SIMA AZ: Emerging Information Technology Innovations & Trends 11/15/17

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Emerging Information Technology Innovations & Future Trends Wednesday, November 15, 2017 At ASU University Club, Tempe, AZ Mark Goldstein, International Research Center PO Box 825, Tempe, AZ 85280-0825, Phone: 602-470-0389, [email protected] , http://www.researchedge.com/ Slide Deck Online at http://www.slideshare.net/markgirc © 2017 - International Research Center Arizona Chapter Society for Information Management Arizona (SIM AZ)

Transcript of SIMA AZ: Emerging Information Technology Innovations & Trends 11/15/17

Emerging Information Technology

Innovations & Future Trends

Wednesday, November 15, 2017

At ASU University Club, Tempe, AZ

Mark Goldstein, International Research Center

PO Box 825, Tempe, AZ 85280-0825, Phone: 602-470-0389,

[email protected], http://www.researchedge.com/

Slide Deck Online at http://www.slideshare.net/markgirc

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)

Emerging Information Technology

Innovations & Future TrendsAgenda:

• Advances in Computer Power and Pervasiveness

• Internet of Things (IoT) Overview and Ecosystem

• Mobility, Augmented Reality and Virtual Reality (AR/VR)

• Medical Advances Through Informatics

• Artificial Intelligence (AI) and Robotics

• Big Data, Its Applications and Implications

• Onward into the Future…

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)

Emerging Information Technology

Innovations & Future Trends

Advances in Computer

Power and Pervasiveness

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)

http://www.kurzweilai.net/ask-ray-the-future-of-moores-law

The Exponential Curve of Technological Innovations

Leading Up to the Singularity

https://www.top500.org/news/china-pulls-ahead-of-us-in-latest-top500-list/

http://www.nvidia.com/object/tesla

-supercomputing-solutions.html

High Performance Computing with Tesla GPUs

http://www.asus.com/us/Motherboards/X99DELUXE/

ASUS X99-DELUXE

Intel Socket 2011-v3

http://www.asus.com/us/Motherboards/Z97IPLUS/

ASUS Z97I-Plus Mini-ITX Motherboard

6.7 inch x 6.7 inch

Intel Next Unit of Computing (NUC) Kit NUC5i7RYH

https://www-ssl.intel.com/content/www/us/en/nuc/nuc-kit-nuc5i7ryh.html

Arduino Mega 2560

Raspberry Pi 2 Model B Nwazet Pi Media Center

Night Vision Camera Modules

MicroSD Card Adapter

BLE Mini Bluetooth 4.0 Interface

Arduino, Raspberry & Other Microcontrollers

Ultimate GPS BreakoutUDOO Quad Core w/SATA

Vilros Raspberry Pi 2 Model B Ultimate Camera KitRaspberry Pi 2

Model B (900Mhz,

1GB) with 8GB SD

Card/Adapter with

NOOB, Wi-Fi

Adapter, 5 MP

Camera Module,

Breadboard, GPIO

Ribbon Cable,

Breakout Board,

Jumpers, Resistors,

LEDs, User Guide,

Case, Power Supply

and more

http://www.vilros.com/

SunFounder 37 Modules Raspberry Pi B+ Sensor Kit

http://www.sunfounder.com/index.php?c=show&id=47&model=Sensor%20Kit%20for%20B+

Detailed tutorial, source code

& 32 lessons on project DVD

http://www.intel.com/content/www/us/en/compute-stick/intel-compute-stick.html

Intel Compute Stick

This summer, ASUS will launch a new type of Chrome device: the Chromebit.

Smaller than a candy bar, the Chromebit is a full computer that will be available

for less than $100. By simply plugging this device into any display, you can turn it

into a computer. It’s the perfect upgrade for an existing desktop and will be really

useful for schools and businesses.

