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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<meta http-equiv="X-UA-Compatible" content="ie=edge" />
<title>Evaluate Cybersecurity Threat</title>
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<body>
<!-- Hero section -->
<section id="hero" class="text-white tm-font-big tm-parallax">
<!-- Navigation -->
<nav class="navbar navbar-expand-md tm-navbar" id="tmNav">
<div class="container">
<div class="tm-next">
<a href="#hero" class="navbar-brand"></a>
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<i class="fas fa-bars navbar-toggler-icon"></i>
</button>
<div class="collapse navbar-collapse" id="navbarSupportedContent">
<ul class="navbar-nav ml-auto">
<li class="nav-item">
<a class="nav-link tm-nav-link" href="#introduction">About</a>
</li>
<li class="nav-item">
<a class="nav-link tm-nav-link" href="#analytics">Analysis</a>
</li>
<li class="nav-item">
<a class="nav-link tm-nav-link" href="#conclusion">Conclusion</a>
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<div class="text-center tm-hero-text-container">
<div class="tm-hero-text-container-inner">
<h2 class="tm-hero-title">Evaluate Cybersecurity Threat</h2>
</div>
</div>
<div class="tm-next tm-intro-next">
<a href="#introduction" class="text-center tm-down-arrow-link">
<i class="fas fa-3x fa-caret-down tm-down-arrow"></i>
</a>
</div>
</section>
<section id="introduction" class="tm-section-pad-top">
<div class="container">
<div class="row">
<div class="col-lg-6">
<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/8/8d/Seal_of_the_U.S._National_Security_Agency.svg/1024px-Seal_of_the_U.S._National_Security_Agency.svg.png" height="500px"/>
</div>
<div class="col-lg-6">
<div class="tm-intro-text-container">
<h2 class="tm-text-primary mb-4 tm-section-title">About</h2>
<p class="mb-4 tm-intro-text">
In 2018, the Department of Defense faced a threat to its military advantage
by determined adversaries and their intent to steal plans, documentation,
designs, and intellectual property for key weapon systems. In response to this
threat, the Department established the Protecting Critical Technology Task
Force (PCTTF) in 2018, which, across four lines of effort, aimed to improve
the cybersecurity of the Defense Industrial Base, secure the Department of
Defense research and development enterprise, stop technology leakage through
export and foreign ownership, and impose costs on adversary intelligence
campaigns.
</p>
<p class="mb-4 tm-intro-text">
<b>The Department relies on its prime contractors to ensure the
sanctity and operational security of critical information
integrated in its programs—close coordination, cyber-conscious
program management, and the establishment of appropriate
incentives are critical. </b> Hence, it becomes extremely important to
identify SMBs (small-to-medium business) that might pose a threat to
the federal department and it's research and acitivities.
</p>
<p class="mb-4 tm-intro-text">
<b>Problem Statement:</b> Identify important subcontractors based on critical criteria defined by the NSA and explore other aspects of the awards dataset.
</p>
<br>
</div>
</div>
</div>
</section>
<!-- ANALYTICS STARTS -->
<section id="analytics" class="tm-section-pad-top">
<div class="container">
<div class="row">
<div class="col-lg-6">
<img class="img-fluid tm-intro-img" />
<figure class="highcharts-figure">
<div id="container"></div>
</figure>
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<div class="col-lg-6">
<div class="tm-intro-text-container">
<h2 class="tm-text-primary mb-4 tm-section-title">Analysis</h2>
<p class="mb-4 tm-intro-text" style="font-size: smaller;">View code <a href="Code.html" target="_blank">here</a>.</p>
<h4>Number of contracts funded by Subagency</h4>
<p class="mb-4 tm-intro-text">
From the figure alongside, it can be seen that over 70% of the contracts are funded by
The DARPA and over 25% of the contracts funded by the Department of Air Force. It becomes
extremely important to accurately evaluate the threats posed by the subcontractors since all
the contracts heavily involve state secrets, plans, politicies, systems in place and access to them.
