1 |
Executive Summary |
1.1 |
Major Findings & Conclusions |
1.1.1 |
Market Background |
1.1.2 |
Market Estimations and Forecast |
1.2 |
Major Dynamics & Opportunities |
1.3 |
Global Big Data and Data Analytics in Homeland Security and Public Safety Market 2015-2022 |
1.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
1.3.2 |
Market Dynamics 2015-2022 |
1.3.3 |
Market Breakdown 2015-2022 |
1.4 |
Global Big Data and Data Analytics in Homeland Security and Public Safety Markets Organogram |
2 |
Global Market Background |
2.1 |
Global Security Concerns |
2.1.1 |
Global Risks 2016: A Regional Perceptive |
2.1.2 |
North America Homeland Security & Public Safety Market Drivers |
2.1.2.1 |
Terrorism Threat |
2.1.2.2 |
Cyber-Attacks |
2.1.2.3 |
Natural Disasters |
2.1.3 |
European Homeland Security & Public Safety Market Drivers |
2.1.3.1 |
New Realities of Terror Across Europe |
2.1.3.2 |
Fight Against Terrorist Financing |
2.1.4 |
APAC Homeland Security & Public Safety Market Drivers |
2.1.4.1 |
Transnational Terrorism |
2.1.4.2 |
Natural Disasters |
2.1.4.3 |
Insurgency Operations |
2.1.5 |
Latin America Homeland Security & Public Safety Market Drivers |
2.1.5.1 |
Organized Crime |
2.1.5.2 |
Illicit Financial Flows |
2.1.5.3 |
Drug Trafficking |
2.1.6 |
Middle East and Africa Homeland Security & Public Safety Market Drivers |
2.1.6.1 |
Terrorism Threat |
2.1.6.2 |
Political and Social Instability |
2.1.6.3 |
Cyber Attacks |
2.2 |
Homeland Security and Public Safety Agencies |
2.3 |
Proliferation of Data |
2.4 |
Main Personal Data Sources for Homeland Security & Public Safety Big Data Projects |
2.5 |
Big Data and Data Analytics in Homeland Security and Public Safety Market |
2.6 |
Big Data and Data Analytics in Homeland Security and Public Safety Market Organogram |
3 |
Big Data in Homeland Security and Public Safety: Market Drivers |
4 |
Big Data in Homeland Security and Public Safety: Market Inhibitors |
5 |
Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Technology Market – 2015-2022 |
5.1 |
Consolidated Market 2015-2022 |
5.2 |
Market Analysis 2015-2022 |
5.3 |
Market Dynamics 2015-2022 |
5.4 |
Market Breakdown 2015-2022 |
6 |
Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Technology Sub-Market – 2015-2022 |
6.1 |
Consolidated Market 2015-2022 |
6.2 |
Market Analysis 2015-2022 |
6.3 |
Market Dynamics 2015-2022 |
6.4 |
Market Breakdown 2015-2022 |
7 |
Technology |
7.1 |
Big Data Technology Background |
7.2 |
Big Data Collection and Analysis Process |
7.3 |
Data Sources Collection and Recording |
7.3.1 |
Digital and Analog Data Production |
7.4 |
Machine Learning |
7.4.1 |
Machine Learning Methods |
7.4.2 |
Deep Machine Learning |
7.4.3 |
Application Types |
7.4.3.1 |
Speech Recognition |
7.4.3.2 |
Image Recognition |
7.4.3.3 |
Natural Language Processing |
7.4.3.4 |
Recommendation Systems |
7.5 |
Data Exploration Vs. Machine Learning Model |
7.6 |
Legacy Analytics Vs. Big Data Analytics |
7.7 |
Storage & Communications Equipment |
7.7.1 |
Market Size – Assessment and Forecast – 2015-2022 |
7.7.2 |
Market Dynamics 2015-2022 |
7.7.3 |
Market Breakdown 2015-2022 |
7.8 |
Data Warehouses & Data Management |
7.8.1 |
Market Size – Assessment and Forecast – 2015-2022 |
7.8.2 |
Market Dynamics 2015-2022 |
7.8.3 |
Market Breakdown 2015-2022 |
7.9 |
SQL (Structured) and NoSQL (Un-Structured) Database Software |
7.9.1 |
SQL (Structured) Database Software |
7.9.2 |
NoSQL (Un-Structured) Database Software |
7.9.3 |
Market Size – Assessment and Forecast – 2015-2022 |
7.9.4 |
Market Dynamics 2015-2022 |
7.9.5 |
Market Breakdown 2015-2022 |
7.1 |
Data Analytics & Visualization Applications |
7.10.1 |
Data Analytics |
7.10.1.1 |
Data Mining |
7.10.2 |
