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Copyright (c) 2017 CompTIA Properties, LLC, All Rights Reserved | CompTIA.org | research@comptia.org
MARKET OVERVIEW
Of the many technologies that are on the horizon, perhaps
none has as much history as artificial intelligence. Although its
academic origins are traced to the 1950s, appearances in
science fiction throughout the past century have helped
embed AI into the mainstream consciousness. These
appearances also lead to heightened expectations—some
technologists argue that type of intelligence in these systems
is “assisted” or “augmented” rather than “artificial”—but
recent advances in computing have certainly accelerated the
potential of the technology.
October 2017
RESEARCH BRIEF
UNDERSTANDING EMERGING
TECHNOLOGY
ARTIFICIAL INTELLIGENCE
63%
Aware of info
about AI in
past year
38%
High
knowledge of
AI in
company
30%
AI having an
impact today
The familiarity around AI is reflected in relatively high
numbers among businesses around awareness and projected
impact. However, it is worth noting that “artificial
intelligence” is actually the result of a collection of
technologies. AI does not appear as a standalone item on
Gartner’s popular Hype Cycle for Emerging Technologies;
instead, contributing components such as machine learning,
edge computing, and cognitive computing all have significant
hype and are projected to become productive in 2-10 years.
Similarly, IDC broadly defines cognitive and artificial
intelligence systems when building revenue projections, but
there are still subtleties beneath that general classification. As
Defining Artificial Intelligence
In general, artificial intelligence is the practice of designing
computer systems to make intelligent decisions based on
context rather than direct input. It is important to understand
that AI systems always behave according to rules that have
been programmed. Consider a computer playing chess; this
may not strike many people today as AI, but it certainly fits
the definition of a system that has been given rules and
calculates probabilities and decisions on the fly based on the
moves of the opponent.
Today, AI is gaining hype and traction as capabilities approach
something that looks like sentience. There are specific trends
that have contributed to this situation, and these trends are
the requisite components as companies build AI into their
plans.
• Ubiquitous data: As storage costs drop and companies
learn how to manage unstructured data, there is
exponential growth in the amount of data available for
input, context, and decision-making.
• Advanced hardware: An aggressive technology strategies
drives a more tailored approach, and GPU-based systems
are becoming popular options for AI activity (with many
companies opting to use cloud providers rather than
invest in on-prem equipment).
• Powerful algorithms: Based on the type of data being
used and the type of activity being performed, many new
machine learning algorithms have emerged to optimize
predictions and behavior, with deep learning as one of the
most prominent examples.
Copyright (c) 2017 CompTIA Properties, LLC, All Rights Reserved | CompTIA.org | research@comptia.org
39%
44%
48%
52%
52%
53%
53%
Chatbots within instant
messaging
Natural language interface for
tools
Automation of tasks or
processes
Suggestions in workflow tools
Virtual assistants
Machine learning within IT
infrastructure
Machine learning within IoT
implementation
Ways AI is used among early adopters
At an even more basic level, AI is finding its way into standard
parts of an IT architecture. Infrastructure components such as
firewalls and routers are now enhanced with AI functionality,
especially as software-defined networking becomes more
prevalent. Even end user applications are using AI to provide
suggestions that can improve quality or usability. Again, AI
may not be part of a new corporate initiative, but may come
in simply as tools are upgraded or introduced.
Finally, virtual assistants are gaining traction in the workplace.
This could include tools specifically designed for business
(such as Amy Ingram from x.ai) or mass market products
(such as Apple’s Siri or Amazon’s Alexa). In all cases, software
has contextual understanding that allows information to be
share and tasks to be automated.
CHALLENGES
Whether or not companies have started to explore AI, there
are definite concerns and challenges with implementing the
technology. Topping the list is a fear that might be fueled by
sci-fi depictions: a lack of insight into AI decision-making. This
worry is higher outside the IT function—40% of executives
and 44% of non-IT employees are concerned about this area
compared to just 36% of IT workers. This is a good
opportunity for technical specialists to lend their expertise to
business discussions.