Source: http://chrome.blogspot.com/2015/03/more-chromebooks-for-everyone.html

ASUS Chromebit Turns Any TV into a Chrome PC

• Rockchip RK3288 (with quad-core Mali 760 graphics)

• 2GB of RAM, 16GB of solid state storage

• Plugs into any HDMI-equipped display

• Dual-band 802.11ac Wi-Fi, Bluetooth 4.0, USB 2.0 port

http://www.ti.com/product/cc2541

The Texas Instruments

CC2541 is a power-

optimized true system-on-

chip (SoC) solution for

both Bluetooth low energy

and proprietary 2.4-GHz

applications. It enables

robust network nodes to

be built with low total bill-

of-material costs. The

CC2541 combines the

excellent performance of a

leading RF transceiver

with an industry-standard

enhanced 8051 MCU, in-

system programmable

flash memory, 8-KB RAM,

and many other powerful

supporting features and

peripherals. The CC2541 is

highly suited for systems

where ultralow power

consumption is required.

TI CC2541 SOC

Intel’s Edison computer is housed in an SD card form factor and comes with built-

in Linux and both Wi-Fi and Bluetooth wireless. The computer, which is based on

Intel's 22-nanometer Quark chips, can be the basis for a new wave of products

and will become available summer 2014. Source: eWeek

Intel Curie Module Unleashing Wearable Device Innovation

http://www.intel.com/content/www/us/en

/wearables/wearable-soc.html

Intel’s Curie module is a complete low-

power solution for the wearable space

with compute, motion sensor, Bluetooth

Low Energy, and battery charging

capabilities.

Key Features:

• Low-power, 32-bit Intel Quark SE SoC

• 384kB Flash memory, 80kB SRAM

• Small and efficient open source real-

time operating system (RTOS)

• Low-power integrated DSP sensor hub

with a proprietary pattern matching

accelerator

• Bluetooth Low Energy

• 6-Axis combo sensor with

accelerometer and gyroscope

• Battery charging circuitry (PMIC)

• Released January, 2015

https://www.movidius.com/myriadX

Intel Neural

Net Processor

https://www.top500.org/news/intel-take-

aim-at-ai-with-new-neuromorphic-chip-1/

https://www.hpcwire.com/2017/10/10/

intel-delivers-17-qubit-quantum-chip-

european-research-partner/

https://www.technologyreview.com/

s/609451/ibm-raises-the-bar-with-a-

50-qubit-quantum-computer/

http://www.kurzweilai.net/radical-new-vertically-integrated-3d-chip-design-combines-computing-and-data-storagehttps://www.nature.com/nature/journal/v547/n7661/full/nature22994.html

http://www.kurzweilai.

net/graphene-based-

computer-would-be-

1000-times-faster-

than-silicon-based-

use-100th-the-power

https://www.nature.com/articles/ncomms15635

http://www.seagate.com/about-seagate/news/seagate-accelerates-

enterprise-momentum-with-two-new-flash-products-pr/

Major Leap Towards Storing Data at the Molecular Level

https://nano-magazine.com/news/2017/8/25/major-leap-towards-storing-data-at-the-molecular-level/

Source: Nano Magazine/Nature 8/17

http://www.supermicro.com/

SuperServers

Baselayer Technology (formerly io) Data Modules

are manufactured, factory tested, UL-Listed, and

software-defined data center infrastructure that can

be deployed and provisioned in standard

increments of power, cooling, and IT space in as

little as 90 days. https://www.baselayer.com/

Baselayer Anywhere CORE Line Data Modules

BaseLayer (https://www.baselayer.com/) partners with SRP

for new modular data centers that plug directly into power grid

NIST Definition of Cloud Computing

Source: U.S. NIST

Source: Cambridge Centre for Alternative Financing

https://coinmarketcap.com/

November 14, 2017

Future X Network Enabling a New Digital Era

Source: Bell Labs Consulting

Emerging Information Technology

Innovations & Future Trends

Internet of Things (IoT)

Overview and Ecosystems

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)

See also: Internet of Things Innovations & Megatrends

Presentation to the IEEE Computer Society Phoenix

On December 14, 2016 at http://bit.ly/2hLXjPT

IoT Overview and Ecosystems

IoT Computing Platforms and Sensors

IoT Gateway and Network Connections

IoT Application Arenas

• Consumer and Home Automation

• Wearables

• Healthcare and Life Science

• Retail and Logistics

• Industrial

• Smart Buildings

• Smart Cities and Environment

• Transportation

IoT Security and Privacy

IoT Standards and Organizations

IoT Data Applications and Business Models

Next mega IoT update scheduled for 12/13/17 at DeVry University Phoenix for the

IEEE Computer Society Phoenix (http://ewh.ieee.org/r6/phoenix/compsociety/)