</p>
</div>
</div>
</div>
<br>
<div class="row">
<div class="col-lg-6">
<img class="img-fluid tm-intro-img" />
<figure class="highcharts-figure1">
<div id="container1"></div>
</figure>
</div>
<div class="col-lg-6">
<div class="tm-intro-text-container">
<h4>Identify the most common business types of the companies involved</h4>
<p class="mb-4 tm-intro-text">Most of the organizations who have been awarded
contracts are Goods Manufacturers and For-profit firms/ companies.
A research published by Deloitte- Manufacturers Alliance for Productivity and Innovation (MAPI)
found that most of the cyber threats experienced by manufacturers were coming from internal employees through phishing, direct abuse of IT systems,
errors and omissions and use of mobile devices.
<a href="https://www.cybersecurity-insiders.com/study-confirms-manufacturing-companies-are-more-vulnerable-to-cyber-attacks/">Source</a>
</p>
</div>
</div>
</div>
<br>
<div class="row">
<div class="col-lg-6">
<img class="img-fluid tm-intro-img" />
<figure class="highcharts-figure2">
<div id="container2"></div>
</figure>
</div>
<div class="col-lg-6">
<div class="tm-intro-text-container">
<h4>Identify important subcontractors</h4>
<p class="mb-4 tm-intro-text">According to the NSA, there are two criteria to decide if a subcontractor is important or not. </p>
<ul>
<li>
<p class="mb-4 tm-intro-text">Subcontractors appearing in majority of the
supply chain or contracts.
</p>
</li>
<li>
<p class="mb-4 tm-intro-text">Subcontractors that provide with a unique product.
</p>
</li>
</ul>
<p class="mb-4 tm-intro-text"><b> Ducommun Incorporated and NORTHROP GRUMMAN CORPORATION are the top two companies with highest number of contracts, both of which are publicly listed Aerospace and Defence companies. </b>
</p>
</div>
</div>
</div>
<br>
<div class="row">
<div class="col-lg-6">
<img class="img-fluid tm-intro-img" />
<figure class="highcharts-figure">
<div id="container4"></div>
</figure>
</div>
<div class="col-lg-6">
<div class="tm-intro-text-container">
<h4>Different projects undertaken by the Prime Contractors</h4>
<p class="mb-4 tm-intro-text">It can be seen that the different projects undertaken by the NSA and the contractors are related to Hypersonic Air Breat which is one of the
most recent developments in Hypersonic missiles and still in development stages in many countries. A cyberattack on such a crucial and sensitive weapon, in the
wrong hands, can lead to a nuclear war.
</p>
<p class="mb-4 tm-intro-text">
<b>One very interesting observation is that the only parent company- ORBITAL ATK, INC. (ALLIANT TECHSYSTEMS OPERATIONS LLC) is working on the AMS:AAWS project
which makes this a unique project out of the all along with AMS:HYPERSONICS. Interestingly, the same subawardee ALLIANT TECHSYSTEMS OPERATIONS LLC is the
company/ subsidary/ branch of the ORBITAL ATK, INC. with the maximum number of awards granted which makes this company and parent company
one the most important subcontractors. </b>
</p>
</div>
</div>
</div>
<br>
<h4 style="text-align:center">
Visualize how different Subawardee parent companies and Subawardee <br>
companies are connected by their primary performance state in the United States
</h4>
<figure class="highcharts-figure">
<div id="container5"></div>
<p class="mb-4 tm-intro-text">
The above network graph the associations between the Subawardee companies and their parent companies based on the primary performance state in the United States.
The nodes can be dragged around and will be repositioned dynamically. This chart is great to see heirarchy structure of the subcontractors and their
parent companies. One can also see the number of parent companies present by each state.
</p>
<p class="mb-4 tm-intro-text">
<b>It can be see that California has the maximum number of companies (9) with their primary sites in this state followed by Arizona, Pennsylvania and
New York. </b>
</p>
</figure>
<br>
<br>
<h4 style="text-align:center">Identify significant states by involvement in critical technologies</h4>
<figure class="highcharts-figure">
<div id="container6"></div>
<p class="mb-4 tm-intro-text">
Critical technologies such as Sensors, Batteries, Detonators and Initiators, Missiles, Launchers and Cannisters, Transmitters, Receivers,
Encoders were searched for in the subawardee descriptions. Identifying states with heavy involvement in manufacturing/supply of critical technologies is
extremely important because in the U.S. cybersecurity laws exist at both the federal and state levels and vary by commercial sectors.