Visualization and Presentation |
7.10.3 |
Market Size – Assessment and Forecast – 2015-2022 |
7.10.4 |
Market Dynamics 2015-2022 |
7.10.5 |
Market Breakdown 2015-2022 |
7.11 |
Compute Engine |
7.11.1 |
Market Size – Assessment and Forecast – 2015-2022 |
7.11.2 |
Market Dynamics 2015-2022 |
7.11.3 |
Market Breakdown 2015-2022 |
7.12 |
Professional Services |
7.12.1 |
Market Size – Assessment and Forecast – 2015-2022 |
7.12.2 |
Market Dynamics 2015-2022 |
7.12.3 |
Market Breakdown 2015-2022 |
8 |
Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Vertical Market – 2015-2022 |
8.1 |
Consolidated Market 2015-2022 |
8.2 |
Market Analysis 2015-2022 |
8.3 |
Market Dynamics 2015-2022 |
8.4 |
Market Breakdown 2015-2022 |
9 |
Vertical Markets |
9.1 |
Vertical Markets Data Sources and Types of Threat Diagram |
9.2 |
Applications and Data Type by Vertical |
9.3 |
Big Data Maturity Level and Forecast by Vertical |
9.4 |
Mission Critical Applications |
9.4.1 |
Mission Critical Applications |
9.5 |
Government Intelligence Agencies |
9.5.1 |
Use Cases |
|
Social Media Monitoring |
9.5.1.1 |
People Interactions and Relationships |
9.5.1.2 |
Money Laundering, Fraud & Terrorist Financing |
9.5.1.3 |
Anticipatory Intelligence |
9.5.2 |
Market Size – Assessment and Forecast – 2015-2022 |
9.5.3 |
Market Dynamics 2015-2022 |
9.5.4 |
Market Breakdown 2015-2022 |
9.6 |
Police Forces, Law Enforcement and 1st Responders Agencies |
9.6.1 |
Police Forces and Law Enforcement Agencies |
9.6.1.1 |
Use Cases |
9.6.2 |
First Responders (non-police) |
9.6.2.1 |
Use Cases |
9.6.3 |
Market Size – Assessment and Forecast – 2015-2022 |
9.6.4 |
Market Dynamics 2015-2022 |
9.6.5 |
Market Breakdown 2015-2022 |
9.7 |
Defense/Military Intelligence |
9.7.1 |
Use Cases |
9.7.1.1 |
Intelligence, Surveillance, Target Acquisition and Reconnaissance (ISTAR) |
9.7.1.2 |
System of Systems |
9.7.1.3 |
R&D – DARPA Big Data Projects & Budget |
9.7.2 |
Market Size – Assessment and Forecast – 2015-2022 |
9.7.3 |
Market Dynamics 2015-2022 |
9.7.4 |
Market Breakdown 2015-2022 |
9.8 |
Financial Intelligence & Fraud Detection |
9.8.1 |
Terrorist & Organized Crime Financing |
9.8.2 |
Anti-Money Laundering (AML) & Fraud Detection |
9.8.3 |
Use Cases |
9.8.4 |
FinCEN – Financial Crimes Network |
9.8.5 |
Market Size – Assessment and Forecast – 2015-2022 |
9.8.6 |
Market Dynamics 2015-2022 |
9.8.7 |
Market Breakdown 2015-2022 |
9.9 |
Cyber Security Agencies |
9.9.1 |
Use Cases |
9.9.1.1 |
Predictive Analytics |
9.9.1.2 |
Database Activity Monitoring (DAM) |
9.9.1.3 |
Industrial Security (SCADA) Supervision and Control of Critical Infrastructure |
9.9.1.4 |
Identity and Access Management (IAM) |
9.9.1.5 |
Forensics Analysis (post-attack) |
9.9.2 |
Market Size – Assessment and Forecast – 2015-2022 |
9.9.3 |
Market Dynamics 2015-2022 |
9.9.4 |
Market Breakdown 2015-2022 |
9.1 |
Border Control and Customs |
9.10.1 |
Use Cases |
9.10.1.1 |
Real-Time Data Sets of Personal Information |
9.10.1.2 |
Real-Time Risk Analysis |
9.10.1.3 |
Illegal Immigration |
9.10.2 |
Market Size – Assessment and Forecast – 2015-2022 |
9.10.3 |
Market Dynamics 2015-2022 |
9.10.4 |
Market Breakdown 2015-2022 |
9.11 |
Mass Transportation (Air, Sea & Land) |
9.11.1 |
Use Cases |
9.11.1.1 |
Risk-Based Passenger Screening and Terrorist Watch-lists |
9.11.1.2 |
Detect Identity Fraud |
9.11.1.3 |
Geo-Location Analysis |
9.11.1.4 |
CCTV and Real-Time Feeds on Transit and Passenger Rail |
9.11.2 |
Market Size – Assessment and Forecast – 2015-2022 |
9.11.3 |
Market Dynamics 2015-2022 |
9.11.4 |
Market Breakdown 2015-2022 |
9.12 |
Intelligence Fusion Centers |
9.12.1 |
Use Cases |
9.12.1.1 |
Information Gathering and Suspicious Activity Reporting |
