Rewards and Risks of Big data Beã at Bilbao-Osorio, Soumitra Dutta, and Bruno Lanvin, Editors
Rewards and Risks of Big data Beã at Bilbao-Osorio, World Economic Forum Soumitra Dutta, Cornell University
and Risks of Big data 1. 1 The Networked Readiness Index 2014: 3 Benchmarking ICT Uptake in a World
Balancing the Risks and 53 Rewards of Data-Driven Public Policy Alex Pentland (MIT 1. 5 Managing the Risks and Rewards 61
of Big data Matt Quinn and Chris Taylor (TIBCO 1. 6 Rebalancing Socioeconomic 67 Asymmetry in a Data-Driven Economy
and risks accruing from big data, an unprecedented phenomenon in terms of the volume, velocity, and variety of sources of the creation
This can present a threat that can often turn a companyâ s advantage into a weakness
Consider, for example, the threats, distractions and benefits of one current element of digitization: big data.
3) balancing the risks and rewards of big data from a public policy perspective;(4) managing these risks and
rewards;( (5) rebalancing socioeconomic asymmetry in a data-driven economy;(6) the role of regulation and trust
security, spectrum and bandwidth constraints, cross -border data traffic, legacy regulatory models, reliability scaling, and electrical power
Balancing the Risks and Rewards of Data-Driven Public Policy Alex âoesandyâ Pentland from the Massachusetts Institute
providing greater security for organizations that use xiv The Global Information technology Report 2014 Executive Summary
helps minimize the risk of unauthorized information leakage 3. Systems controlled by partner organizations, and
Managing the Risks and Rewards of Big data In Chapter 1. 5.,Matt Quinn and Chris Taylor from TIBCO
for example, but at the same time, big data brings risks that require balancing those benefits against privacy concerns raised by the potentially unsettling correlation
risks and rewards Rebalancing Socioeconomic Asymmetry in a Data-Driven Economy Chapter 1. 6, contributed by Peter Haynes of the
threat to the emerging data-driven economy, since they may reduce overall output as more and more
and Rewards and Risks of Big data  2014 World Economic Forum  2014 World Economic Forum
ICTS and software piracy rates The business and innovation environment pillar nine variables) gauges the capacity of the business
capacity and server security. Yet performance in these dimensions is still relatively low because improvements
strategic matters regarding national security, have been raised. Measures that can build resilience and avoid these perils will need to be developed
*1. 07 Software piracy rate,%software installed 1. 08 Number of procedures to enforce a contractd
cooling levels as well as arming (or disarming) security settings remotely At an industrial level, applications using sensor
conditions, improve public safety and security, and increase efficiency in the delivery of public services such
fully exploit big data expansion (Figureâ 3). An approach that tackles these issues concurrently will help to
security Spectrum & bandwidth constraints Reliability Scaling Electrical power Cross-border data traffic Legacy regulatory models
The key security issues for big data include the reliable prevention of hacking and access by unauthorized and unwanted
activities, network security is essential Over the next five years, the growth of mobile data traffic will require greater radio spectrum to enable
professionals, safety and security applications, utility functions, and industrial uses are examples where continuous, uninterrupted, real-time communications
security challenges. However, at the aggregation and distribution levels, utility companies face the new reality
ability to exploit big data opportunities or exposing them to threats of legal and regulatory intervention
HOW TO REACH BIG DATA MATURITY Our big data maturity framework (Figureâ 3) comprises three elements: the enablers of environment readiness
the risk of losing competitive advantage vis-Ã-vis other countries Policymakers must therefore â¢formulate a vision for the usage of data consistent
Risks and Rewards of Data-Driven Public Policy ALEX PENTLAND MIT In June 2013, massive US surveillance of phone
records and Internet data was revealed by former National security agency (NSA) contractor Edward Snowden, who called these activities the âoearchitecture
of oppression. â His disclosures ignited an overdue public debate on the balance between personal privacy and our growing digital capabilities regarding
the risks and the rewards of this new age of big data address policy issues in this area,
The risk of deploying this sort of data-driven policy and regulation comes from the danger of putting so
Balancing the Risks and Rewards of Data-Driven Public Policy 54 The Global Information technology Report 2014
Balancing the Risks and Rewards of Data-Driven Public Policy  2014 World Economic Forum
or that help citizens reduce their risk of catching the flu The work of these 90 research groups also
Balancing the Risks and Rewards of Data-Driven Public Policy 56 The Global Information technology Report 2014
without the work of entering data by hand or the risks associated with sharing through current social media
A major risk of deploying data-driven policies and regulations comes from the danger of putting so much
systems and encryption. Similarly, human resources should be organized into cells of access and permission that are localized both spatially and by data type