</p>
</figure>
<br>
</section>
<div class="tm-intro-text-container">
<section id='conclusion'>
<h2 class="tm-text-primary mb-4 tm-section-title" style='text-align:center;'>
Conclusion
</h2>
<p class="mb-4 tm-intro-text" style="padding-right:275px;padding-left:275px">All the awards fall into the R&D category. This insight is very important since the scope of losing this type of data to a cyberattack is zero.
From the above analysis, we are able to identify some of the most important subcontractors in the database. Based on the 2 important criteria to evaluate the cybersecurity
threat for a company the following was concluded:</p>
<p class="mb-4 tm-intro-text" style="padding-right:275px;padding-left:275px"><b>Important companies based on pervasiveness or appearing in many critical supply chains:
</b> Ducommun Incorporated and NORTHROP GRUMMAN CORPORATION are
the top two companies with highest number of contracts, both of which are publicly listed Aerospace and Defence companies. Orbital ATK, Inc. can
also be considered as on of the important contractors. </p>
<p class="mb-4 tm-intro-text" style="padding-right:275px;padding-left:275px"><b>Important companies based on supply/ input of critical technologies:</b></p>
<div id='container' >
<table style='font-family:"Georgia"; font-size:14px; width: 50%;' class='center'>
<tr>
<th>Subawardee name</th>
<th>Address (City, State)</th>
<th>Number of awards/contracts</th>
<th>Critical Technology</th>
</tr>
<tr>
<td>Eaglepicher Technologies, LLC</td>
<td>Joplin, Missouri</td>
<td>6</td>
<td>Batteries & Sensors</td>
</tr>
<tr>
<td>Measurement Specialities, Inc.</td>
<td>Hampton, Virginia</td>
<td>2</td>
<td>Batteries & Sensors</td>
</tr>
<tr>
<td>Space Vector Corporation</td>
<td>Chatsworth, California</td>
<td>2</td>
<td>Batteries & Sensors</td>
</tr>
<tr>
<td>Advanced Thermal Batteries, Inc.</td>
<td>Westminster, Maryland</td>
<td>2</td>
<td>Batteries & Sensors</td>
</tr>
<tr>
<td>Diversified Technical Systems, Inc.</td>
<td>Seal Beach, California</td>
<td>2</td>
<td>Batteries & Sensors</td>
</tr>
<tr>
<td>Pacific Scientific Energetic Materials Company</td>
<td>Chandler, Arizona</td>
<td>4</td>
<td>Explosives</td>
</tr>
<tr>
<td>Port Electronics Corporation</td>
<td>Lawrence, Massachusetts</td>
<td>2</td>
<td>Explosives</td>
</tr>
<tr>
<td>Morgan Advanced Ceramics, Inc.</td>
<td>Hayward, California</td>
<td>2</td>
<td>Explosives</td>
</tr>
<tr>
<td>Marvin Engineering Co., Inc.</td>
<td>Inglewood, California</td>
<td>2</td>
<td>Explosives</td>
</tr>
<tr>
<td>Hi-Tech Machining & Engineering, LLC</td>
<td>Tuscon, Arizona</td>
<td>2</td>
<td>Explosives</td>
</tr>
<tr>
<td>ATK Space Systems, Inc.</td>
<td>San Diego, California</td>
<td>2</td>
<td>Explosives</td>
</tr>
<tr>
<td>Allcomp Inc.</td>
<td>City of Industry, California</td>
<td>2</td>
<td>Explosives</td>
</tr>
<tr>
<td>L3 Technologies, Inc.</td>
<td>San Diego, California</td>
<td>6</td>
<td>Radio Frequency Devices</td>
</tr>
<tr>
<td>Herley Industries, Inc.</td>
<td>Lancaster, Pennsylvania</td>
<td>2</td>
<td>Radio Frequency Devices</td>
</tr>
<tr>
<td>Quasonix, LLC</td>
<td>West Chester, Ohio</td>
<td>2</td>
<td>Radio Frequency Devices</td>
</tr>
<tr>
<td>BAE Systems information & Electronic Systems</td>
<td>Cedar Rapids, Iowa</td>
<td>2</td>
<td>Radio Frequency Devices</td>
</tr>
<tr>
<td>L3 Technologies, Inc.</td>
<td>Bristol, Pennsylvania</td>
<td>2</td>
<td>Radio Frequency Devices</td>
</tr>
</table>
</div>
</section>
<br><br>
<br>
<br>
</div>
<br><br>
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chart: {
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},
title: {
text: 'Number of contracts funded by Subagency'
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xAxis: {
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}
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yAxis: {
min: 0,
title: {
text: 'Number of Contracts',
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tooltip: {
valueSuffix: ' contracts'
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plotOptions: {
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}
},
credits: {
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},
series: [{name : 'Subagency',
data: [257, 89, 1]
}]
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}]
});
// Add the nodes option through an event call. We want to start with the parent
// item and apply separate colors to each child element, then the same color to
// grandchildren.