IoT Solutions Architecture

Source: TechBeacon (https://techbeacon.com/4-stages-iot-architecture)

Source: Postscapes (http://postscapes.com/)

Sensor Cluster Trends for Mobile Phones

(Inertial Measurement Units)

AMS AV-MLV-P2 is a volatile organic compounds (VOC) gas sensor which can detect

alcohols, aldehydes, ketones, organic acids, amines, aliphatic and aromatic hydrocarbons.

The world's first smartphone with a giant six-inch screen and a built-in ADI (U.S.,

http://www.analog.com/) spectrometer running integrated software by Consumer Physics

(U.S., https://www.consumerphysics.com/) and manufactured by electronics giant Sichuan

Changhong Electric Co. (China). (Source: Sichuan Changhong Electric)

Source: Postscapes (http://postscapes.com/)

IoT Technology Data Rate and Range Needs

Source: Rohde & Schwartz

Wi-Fi Ecosystem is Undergoing Change

http://www.wirelessdesignmag.com/article/2016/05/

now-80211ac-wave-1-rolled-out-whats-next-wi-fi

IEEE 802.11ah Requirements to

Support M2M Communications:

• Up to 8,191 devices associated

with an access point (AP)

through a hierarchical identifier

structure

• Carrier frequencies of

approximately 900 MHz (license-

exempt) that are less congested

and guarantee a long range

• Transmission range up to 1 km

in outdoor areas

• Data rates of at least 100 kbps

• One-hop network topologies

• Short and infrequent data

transmissions (data packet size

approximately 100 bytes and

packet inter-arrival time greater

than 30 s)

• Very low energy consumption

by adopting power saving

strategies

• Cost-effective solution for

network device manufacturershttp://www.ieee802.org/11/Reports/tgah_update.htm

Potential 5G Services Bandwidth & Latency Requirements

Source: GMSA, Heavy Reading

Source: Postscapes (http://postscapes.com/)

Source: IDC & Peplink 2015

IoT Vision

https://f5.com/labs/articles/threat-intelligence/ddos/the-hunt-for-iot-the-rise-of-thingbots

Source: IEEE Spectrum 10/16

Emerging Information Technology

Innovations & Future Trends

Mobility, Augmented Reality

and Virtual Reality (AR/VR)

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)

Connected Cars On Board Safety & Security Features

Source: Infineon Technologies AG

Automated Driving Technology Progression

Source: Navigant Research 2017

https://medium.com/@UberPubPolicy/fast-forwarding-to-a-future-of-on-demand-urban-air-transportation-f6ad36950ffa

http://uber.com/elevate/whitepaper

Source: Accenture 2017

http://innovega-inc.com/Innovega iOptik Platform

http://www.imdb.com/title/tt0181689/

Robert Downey Jr. (as Tony Stark/Ironman) uses a hologram in the 2012 film "The Avengers"

http://www.microsoft.com/microsoft-hololens/en-us

http://blogs.cornell.edu/teachertalk/2011/01/27/mr-worf-ill-be-on-the-holodeck/

Emerging Information Technology

Innovations & Future Trends

Artificial Intelligence (AI)

and Robotics

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)

Source: MIT Sloan

https://spectrum.ieee.org/static/ai-vs-doctors

Computer Passes Turing Test for First Time

Eugene Goostman seems like a typical 13-year-old Ukrainian boy, at least that's what a third

of judges at a Turing Test competition thought recently. Goostman says that he likes

hamburgers and candy and that his father is a gynecologist, but it's all a lie. This boy is a

program created by computer engineers led by Russian Vladimir Veselov and Ukrainian

Eugene Demchenko. That a third of judges were convinced that Goostman was a human in

unrestricted conversation is significant as at least 30 percent of judges must be swayed for

a computer to pass the famous Turing Test. The test, created by legendary computer

scientist Alan Turing in 1950, was designed to answer the question "Can machines think?"

and is a well-known staple of artificial intelligence studies. Source: The Verge 6/14

Mechatronics engineer Ben Schaefer (R) interacts with humanoid robot bartender "Carl" as

it prepares a drink for a guest at the Robots Bar and Lounge in the eastern German town of

Ilmenau. The Humanoid robot bartender "Carl," developed and built by Schaefer who runs a

company for humanoid robots, prepares spirits for the mixing of cocktails and is able to

interact with customers in small conversations.