computer and encryption systems, are hard to attack both physically as well as through cyberattack. This is because any single exploit is likely to gain access
to only a limited part of the whole database. Similarly the resilience of organizations with a heterogeneous
cell-like human and permissions structure is familiar from intelligence and terrorist organizations Importantly, resistance to attack by adopting a
distributed organization is a particularly pressing issue for authoritarian governments, because unfettered access to data about citizen behavior can be a major
the âoemany eyesâ security strategy. When patterns of communication among different departments are visible as with physical mail), then the patterns of normal
Balancing the Risks and Rewards of Data-Driven Public Policy  2014 World Economic Forum
industrial espionage, and cyberattack are among the greatest dangers that companies face in the big data
era. A distributed architecture of databases joined with a network that supports permissions, provenance and auditing can reduce risk
power while at the same time providing greater security for organizations that use big data. The key policy recommendations for all large organizations, commercial
and helps to minimize the risk of unauthorized information leakage by providing the minimum amount of information required
Balancing the Risks and Rewards of Data-Driven Public Policy 58 The Global Information technology Report 2014
Balancing the Risks and Rewards of Data-Driven Public Policy  2014 World Economic Forum
Managing the Risks and Rewards of Big data MATT QUINN CHRIS TAYLOR TIBCO One of the biggest challenges of the term big data is
RISKS AND REWARDS Digitization itself is not new, but the maturation and availability of the Internet;
It is in those extremes that the risks and rewards of big data are decided THREE KEY BIG DATA TRENDS
risks and rewards are emerging. First and foremost big data leverages previously untapped data sources Those sources are of several types.
to our security, health, and lifestyle. Machines can be something as large as an aircraft or locomotive or they
the opportunities and risks represented by these new sources. Automated systems that manage big data ecosystems cannot be developed around rigid schemas
Managing the Risks and Rewards of Big data 62 The Global Information technology Report 2014 Â 2014 World Economic Forum
Managing the Risks and Rewards of Big data  2014 World Economic Forum dataâ not with the goal of having a larger dataset, but
the risk associated with the decision. There is a broad spectrum of judgments that covers small, incremental
Many of the risks and rewards of big data are coupled tightly to the use of all of those data.
and personal security. Given enough personal data information can be correlated that can be both unsettling and unwanted.
burglaries. Each discrete piece of information is not meaningful, but in the aggregate can make someone a
Managing the Risks and Rewards of Big data 64 The Global Information technology Report 2014 Â 2014 World Economic Forum
while mitigating risks is entirely a matter of data systems sophistication. This section will explore three examples that demonstrate the
of the bodyâ which is a constant threat to hospitalized patients. Sepsis is acquired usually in the healthcare
carrier more competitive and reducing the risk of negotiating and accepting poor contracts. Without the
Although the rewards are clear, a risk remains in gaining the customerâ s favor while requiring access to
Managing the Risks and Rewards of Big data  2014 World Economic Forum ideal way to gain that access
customer, mitigating the risk of a brand being perceived as stalking the customer or invading their privacy
MITIGATING THE RISKS Managing the three key trends of leveraging previously untapped data sources, using automation wherever
mitigating its risks. Accomplishing these three objectives requires successfully meeting big dataâ s two main
of how well its risks are managed. Truly expert handling of big data brings the reward of being able to react
obligation to monitor security device, server, and application logs, all of which generate machine data that provide insight into how,
personal information, with the requirements of security and what the marketplace can use for better customer
balance the risks and rewards of big dataâ especially as big data moves from low impact âoeexperimentsâ to driving
personal security and the introduction of the creepiness factor are all things to consider. Big data is a fast-moving
Managing the Risks and Rewards of Big data 66 The Global Information technology Report 2014 Â 2014 World Economic Forum
while minimizing risks and harms to individuals and enterprises globally. Existing regulatory approaches that are based on the principles
is how little we actually know about itâ its potential risks and rewards, as well as its implications for individuals
primary challenge is security: although metadata can be logically bound to data, it can also be unbound by bad
actors (a situation similar to the vulnerability of todayâ s financial systems to hackers. Thus a strong legal and
policy framework will be required to ensure that criminals are discouraged from doing this (again analogous to the laws governing todayâ s financial systems.