24% 26%
19%
32%
Current State of AI Adoption
AI in place but
not regularly
used
AI in place and
regularly used
No current
plans/not sure
of plans
Plan to
adopt AI in
next year
As far as revenue goes, IDC projects that $12.5 billion will be
spent on AI systems in 2017, and that number will grow at
54.4% through 2020. However, IDC points out that this
activity includes “intelligent applications based on cognitive
computing, artificial intelligence, and deep learning.” In many
cases, applications and IT components that companies
already have in place will gain AI capabilities through
upgrades, or new purchases focused on a business goal will
have the added benefit of an AI underpinning.
This reality is already present in the early stages of AI
adoption. Among the 50% of companies that are aware of AI
in place at their organization, there is recognition that the
capabilities are built into existing tools and the challenge lies
in utilization. In many cases, AI will not be a means unto itself,
but rather a critical ingredient undergirding operations inside
digital organizations.
USE CASES
With a long history in popular culture and high-profile
examples in the consumer space, many people have a skewed
or limited perception of AI. While natural language interfaces
or intelligent chatbots are certainly part of the AI ecosystem,
they are among the least popular ways that businesses are
currently utilizing new forms of machine intelligence.
It is no great surprise to see that AI in many cases is tied to
another emerging technology—Internet of Things. The
complexity of IoT systems practically demands some form of
automation and network learning. While certain benefits of
IoT can be gained from simpler implementations, large-scale
systems will likely include AI as part of the solution.
Copyright (c) 2017 CompTIA Properties, LLC, All Rights Reserved | CompTIA.org | research@comptia.org
The tables turn when it comes to the second challenge.
Consumer technology has helped create a perception that
complex systems have minimal support requirements. Only
33% of executives are worried about supporting new AI
capabilities. However, both business employees and non-IT
employees are gaining an appreciation for the ongoing
support needed for an expanded tech footprint; 43% of both
groups are concerned about the proper level of support.
28%
30%
32%
34%
40%
40%
Reliance on small set of
vendors
Integration of AI throughout
business
Harm caused by AI
Reduction/downgrading
of jobs
Support for AI capabilities
Lack of insight into AI
decisions
General concerns about AI
WORKFORCE ISSUES
A final concern worth noting is the possible elimination of
jobs as intelligent computers take over more and more
workflow. In general, it is very hard to predict the exact
impact of technology across the entire job market (although
previous technical revolutions have consistently led to net
gains).
CompTIA’s 2017 IT Industry Outlook references a study by
McKinsey & Company on this topic. According to McKinsey,
60% of all occupations have some duties that could be
automated to some degree. Of course, automating a subset
of duties does not directly correlate to job elimination, but
there is no doubt that some overall occupations are at risk as
companies turn certain tasks over to AI. Most experts in the
field, though, believe that the digital economy will feature
new roles working in concert with intelligent systems.
Artificial intelligence comes with historical baggage and
serious questions, but the potential is tremendous. Continued
economic growth will require the deep insights that come
from AI, but will also require the creativity and empathy that
come from human beings connected in a global society.
About This Research
This research brief is part of a larger study conducted
by CompTIA on the awareness and application of
emerging technology. Other topics in this series
include: blockchain, AR/VR, automation, drones, and
the business implications of early stage technology.
For more emerging technology content from
CompTIA research, visit Insight & Tools on the
CompTIA webpage.
The quantitative study consisted of an online survey
fielded to U.S. workforce professionals during
October 2016. A total of 701 businesses based in the
United States participated in the survey, yielding an
overall margin of sampling error proxy at 95%
confidence of +/- 3.8 percentage points. Sampling
error is larger for subgroups of the data.
As with any survey, sampling error is only one source
of possible error. While non-sampling error cannot be
accurately calculated, precautionary steps were taken
in all phases of the survey design, collection and
processing of the data to minimize its influence.
CompTIA is responsible for all content and analysis.
Any questions regarding the study should be directed
to CompTIA Research and Market Intelligence staff at
research@comptia.org.
CompTIA is a member of the market research
industry’s Insights Association and adheres to its
internationally respected Code of Standards.
About CompTIA
The Computing Technology Industry Association (CompTIA) is
a non-profit trade association serving as the voice of the
information technology industry.
With approximately 2,000 member companies, 3,000
academic and training partners, 100,000-plus registered users
and more than two million IT certifications issued, CompTIA is
dedicated to advancing industry growth through educational
programs, market research, networking events, professional
certifications and public policy advocacy.
