-2026. 147
Figure 60 – Border Control and Customs Agencies Vertical Market Share (%) – 2019-2026. 148
Figure 61 – Mass Transportation Vertical Market Size ($M) – 2019-2026. 151
Figure 62 – Mass Transportation Vertical Market AGR (%) – 2019-2026. 151
Figure 63 – Mass Transportation Vertical Market Share (%) – 2019-2026. 152
Figure 64 – Intelligence Fusion Center Vertical Market Size ($M) – 2019-2026. 154
Figure 65 – Intelligence Fusion Center Vertical Market AGR (%) – 2019-2026. 155
Figure 66 – Intelligence Fusion Center Vertical Market Share (%) – 2019-2026. 155
Figure 67 – Number of Cyber-Attacks in 2015 on U.S. Critical Infrastructure. 157
Figure 68 – Critical Infrastructure Security Vertical Market Size ($M) – 2019-2026. 160
Figure 69 – Critical Infrastructure Security Vertical Market AGR (%) – 2019-2026. 161
Figure 70 – Critical Infrastructure Security Vertical Market Share (%) – 2019-2026. 161
Figure 71 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Data Source 2019-2026. 163
Figure 72 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Share (%) by Data Source 2019-2026. 166
Figure 73 – Global Big Data and Data Analytics in Homeland Security and Public Safety Cumulative Market ($M) and Cumulative Market Share (%) by Data Source 2019-2026. 168
Figure 74 – Communications (including GPS) Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 171
Figure 75 – Communications (including GPS) Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 172
Figure 76 – Communications (including GPS) Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 172
Figure 77 – Video Stream Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 175
Figure 78 – Video Stream Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 175
Figure 79 – Video Stream Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 176
Figure 80 – Cyber Security Related Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 177
Figure 81 – Cyber Security Related Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 178
Figure 82 – Cyber Security Related Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 178
Figure 83 – OSINT (social media and web) Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 181
Figure 84 – OSINT (social media and web) Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 181
Figure 85 – OSINT (social media and web) Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 182
Figure 86 – Government DBs Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 184
Figure 87 – Government DBs Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 185
Figure 88 – Government DBs Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 185
Figure 89 – Financial Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 188
Figure 90 – Financial Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 188
Figure 91 – Financial Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 189
Figure 92 – Customs and Border Control Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 191
Figure 93 – Customs and Border Control Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 191
Figure 94 – Customs and Border Control Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 192
Figure 95 – Geospatial Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 194
Figure 96 – Geospatial Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 194
Figure 97 – Geospatial Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 195
Figure 98 – Vehicle Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 197
Figure 99 – Vehicle Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 197
Figure 100 – Vehicle Data Source for Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 198
Figure 101 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Region 2019-2026. 200
Figure 102 – Global Big Data and Data Analytics in Homeland Security and Public Safety Cumulative Market ($M) and Cumulative Market Share (%) by Region 2019-2026. 201
Figure 103 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Share (%) by Region 2019-2026. 202
Figure 104 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market ($M) by Country 2019-2026. 216
Figure 105 – Global Big Data and Data Analytics in Homeland Security and Public Safety Market Share (%) by Country 2019-2026. 220
Figure 106 – Global Big Data & Data Analytics in Homeland Security & Public Safety Cumulative Market ($M) & Cumulative Market Share (%) by Country 2019-2026. 222
Figure 107 – R.o.W Big Data and Data Analytics in Homeland Security and Public Safety Markets CAGR (%) by Region 2019-2026. 223
Figure 108 – DoD Data Strategy Framework. 228
Figure 109 – Procurement and RDT&E Budgets for DoD Programs with Big Data Work, FY 2019-2021. 229
Figure 110 – USA Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 231
Figure 111 – USA Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 232
Figure 112 – USA Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 232
Figure 113 – Canada Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 236
Figure 114 – Canada Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 236
Figure 115 – Canada Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 237
Figure 116 – UK Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 241
Figure 117 – UK Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 241
Figure 118 – UK Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 242