and inherent security, as well as its ability to enable alternative policy frameworks A metadata-based architecture offers value to all
and the data they carry from cyberattacks. A further imperative is to build the trust of citizens,
Network and Information security (ENISA) states that a great deal of data are stored in different places in the cloud for security reasons,
and these data may have been aggregated or amended into new forms such as statistical data. Thus removing some specific
quo to identify risks and opportunities. They should consider implementing a privacy-by design mentality to avoid unnecessary costs
their participation as well as potential privacy risks. For this reason, the legislative considerations for data collection
â¢Finance functions (such as finance, risk, and treasury) can use big data for intraday liquidity management, providing real-time monitoring of
supported credit risk assessments that factor in hundreds or even thousands of indicators â¢Supply chain and procurement can use big data
Risk/security R&d Procurement Supply chain management IT Operations, real estate planning Regulatory compliance Legal Human resources
and marketing to risk management and audits, from analyzing crop and seed production to fan listening
ensure the privacy and security of personal data. The appropriate agency should take a leading role in working
it has developed in house both for its risk management business and for gathering data it sells to its clients.
various business risks and adjust audit coverage to the areas that pose the greatest risks.
At the same time, it reduces the time spent on auditing by about 15 percent â¢A British multinational music recording and publishing
1. 07 Software piracy rate,%software installed...77.75 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...77.75 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...95.84 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...69.69 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...101.88 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...5...23 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...5...23 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...100.87 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...44.54 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...104.90 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...7...24 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...83.79 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...62.66 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...87.80 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...40.53 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...65.67 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...61.64 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...93.83 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...14.27 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...53.61 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...80.77 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...40.53 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...50.58 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...89.81 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...40.53 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...34.48 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...20.35 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...7...24 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...78.76 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...67.68 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...53.61 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...87.80 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...34.48 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...10.25 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...22.37 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...107.91 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...12.26 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...53.61 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...83.79 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...75.73 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...30.43 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...28.41 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...34.48 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...58.63 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...98.86 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...19.34 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...17.31 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...34.48 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...3...21 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...50.58 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...78.76 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...81.78 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...25.40 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...52.59 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...44.54 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...71.71 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...104.90 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...44.54 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...2...20 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...62.66 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...47.55 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...30.43 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...48.57 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...48.57 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...104.90 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...83.79 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...62.66 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...62.66 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...14.27 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...4...22 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...83.79 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...91.82 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...14.27 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...53.61 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...98.86 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...72.72 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...93.83 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...65.67 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...70.70 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...40.53 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...25.40 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...29.42 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...38.50 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...58.63 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...58.63 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...39.51 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...81.78 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...72.72 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...18.33 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...25.40 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...33.46 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...20.35 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...32.44 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...95.84 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...7...24 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...10.25 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...22.37 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...72.72 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...76.74 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...57.62 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...n/a n/a 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...95.84 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...22.37 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...12.26 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...1...19 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...67.68 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...101.88 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...89.81 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...103.89 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...91.82 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate,%software installed...108.92 1. 08 No. procedures to enforce a contract...
1. 07 Software piracy rate...262 1. 08 Number of procedures to enforce a contract...
1. 07 Software piracy rate Unlicensed software units as a percentage of total software units installed 2011
2011 BSA Global Software Piracy Study (ninth edition  2014 World Economic Forum The Global Information technology Report 2014 263
US Central intelligence agency (CIA), The World Factbook (accessed November 11,2013 1 2009 2 2010 3 2012
1. 07 Software piracy rate Unlicensed software units as a percentage of total software units installed 2011
This measure covers piracy of all packaged software that runs on personal computers (PCS), including desktops, laptops, and ultra
systems software such as databases and security packages business applications; and consumer applications such as games personal finance,
Global Software Piracy Study (ninth edition 1. 08 Number of procedures to enforce a contract
US Central intelligence agency (CIA), The World Factbook (accessed November 11, 2013 Â 2014 World Economic Forum The Global Information technology Report 2014 325
Secure Internet servers are servers using encryption technology in Internet transactions Sources: The World bank, World Development Indicators Online
-term strategy and policy in areas including cybersecurity big data, the Internet of things, and the economic impact
Affairs analyst at Google, focusing on privacy and security data-driven innovation, and accessibility. She received
wireless and spectrum policy, security, privacy, Internet governance, and ICT development. He joined Cisco in
Heizo Takenaka, Director, Global security Research Institute Jiro Tamura, Professor of Law, Keio University In cooperation with Keizai Doyukai (Japan Association of
dives deeper into the rewards and risks that derive from the advent of big data. In addition, the Report includes detailed profiles for the 148 economies covered
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