9.12.1.2 |
Analytics and Visualization of Relationships |
9.12.1.3 |
GIS Mapping |
9.12.2 |
Market Size – Assessment and Forecast – 2015-2022 |
9.12.3 |
Market Dynamics 2015-2022 |
9.12.4 |
Market Breakdown 2015-2022 |
9.13 |
Critical Infrastructure Security |
9.13.1 |
Cyber-Attacks on Critical Infrastructure in the U.S.A |
9.13.2 |
Russian Cyber-Attack on the Ukrainian Energy Sector |
9.13.3 |
Use Cases |
9.13.3.1 |
Oil & Gas Operations |
9.13.3.2 |
Energy Utilities |
9.13.3.3 |
Water and Wastewater Systems |
9.13.4 |
Market Size – Assessment and Forecast – 2015-2022 |
9.13.5 |
Market Dynamics 2015-2022 |
9.13.6 |
Market Breakdown 2015-2022 |
10 |
Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Data Source – 2015-2022 |
10.1 |
Consolidated Market 2015-2022 |
10.2 |
Market Analysis 2015-2022 |
10.3 |
Market Dynamics 2015-2022 |
10.4 |
Market Breakdown 2015-2022 |
11 |
Type of Data Sources |
11.1 |
Passive Data Sources |
11.2 |
Active Data Sources |
12 |
Data Sources |
12.1 |
Communications (including GPS) |
12.1.1 |
GPS Sources |
12.1.2 |
Application Types |
12.1.3 |
Market Size – Assessment and Forecast – 2015-2022 |
12.1.4 |
Market Dynamics 2015-2022 |
12.1.5 |
Market Breakdown 2015-2022 |
12.2 |
Video Stream |
12.2.1 |
CCTV Systems |
12.2.2 |
Social Media Video Streams |
12.2.3 |
Common Uses of Video Analysis |
12.2.4 |
Market Size – Assessment and Forecast – 2015-2022 |
12.2.5 |
Market Dynamics 2015-2022 |
12.2.6 |
Market Breakdown 2015-2022 |
12.3 |
Cyber Security Related Data |
12.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
12.3.2 |
Market Dynamics 2015-2022 |
12.3.3 |
Market Breakdown 2015-2022 |
12.4 |
OSINT (Social Media and Web) |
12.4.1 |
Social Media Sources |
12.4.2 |
Global Internet and Social Media Users |
12.4.3 |
Leading Social Media Platforms |
12.4.4 |
Market Size – Assessment and Forecast – 2015-2022 |
12.4.5 |
Market Dynamics 2015-2022 |
12.4.6 |
Market Breakdown 2015-2022 |
12.5 |
Governmental DBs |
12.5.1 |
National ID Card |
12.5.2 |
Fingerprint Database |
12.5.3 |
National DNA Database |
12.5.4 |
Public Transportation |
12.5.5 |
Car Registration |
12.5.6 |
Driver’s License |
12.5.7 |
Land Records |
12.5.8 |
Criminal Records |
12.5.9 |
Phone Call Records |
12.5.10 |
Market Size – Assessment and Forecast – 2015-2022 |
12.5.11 |
Market Dynamics 2015-2022 |
12.5.12 |
Market Breakdown 2015-2022 |
12.6 |
Financial Data |
12.6.1 |
Digital Banking |
12.6.2 |
Blockchain and Bitcoin |
12.6.3 |
Market Size – Assessment and Forecast – 2015-2022 |
12.6.4 |
Market Dynamics 2015-2022 |
12.6.5 |
Market Breakdown 2015-2022 |
12.7 |
Customs/Border Sources |
12.7.1 |
European Immigration Crisis |
12.7.2 |
Data Sources |
12.7.3 |
Market Size – Assessment and Forecast – 2015-2022 |
12.7.4 |
Market Dynamics 2015-2022 |
12.7.5 |
Market Breakdown 2015-2022 |
12.8 |
Geospatial |
12.8.1 |
Raster Data |
12.8.2 |
Vector Data |
12.8.3 |
Data Sources |
12.8.4 |
Market Size – Assessment and Forecast – 2015-2022 |
12.8.5 |
Market Dynamics 2015-2022 |
12.8.6 |
Market Breakdown 2015-2022 |
12.9 |
Vehicle Data |
12.9.1 |
V2V and V2X |
12.9.2 |
Data Sources |
12.9.3 |
Market Size – Assessment and Forecast – 2015-2022 |
12.9.4 |
Market Dynamics 2015-2022 |
12.9.5 |
Market Breakdown 2015-2022 |
13 |
Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Region |
13.1 |
5 Regional Markets Comparison Analysis |
13.1.1 |
Consolidated Market 2015-2022 |
13.1.2 |
Market Analysis 2015-2022 |
13.1.3 |
Market Dynamics 2015-2022 |
13.1.4 |
Market Breakdown 2015-2022 |
14 |
Global Big Data and Data Analytics in Homeland Security and Public Safety Market by Country |
14.1 |
19 National Markets Comparison Analysis |
14.1.1 |
Consolidated Market 2015-2022 |