Source: InfoWorld, Photo: REUTERS/Fabrizio Bensch

Saudi Arabia is the First Country to Grant Citizenship to a Robot

An empty-eyed humanoid named Sophia has become the first robot to be granted

citizenship in the world. Saudi Arabia bestowed citizenship on Sophia ahead of

the Future Investment Initiative, held in the kingdom's capital city of Riyadh on

Wednesday. "I am very honored and proud of this unique distinction," Sophia told

the audience, speaking on a panel. "This is historical to be the first robot in the

world to be recognized with a citizenship.“ It didn't elaborate on the details of its

citizenship. At the event, Sophia also addressed the room from behind a podium

and responded to questions from moderator and journalist Andrew Ross Sorkin.

Questions pertained mostly to Sophia's status as a humanoid and concerns

people may have for the future of humanity in a robot-run world. (10/26/17)http://www.businessinsider.com/sophia-robot-citizenship-in-saudi-arabia-the-first-of-its-kind-2017-10

http://www.homelandsecuritynewswire.com/dr20170821-world-s-tech-leaders-call-on-un-to-ban-killer-robots

Artificial Intelligence: Should We Be

as Terrified as Elon Musk and Bill Gates?

Elon Musk and Bill Gates have been as fearless as any entrepreneurs and

innovators of the past half century. They have eaten big risks for breakfast and

burped out billions of dollars afterward. But today, both are terrified of the same

thing: Artificial intelligence. In a February 2015 Reddit AMA, Gates said, "First the

machines will do a lot of jobs for us and not be super intelligent. That should be

positive if we manage it well. A few decades after that though the intelligence is

strong enough to be a concern ... and [I] don't understand why some people are

not concerned.“

In a September 2015 CNN interview, Musk went even further. He said, "AI is much

more advanced than people realize. It would be fairly obvious if you saw a robot

walking around talking and behaving like a person... What's not obvious is a huge

server bank in a vault somewhere with an intelligence that's potentially vastly

greatly than what a human mind can do. And it's eyes and ears will be

everywhere, every camera, every device that's network accessible... Humanity's

position on this planet depends on its intelligence so if our intelligence is

exceeded, it's unlikely that we will remain in charge of the planet.“

To be fair, others such as Stephen Hawking and Steve Wozniak have expressed

similar fears, which lends credibility to the position that Gates and Musk have

staked out.

http://www.zdnet.com/article/artificial-intelligence-should-we-be-as-terrified-as-elon-musk-and-bill-gates/

Emerging Information Technology

Innovations & Future Trends

Medical Advances

Through Informatics

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)

Healthcare Industry, Then and Now

Source: Capital IQ, GSV Asset Management

http://www.ibm.com/smarterplanet/us/en/ibmwatson/

http://en.wikipedia.org/wiki/Watson_(computer)

Memorial Sloan Kettering & IBM Watson Advancing Personalized Cancer Care

TGen and Genomic/Proteomic Sequencing

Illumina’s HiSeq 2500 System is a powerful and efficient

ultra-high-throughput sequencing system that supports

the broadest range of applications and study sizes.

Unrivaled data quality using Illumina's proven SBS

chemistry has made the HiSeq 2500 the instrument of

choice for all major genome centers and leading

institutions throughout the world. New HiSeq v4 reagents

allow for more reads and more data in less time.

http://www.illumina.com/systems/hiseq_2500_1500.ilmn

https://tgen.org/

Low cost genome sequencing is expected to revolutionize healthcare among

other aspects of life. iNanoBio is developing a novel sensor device for high speed

genome sequencing with technology from Arizona State University (ASU).

Sequencing 3 billion bases in a short period of time is an extremely complex task.