Highcharts.addEvent(
Highcharts.Series,
'afterSetOptions',
function (e) {
var colors = Highcharts.getOptions().colors,
i = 0,
nodes = {};
if (
this instanceof Highcharts.seriesTypes.networkgraph &&
e.options.id === 'lang-tree'
) {
e.options.data.forEach(function (link) {
if (link[0] === 'UNITED STATES') {
nodes['UNITED STATES'] = {
id: 'UNITED STATES',
marker: {
radius: 20
}
};
nodes[link[1]] = {
id: link[1],
marker: {
radius: 10
},
color: colors[i++]
};
} else if (nodes[link[0]] && nodes[link[0]].color) {
nodes[link[1]] = {
id: link[1],
color: nodes[link[0]].color
};
}
});
e.options.nodes = Object.keys(nodes).map(function (id) {
return nodes[id];
});
}
}
);
Highcharts.chart('container5', {
chart: {
type: 'networkgraph',
height: '100%'
},
title: {
text: 'Subawarde Primary State of Performance,\n Subawardee Parent Company and Subawardee company tree'
},
subtitle: {
text: 'Visualize the associations between subawardee locations, parent company and subaward company in the United States. Click on hamburger icon (right) to view in full screen'
},
plotOptions: {
networkgraph: {
keys: ['from', 'to'],
layoutAlgorithm: {
enableSimulation: true,
friction: -0.9
}
}
},
series: [{
accessibility: {
enabled: false
},
dataLabels: {
enabled: true,
linkFormat: ''
},
id: 'lang-tree',
data: [['UNITED STATES', 'Virginia'],
['UNITED STATES', 'New York'],
['UNITED STATES', 'New York'],
['UNITED STATES', 'Oklahoma'],
['UNITED STATES', 'New York'],
['UNITED STATES', 'California'],
['UNITED STATES', 'Arizona'],
['UNITED STATES', 'Arizona'],
['UNITED STATES', 'Maryland'],
['UNITED STATES', 'Wisconsin'],
['UNITED STATES', 'Iowa'],
['UNITED STATES', 'Oregon'],
['UNITED STATES', 'Pennsylvania'],
['UNITED STATES', 'North Carolina'],
['UNITED STATES', 'Arizona'],
['UNITED STATES', 'Pennsylvania'],
['UNITED STATES', 'California'],
['UNITED STATES', 'Alabama'],
['UNITED STATES', 'Missouri'],
['UNITED STATES', 'Missouri'],
['UNITED STATES', 'Ohio'],
['UNITED STATES', 'Ohio'],
['UNITED STATES', 'Connecticut'],
['UNITED STATES', 'Utah'],
['UNITED STATES', 'Connecticut'],
['UNITED STATES', 'Tennessee'],
['UNITED STATES', 'California'],
['UNITED STATES', 'California'],
['UNITED STATES', 'Minnesota'],
['UNITED STATES', 'Arizona'],
['UNITED STATES', 'Colorado'],
['UNITED STATES', 'Florida'],
['UNITED STATES', 'Colorado'],
['UNITED STATES', 'California'],
['UNITED STATES', 'California'],
['UNITED STATES', 'Alabama'],
['UNITED STATES', 'California'],