Figure 119 – Germany Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 245
Figure 120 – Germany Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 246
Figure 121 – Germany Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 246
Figure 122 – France Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 250
Figure 123 – France Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 250
Figure 124 – France Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 251
Figure 125 – Italy Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($B) – 2019-2026. 254
Figure 126 – Italy Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 254
Figure 127 – Italy Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 255
Figure 128 – Spain Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 258
Figure 129 – Spain Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 259
Figure 130 – Spain Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 259
Figure 131 – Australia Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 262
Figure 132 – Australia Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 263
Figure 133 – Australia Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 263
Figure 134 – India Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 266
Figure 135 – India Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 266
Figure 136 – India Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 267
Figure 137 – China Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 270
Figure 138 – China Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 271
Figure 139 – China Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 271
Figure 140 – South Korea Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 274
Figure 141 – South Korea Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 275
Figure 142 – South Korea Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 275
Figure 143 – Japan Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 278
Figure 144 – Japan Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 278
Figure 145 – Japan Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 279
Figure 146 – Brazil Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 282
Figure 147 – Brazil Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 283
Figure 148 – Brazil Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 283
Figure 149 – Mexico Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 286
Figure 150 – Mexico Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 287
Figure 151 – Mexico Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 287
Figure 152 – Colombia Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) and Annual Growth Rates (%) – 2019-2026. 290
Figure 153 – Colombia Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 290
Figure 154 – Colombia Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 291
Figure 155 – Colombia Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 291
Figure 156 – GCC Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 295
Figure 157 – GCC Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 295
Figure 158 – GCC Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 296
Figure 159 – South Africa Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 299
Figure 160 – South Africa Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 299
Figure 161 – South Africa Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 300
Figure 162 – Nigeria Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 302
Figure 163 – Nigeria Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 303
Figure 164 – Nigeria Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 303
Figure 165 – Kenya Big Data and Data Analytics, Homeland Security and Public Safety Market Size ($M) – 2019-2026. 305
Figure 166 – Kenya Big Data and Data Analytics, Homeland Security and Public Safety Market AGR (%) – 2019-2026. 306
Figure 167 – Kenya Big Data and Data Analytics, Homeland Security and Public Safety Market Share (%) – 2019-2026. 306
Figure 168 – U.S. Federal Homeland Security Organogram.. 400
Figure 169 – U.S. Intelligence Community Budget (B$) 402
Figure 170 -Canada Homeland Security & Public Safety Agencies Organogram.. 403
Figure 171 – UK Homeland Security & Public Safety Agencies Organogram.. 408
Figure 172 – German Homeland Security & Public Safety Agencies Organogram.. 412
Figure 173 – Strategische Initiative Technik Budget 2014 – 2020 (M€) 413
Figure 174 – France Counter Terror & Public Safety Agencies Organogram.. 414
Figure 175 – Italy Homeland Security & Public Safety Agencies Organogram.. 416
Figure 176 – Spain Homeland Security & Public Safety Agencies Organogram.. 417
Figure 177 – Australia Homeland Security & Public Safety Agencies Organogram.. 418
Figure 178 – India Homeland Security & Public Safety Agencies Organogram.. 419
Figure 179 – China Homeland Security & Public Safety Agencies Organogram.. 421
Figure 180 – South Korea Homeland Security & Public Safety Agencies Organogram.. 422
Figure 181 – Japan Homeland Security & Public Safety Agencies Organogram.. 424
Figure 182 – Brazil Major Homeland Security and Public Safety Organizations. 425
Figure 183 – Mexico Homeland Security and Public Safety Agencies Organogram.. 427
Figure 184 – Saudi Arabia Government Security Organogram.. 429
Figure 185 – UAE Homeland Security & Public Safety Agencies Organogram.. 430
Figure 186 – South Africa State Security Agency Organogram.. 433