14.1.2 |
Market Analysis 2015-2022 |
14.1.3 |
Market Dynamics 2016-2022 |
14.1.4 |
Market Breakdown 2015-2022 |
14.1.5 |
The 7 Leading National Markets |
14.1.6 |
R.o.W Markets |
15 |
USA Big Data and Data Analytics in Homeland Security and Public Safety Market |
15.1 |
USA National Security Risk Assessment 2016 |
15.2 |
USA Major Homeland Security and Public Safety Organizations |
15.2.1 |
The US Federal Homeland Security Infrastructure |
15.2.2 |
The Department of Homeland Security Organizational Structure |
15.2.3 |
Police Forces and Law Enforcement Agencies |
15.2.4 |
Security and Intelligence Agencies |
15.2.4.1 |
Intelligence Community Budget |
15.2.4.2 |
Fusion Centers |
15.3 |
USA Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
15.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
15.3.2 |
Market Dynamics 2015-2022 |
15.3.3 |
Market Breakdown 2015-2022 |
16 |
Canada Big Data and Data Analytics in Homeland Security and Public Safety Market |
16.1 |
Canada National Security Risk Assessment 2016 |
16.2 |
Canada Major Homeland Security and Public Safety Organizations |
16.2.1 |
Canada Homeland Security & Public Safety Agencies Organogram |
16.2.2 |
Canada Border Services Agency (CBSA) |
16.2.3 |
Canadian Security Intelligence Services (CSIS) |
16.2.4 |
Royal Canadian Mounted Police (RCMP) |
16.3 |
Canada Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
16.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
16.3.2 |
Market Dynamics 2015-2022 |
16.3.3 |
Market Breakdown 2015-2022 |
17 |
UK Big Data and Data Analytics in Homeland Security and Public Safety Market |
17.1 |
UK National Security Risk Assessment 2016 |
17.2 |
UK Major Homeland Security and Public Safety Organizations |
17.2.1 |
UK Homeland Security & Public Safety Agencies Organogram |
17.2.2 |
UK Police and Law Enforcement Agencies |
17.2.3 |
UK Security and Intelligence Agencies |
17.2.4 |
UK Fight Against Terrorist Financing |
17.2.5 |
UK Homeland Security and Public Safety Regulation Initiatives |
17.2.5.1 |
UK Investigatory Powers Bill |
17.2.5.2 |
UK Counter Terror Legislation |
17.3 |
UK Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
17.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
17.3.2 |
Market Dynamics 2015-2022 |
17.3.3 |
Market Breakdown 2015-2022 |
18 |
Germany Big Data and Data Analytics in Homeland Security and Public Safety Market |
18.1 |
Germany National Security Risk Assessment 2016 |
18.2 |
Germany Major Homeland Security and Public Safety Organizations |
18.2.1 |
Germany Homeland Security & Public Safety Agencies Organogram |
18.2.2 |
Germany Security and Intelligence Agencies |
18.3 |
Germany Privacy Issues |
18.4 |
Germany Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
18.4.1 |
Market Size – Assessment and Forecast – 2015-2022 |
18.4.2 |
Market Dynamics 2015-2022 |
18.4.3 |
Market Breakdown 2015-2022 |
19 |
France Big Data and Data Analytics in Homeland Security and Public Safety Market |
19.1 |
France National Security Risk Assessment 2016 |
19.2 |
France Major Homeland Security and Public Safety Organizations |
19.2.1 |
France Counter Terror & Public Safety Agencies Organogram |
19.3 |
France Homeland Security and Public Safety Regulation |
19.4 |
France Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
19.4.1 |
Market Size – Assessment and Forecast – 2015-2022 |
19.4.2 |
Market Dynamics 2015-2022 |
19.4.3 |
Market Breakdown 2015-2022 |
20 |
Italy Big Data and Data Analytics in Homeland Security and Public Safety Market |
20.1 |
Italy National Security Risk Assessment 2016 |
20.2 |
Italy Major Homeland Security and Public Safety Organizations |
20.2.1 |
Italy Homeland Security & Public Safety Agencies Organogram |