CompTIA’s efforts to address issues related to emerging
technology include member-led communities focused on
businesses and IT professionals along with a policy group
focused on legislation and regulations.

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Understanding Emerging Technology - Artificial Intelligence

  • 1. Copyright (c) 2017 CompTIA Properties, LLC, All Rights Reserved | CompTIA.org | research@comptia.org MARKET OVERVIEW Of the many technologies that are on the horizon, perhaps none has as much history as artificial intelligence. Although its academic origins are traced to the 1950s, appearances in science fiction throughout the past century have helped embed AI into the mainstream consciousness. These appearances also lead to heightened expectations—some technologists argue that type of intelligence in these systems is “assisted” or “augmented” rather than “artificial”—but recent advances in computing have certainly accelerated the potential of the technology. October 2017 RESEARCH BRIEF UNDERSTANDING EMERGING TECHNOLOGY ARTIFICIAL INTELLIGENCE 63% Aware of info about AI in past year 38% High knowledge of AI in company 30% AI having an impact today The familiarity around AI is reflected in relatively high numbers among businesses around awareness and projected impact. However, it is worth noting that “artificial intelligence” is actually the result of a collection of technologies. AI does not appear as a standalone item on Gartner’s popular Hype Cycle for Emerging Technologies; instead, contributing components such as machine learning, edge computing, and cognitive computing all have significant hype and are projected to become productive in 2-10 years. Similarly, IDC broadly defines cognitive and artificial intelligence systems when building revenue projections, but there are still subtleties beneath that general classification. As Defining Artificial Intelligence In general, artificial intelligence is the practice of designing computer systems to make intelligent decisions based on context rather than direct input. It is important to understand that AI systems always behave according to rules that have been programmed. Consider a computer playing chess; this may not strike many people today as AI, but it certainly fits the definition of a system that has been given rules and calculates probabilities and decisions on the fly based on the moves of the opponent. Today, AI is gaining hype and traction as capabilities approach something that looks like sentience. There are specific trends that have contributed to this situation, and these trends are the requisite components as companies build AI into their plans. • Ubiquitous data: As storage costs drop and companies learn how to manage unstructured data, there is exponential growth in the amount of data available for input, context, and decision-making. • Advanced hardware: An aggressive technology strategies drives a more tailored approach, and GPU-based systems are becoming popular options for AI activity (with many companies opting to use cloud providers rather than invest in on-prem equipment). • Powerful algorithms: Based on the type of data being used and the type of activity being performed, many new machine learning algorithms have emerged to optimize predictions and behavior, with deep learning as one of the most prominent examples.
  • 2. Copyright (c) 2017 CompTIA Properties, LLC, All Rights Reserved | CompTIA.org | research@comptia.org 39% 44% 48% 52% 52% 53% 53% Chatbots within instant messaging Natural language interface for tools Automation of tasks or processes Suggestions in workflow tools Virtual assistants Machine learning within IT infrastructure Machine learning within IoT implementation Ways AI is used among early adopters At an even more basic level, AI is finding its way into standard parts of an IT architecture. Infrastructure components such as firewalls and routers are now enhanced with AI functionality, especially as software-defined networking becomes more prevalent. Even end user applications are using AI to provide suggestions that can improve quality or usability. Again, AI may not be part of a new corporate initiative, but may come in simply as tools are upgraded or introduced. Finally, virtual assistants are gaining traction in the workplace. This could include tools specifically designed for business (such as Amy Ingram from x.ai) or mass market products (such as Apple’s Siri or Amazon’s Alexa). In all cases, software has contextual understanding that allows information to be share and tasks to be automated. CHALLENGES Whether or not companies have started to explore AI, there are definite concerns and challenges with implementing the technology. Topping the list is a fear that might be fueled by sci-fi depictions: a lack of insight into AI decision-making. This worry is higher outside the IT function—40% of executives and 44% of non-IT employees are concerned about this area compared to just 36% of IT workers. This is a good opportunity for technical specialists to lend their expertise to business discussions. 24% 26% 19% 32% Current State of AI Adoption AI in place but not regularly used AI in place and regularly used No current plans/not sure of plans Plan to adopt AI in next year As far as revenue goes, IDC projects that $12.5 billion will be spent on AI systems in 2017, and that number will grow at 54.4% through 2020. However, IDC points out that this activity includes “intelligent applications based on cognitive computing, artificial intelligence, and deep learning.” In many cases, applications and IT components that companies already have in place will gain AI capabilities through upgrades, or new purchases focused on a business goal will have the added benefit of an AI underpinning. This reality is already present in the early stages of AI adoption. Among the 50% of companies that are aware of AI in place at their organization, there is recognition that the capabilities are built into existing tools and the challenge lies in utilization. In many cases, AI will not be a means unto itself, but rather a critical ingredient undergirding operations inside digital organizations. USE CASES With a long history in popular culture and high-profile examples in the consumer space, many people have a skewed or limited perception of AI. While natural language interfaces or intelligent chatbots are certainly part of the AI ecosystem, they are among the least popular ways that businesses are currently utilizing new forms of machine intelligence. It is no great surprise to see that AI in many cases is tied to another emerging technology—Internet of Things. The complexity of IoT systems practically demands some form of automation and network learning. While certain benefits of IoT can be gained from simpler implementations, large-scale systems will likely include AI as part of the solution.