Various strategies utilize piecemeal sequencing and massively parallel techniques

for high throughput readout. Sequencing using nanopores is a promising

approach, but most often requires development of advanced methods for slowing

down the DNA as it translocates through the nanopore. Small read lengths, need

for elaborate sample preparation and complex data processing are required,

which in-turn add to the cost of sequencing. Rather than slowing down the DNA

as it translocates through a nanopore iNanoBio’s strategy is to sequence the DNA

at high speed using their FET nano sensor devices. Field effect transistor sensors

can have high switching frequencies of up to 1 GHz or more, which enables faster

signal acquisition with minimal background noise. They expect sensing of

individual bases at higher speeds, with larger signal to noise ratios, than when

using other strategies. http://www.inanobio.com/genomesequencing.php

iNanoBio Exponential Nanosensor Technology for Chemical & Biological Sensing

Aiming for Low Cost $100 Genomic Sequencing Using Nanopores

Source: U.S. Chamber of Commerce 2017

Source: The Atlantic Council & Intel Security

Integrated Lab-On-A-Chip Uses Smartphone to

Quickly Detect Multiple Pathogens

The system uses a commercial smartphone to acquire and interpret real-time images of an

enzymatic amplification reaction that takes place in a silicon microfluidic chip that

generates green fluorescence and displays a visual read-out of the test at the point-of-care.

The system is composed of an unmodified smartphone and a portable 3-D-printed cradle

that supports the optical and electrical components, and interfaces with the rear-facing

camera of the smartphone. (Credit: Micro & Nanotechnology Laboratory, University of

Illinois at Urbana-Champaign) Source: https://www.mdtmag.com/news/2017/10/integrated-

lab-chip-uses-smartphone-quickly-detect-multiple-pathogens

First prize in the Qualcomm Tricorder XPrize was awarded to Final Frontier Medical Devices,

a team in Pennsylvania. The team, led by brothers Dr. Basil Harris, an emergency medicine

physician, and George Harris, a network engineer, created an artificial intelligence engine

called DxtER that learns to diagnose medical conditions via data from emergency medicine

and analyzing patients. Final Frontier Medical Devices was awarded $2.6 million at the

Qualcomm Tricorder XPrize ceremony on April 12, 2017.

http://www.zdnet.com/article/qualcomm-tricorder-xprize-goes-to-u-s-team-for-device-fusing-ai-iot-health/

https://tricorder.xprize.org/teams/final-frontier-medical-devices

Final Frontier Medical Devices DxtER Tricorder XPrize Winner

The U.S. Food and Drug Administration cleared the Senhance System, a new robotically-

assisted surgical device (RASD) that can help facilitate minimally invasive surgery by

enabling the surgeon to use computer and software technology to control and move

surgical instruments through one or more tiny incisions in the patient's body (laparoscopic

surgery) at a console that provides a 3-D high-definition view of the surgical field.

Source: MDT Magazine (https://www.mdtmag.com/news/2017/10/fda-clears-new-robotically-assisted-surgical-device-adult-patients)

http://www.kurzweilai.net/how-would-you-like-to-invest-in-immortality

With his 2045 Initiative, Russian Internet

mogul Dmitry Itskov is looking for backers for

the world’s first immortality research center

into neuroscience and human consciousness

with the ultimate goal of transferring human

minds into robots, extending human life

indefinitely. The new venture sells itself:

invest in his new research and development

interest and the payoff could be immortality.

Will Transcendence Transcend Science Fiction?

According to futurists, the Singularity will be the singular most important incident to ever

unfold. The term describes technology’s version of a black hole: that incredible moment

when artificial intelligence will surpass our own. Transcendence is the newest dystopian

interpretation of this A.I. benchmark. The reviews have been less than glowing, but it still

brings a pivotal question into sharp focus: Are we nearing true machine intelligence?