20.3 |
Italy Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
20.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
20.3.2 |
Market Dynamics 2015-2022 |
20.3.3 |
Market Breakdown 2015-2022 |
21 |
Spain Big Data and Data Analytics in Homeland Security and Public Safety Market |
21.1 |
Spain National Security Risk Assessment 2016 |
21.2 |
Spain Major Homeland Security and Public Safety Organizations |
21.2.1 |
Spain Homeland Security & Public Safety Agencies Organogram |
21.2.2 |
Security and Intelligence Agencies |
21.3 |
Spain Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
21.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
21.3.2 |
Market Dynamics 2015-2022 |
21.3.3 |
Market Breakdown 2015-2022 |
22 |
Australia Big Data and Data Analytics in Homeland Security and Public Safety Market |
22.1 |
Australia National Security Risk Assessment 2016 |
22.2 |
Australia Major Homeland Security and Public Safety Organizations |
22.2.1 |
Australia Homeland Security & Public Safety Agencies Organogram |
22.3 |
Australia Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
22.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
22.3.2 |
Market Dynamics 2015-2022 |
22.3.3 |
Market Breakdown 2015-2022 |
23 |
India Big Data and Data Analytics in Homeland Security and Public Safety Market |
23.1 |
India National Security Risk Assessment 2016 |
23.2 |
India Major Homeland Security and Public Safety Organizations |
23.2.1 |
India Homeland Security & Public Safety Agencies Organogram |
23.2.2 |
Security and Intelligence Agencies |
23.3 |
India Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
23.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
23.3.2 |
Market Dynamics 2015-2022 |
23.3.3 |
Market Breakdown 2015-2022 |
24 |
China Big Data and Data Analytics in Homeland Security and Public Safety Market |
24.1 |
China National Security Risk Assessment 2016 |
24.2 |
China Major Homeland Security and Public Safety Organizations |
24.2.1 |
China Homeland Security & Public Safety Agencies Organogram |
24.3 |
China Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
24.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
24.3.2 |
Market Dynamics 2015-2022 |
24.3.3 |
Market Breakdown 2015-2022 |
25 |
South Korea Big Data and Data Analytics in Homeland Security and Public Safety Market |
25.1 |
South Korea National Security Assessment 2016 |
25.2 |
South Korea Major Homeland Security and Public Safety Organizations |
25.2.1 |
South Korea Homeland Security & Public Safety Agencies Organogram |
25.2.2 |
Security and Intelligence Agencies |
25.3 |
South Korea Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
25.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
25.3.2 |
Market Dynamics 2015-2022 |
25.3.3 |
Market Breakdown 2015-2022 |
26 |
Japan Big Data and Data Analytics in Homeland Security and Public Safety Market |
26.1 |
Japan National Security Risk Assessment 2016 |
26.2 |
Japan Major Homeland Security and Public Safety Organizations |
26.2.1 |
Japan Homeland Security & Public Safety Agencies Organogram |
26.3 |
Japan Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
26.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |
26.3.2 |
Market Dynamics 2015-2022 |
26.3.3 |
Market Breakdown 2015-2022 |
27 |
Brazil Big Data and Data Analytics in Homeland Security and Public Safety Market |
27.1 |
Brazil National Security Assessment 2016 |
27.2 |
Brazil Major Homeland Security and Public Safety Organizations |
27.2.1 |
Brazil Homeland Security and Public Safety Agencies Organogram |
27.3 |
Brazil Big Data and Data Analytics in Homeland Security and Public Safety Market – 2017-2022 |
27.3.1 |
Market Size – Assessment and Forecast – 2015-2022 |