['UNITED STATES', 'California'],
['UNITED STATES', 'New York'],
['UNITED STATES', 'Pennsylvania'],
['UNITED STATES', 'Maryland'],
['UNITED STATES', 'Maryland'],
['UNITED STATES', 'Massachusetts'],
['UNITED STATES', 'Ohio'],
['UNITED STATES', 'Iowa'],
['UNITED STATES', 'Arizona'],
['UNITED STATES', 'Illinois'],
['UNITED STATES', 'Arizona'],
['UNITED STATES', 'Virginia'],
['UNITED STATES', 'Tennessee'],
['UNITED STATES', 'Arizona'],
['UNITED STATES', 'Pennsylvania'],
['UNITED STATES', 'Pennsylvania'],
['UNITED STATES', 'California'],
['UNITED STATES', 'Missouri'],
['Virginia', 'AEROJET ROCKETDYNE HOLDINGS, INC.'],
['New York', 'AI CONVOY HOLDCO LIMITED'],
['New York', 'AI Convoy & Cy S.C.A.'],
['Oklahoma', 'ALLIED MOTION TECHNOLOGIES INC.'],
['New York', 'AMPHENOL CORPORATION'],
['California', 'AMRO FABRICATING CORPORATION'],
['Arizona', 'APPLIED TECHNICAL SERVICES, LLC'],
['Arizona', 'ARLINGTON CAPITAL PARTNERS IV, L.P.'],
['Maryland', 'ASB AEROSPATIALE BATTERIES'],
['Wisconsin', 'BADGER METER, INC.'],
['Iowa', 'BAE SYSTEMS PLC'],
['Oregon', 'BERKSHIRE HATHAWAY INC.'],
['Pennsylvania', 'CONCURRENT TECHNOLOGIES CORPORATION'],
['North Carolina', 'CORVID TECHNOLOGIES LLC'],
['Arizona', 'CREATION TECHNOLOGIES INC'],
['Pennsylvania', 'CURTISS-WRIGHT CORPORATION'],
['California', 'DIVERSIFIED TECHNICAL SYSTEMS, INC.'],
['Alabama', 'DYNETICS, INC.'],
['Missouri', 'Ducommun Incorporated'],
['Missouri', 'EAGLEPICHER TECHNOLOGIES, LLC'],
['Ohio', 'ELEMENT MATERIALS TECHNOLOGY CINCINNATI INC.'],
['Ohio', 'ELEMENT MATERIALS TECHNOLOGY GROUP LIMITED'],
['Connecticut', 'ENSIGN-BICKFORD INDUSTRIES, INC.'],
['Utah', 'Ems Holdco, Inc.'],
['Connecticut', 'Ensign-Bickford Industries, Inc.'],
['Tennessee', 'Etex'],
['California', 'Fortive Corporation'],
['California', 'GLENAIR, INC.'],
['Minnesota', 'HONEYWELL INTERNATIONAL INC.'],
['Arizona', 'Imaginetics Holdings LLC'],
['Colorado', 'KEYSIGHT TECHNOLOGIES, INC.'],
['Florida', 'KRATOS DEFENSE & SECURITY SOLUTIONS, INC.'],
['Colorado', 'Keystone Holdings Group, LLC'],
['California', 'L3 TECHNOLOGIES, INC.'],
['California', 'L3HARRIS TECHNOLOGIES, INC.'],
['Alabama', 'LEIDOS HOLDINGS, INC.'],
['California', 'MARVIN ENGINEERING CO., INC.'],
['California', 'MORGAN ADVANCED MATERIALS PLC'],
['New York', 'MTS SYSTEMS CORPORATION'],
['Pennsylvania', 'NICOMATIC'],
['Maryland', 'NORTHROP GRUMMAN CORPORATION'],
['Maryland', 'ORBITAL ATK, INC.'],
['Massachusetts', 'PARKER-HANNIFIN CORPORATION'],