Transcendence tells the story of a dying technology visionary, played by Johnny Depp, who

uploads his brain to a computer right before he dies. The story takes place in the present,

compelling many to question the possibility of an apocalyptic singularity to transpire. While

the technology depicted in Transcendence is still very much science fiction, it alludes to

some remarkable developments that are unfolding in the artificial intelligence community.

http://www.idgconnect.com/blog-abstract/8320/will-transcendence-transcend-science-fiction

IMDB: http://www.imdb.com/title/tt2209764/, Wikipedia: http://en.wikipedia.org/wiki/Transcendence_%282014_film%29

Emerging Information Technology

Innovations & Future Trends

Big Data, Its Applications

and Implications

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)

Source: HP

http://www.deepwebtech.com/deepweb-not-darkweb/

http://baybusinesshelp.com/2016/06/13/every-60-seconds-internet-infographic/

Source: LNS Research

Source: LNS Research

Big Data Infrastructure Priorities

https://awsinsider.net/articles/2017/10/12/aws-microsoft-deep-learning-gluon.aspx

Source: AWSInsider.net 10/12/17

IBM Watson’s System Architecture

IBM Watson Analytics Editions and Pricing

https://www.ibm.com/watson-analytics/pricing

Adoption Across the Analytics Spectrum

Advanced Analytics Maturity Path

Source: Intel Corporation 2017

Emerging Information Technology

Innovations & Future Trends

Onward into the Future

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)

Evolution of Top Global Brands 2006-2017

Source: GuthrieJensen

(http://www.supplychain247.com/article/10_skills_you_need_to_master_in_2020/)

Digital Life in 2025 - More-Hopeful Theses

• Information sharing over the Internet will be so effortlessly interwoven into

daily life that it will become invisible, flowing like electricity, often through

machine intermediaries.

• The spread of the Internet will enhance global connectivity that fosters more

planetary relationships and less ignorance.

• The Internet of Things, artificial intelligence, and big data will make people

more aware of their world and their own behavior.

• Augmented reality and wearable devices will be implemented to monitor and

give quick feedback on daily life, especially tied to personal health.

• Political awareness and action will be facilitated and more peaceful change and

public uprisings like the Arab Spring will emerge.

• The spread of the ‘Ubernet’ will diminish the meaning of borders, and new

‘nations’ of those with shared interests may emerge and exist beyond the

capacity of current nation-states to control.

• The Internet will become ‘the Internets’ as access, systems, and principles are

renegotiated.

• An Internet-enabled revolution in education will spread more opportunities,

with less money spent on real estate and teachers.

Source: Pew Research Center, 3/14 http://www.pewinternet.org/2014/03/11/digital-life-in-2025/

Digital Life in 2025 - Less-Hopeful Theses

• Dangerous divides between haves and have-nots may expand, resulting in

resentment and possible violence.

• Abuses and abusers will ‘evolve and scale.’ Human nature isn’t changing;

there’s laziness, bullying, stalking, stupidity, pornography, dirty tricks, crime,

and those who practice them have new capacity to make life miserable for

others.

• Pressured by these changes, governments and corporations will try to assert

power and at times succeed as they invoke security and cultural norms.

• People will continue sometimes grudgingly to make tradeoffs favoring

convenience and perceived immediate gains over privacy; and privacy will be

something only the upscale will enjoy.

• Humans and their current organizations may not respond quickly enough to

challenges presented by complex networks.

• Most people are not yet noticing the profound changes today’s

communications networks are already bringing about; these networks will be

even more disruptive in the future.

Advice: Make Good Choices Today• Foresight and accurate predictions can make a difference; ‘The best way to

predict the future is to invent it.

Source: Pew Research Center, 3/14 http://www.pewinternet.org/2014/03/11/digital-life-in-2025/

Integrated Global Futures Strategy Draft

Source: The Millennium Project 2015 http://www.millennium-project.org/

Trending the Trends 2010-2017

Source: Deloitte (2017)

Source: Gartner (July 2017)

Emerging Technologies Hype Cycle

Source: Frank Diana’s Blog on Our Emerging Future 2017

https://frankdiana.net/2017/09/20/a-future-thinking-canvas/

A Future Thinking Canvas

Emerging Information Technology

Innovations & Future Trends

Wednesday, November 15, 2017

At ASU University Club, Tempe, AZ

Mark Goldstein, International Research Center

PO Box 825, Tempe, AZ 85280-0825, Phone: 602-470-0389,

[email protected], http://www.researchedge.com/

Slide Deck Online at http://www.slideshare.net/markgirc

© 2017 - International Research Center

Arizona Chapter

Society for Information

Management Arizona (SIM AZ)