  • 3. Copyright (c) 2017 CompTIA Properties, LLC, All Rights Reserved | CompTIA.org | research@comptia.org The tables turn when it comes to the second challenge. Consumer technology has helped create a perception that complex systems have minimal support requirements. Only 33% of executives are worried about supporting new AI capabilities. However, both business employees and non-IT employees are gaining an appreciation for the ongoing support needed for an expanded tech footprint; 43% of both groups are concerned about the proper level of support. 28% 30% 32% 34% 40% 40% Reliance on small set of vendors Integration of AI throughout business Harm caused by AI Reduction/downgrading of jobs Support for AI capabilities Lack of insight into AI decisions General concerns about AI WORKFORCE ISSUES A final concern worth noting is the possible elimination of jobs as intelligent computers take over more and more workflow. In general, it is very hard to predict the exact impact of technology across the entire job market (although previous technical revolutions have consistently led to net gains). CompTIA’s 2017 IT Industry Outlook references a study by McKinsey & Company on this topic. According to McKinsey, 60% of all occupations have some duties that could be automated to some degree. Of course, automating a subset of duties does not directly correlate to job elimination, but there is no doubt that some overall occupations are at risk as companies turn certain tasks over to AI. Most experts in the field, though, believe that the digital economy will feature new roles working in concert with intelligent systems. Artificial intelligence comes with historical baggage and serious questions, but the potential is tremendous. Continued economic growth will require the deep insights that come from AI, but will also require the creativity and empathy that come from human beings connected in a global society. About This Research This research brief is part of a larger study conducted by CompTIA on the awareness and application of emerging technology. Other topics in this series include: blockchain, AR/VR, automation, drones, and the business implications of early stage technology. For more emerging technology content from CompTIA research, visit Insight & Tools on the CompTIA webpage. The quantitative study consisted of an online survey fielded to U.S. workforce professionals during October 2016. A total of 701 businesses based in the United States participated in the survey, yielding an overall margin of sampling error proxy at 95% confidence of +/- 3.8 percentage points. Sampling error is larger for subgroups of the data. As with any survey, sampling error is only one source of possible error. While non-sampling error cannot be accurately calculated, precautionary steps were taken in all phases of the survey design, collection and processing of the data to minimize its influence. CompTIA is responsible for all content and analysis. Any questions regarding the study should be directed to CompTIA Research and Market Intelligence staff at research@comptia.org. CompTIA is a member of the market research industry’s Insights Association and adheres to its internationally respected Code of Standards. About CompTIA The Computing Technology Industry Association (CompTIA) is a non-profit trade association serving as the voice of the information technology industry. With approximately 2,000 member companies, 3,000 academic and training partners, 100,000-plus registered users and more than two million IT certifications issued, CompTIA is dedicated to advancing industry growth through educational programs, market research, networking events, professional certifications and public policy advocacy. CompTIA’s efforts to address issues related to emerging technology include member-led communities focused on businesses and IT professionals along with a policy group focused on legislation and regulations.