In late 2015, there were
a number of significant
announcements regarding
climate change — including
commitments from the Paris
Conference of Parties (COP21),
the release of the Australian
Government’s National Climate
Resilience and Adaptation
Strategy, and reports from
the Bureau of Meteorology
(BOM) and the Commonwealth
Scientific and Industrial Research
Organisation (CSIRO) on climate
risk and resiliance.
They all pointed to one thing — our climate
is changing and urgent steps are required
to manage and mitigate the impacts.
Even as we look to reduce current and
future greenhouse gas emissions, without
deep reductions we are already locked
into inevitable climate system impacts.
The issue is how to manage and mitigate
the impacts of climate change when even
under a globally binding consensus for
action, we will need to plan for a future
of climate uncertainanty.
This all leads to inevitable uncertainty
and challenges for Australian business
in determining a response.
Achieving Regulatory Compliance The Devil Is In The Data GovernanceIAIDQ Community
- The document discusses the importance of data governance for regulatory compliance and avoiding costly issues. It provides examples where poor data governance resulted in large fines for inaccurate public information.
- It advocates assessing how well an organization manages common data governance issues, from being unaware to having full governance processes in place. Factors like data quality, management, and controls are important.
- Without proper data governance, organizations risk inconsistent, inaccurate, or non-existent information which can mislead regulators and result in severe penalties. Attention to data accuracy and controls is crucial.
Knoware-Open Data-SUNZ12: Clare Somerville and Trish O'Kaneclaress
The New Zealand Government has issued a Declaration on Open and Transparent Government. What are the implications for public organisations of the intitaive, and what should they be doing to prepare and support it.
Vint big data research privacy technology and the lawKarlos Svoboda
This document discusses privacy issues related to big data. It begins by describing how organizations use big data to target customers for marketing purposes, but often do so without transparency around what customer data is being collected and how it is used. This can undermine customer trust and privacy. The document advocates for transparency, choice, and an approach called "Privacy by Design" to help address privacy concerns while enabling the benefits of big data. It also examines the complex legal and technical challenges around privacy as data practices continue to evolve rapidly. The overall goal is to develop solutions that respect individual privacy and allow both individuals and organizations to benefit from big data.
Big data 2 4 - big-social-predicting-behavior-with-big-dataRick Bouter
This document provides an overview of big social data and predicting consumer behavior with large data sets. It contains 11 observations on the current state of big data, including that:
1) Best practices for big data are still emerging as the field changes rapidly.
2) Technological breakthroughs like new data analysis software are enabling new types of analysis.
3) Proponents believe big social data from social media can enable highly targeted predictions of consumer behavior.
4) However, others warn that big data projects risk becoming uncontrolled if not properly focused on real needs and privacy issues.
Since 2005, when the term “Big Data” was launched, Big Data has become an increasingly topical theme. In terms of technological development and business adoption, the domain of Big Data has made powerful advances; and that is putting it mildly.
In this initial report on Big Data, the first of four, we give answers to questions concerning what exactly Big Data is, where it differs from existing data classification, how the transformative potential of Big Data can be estimated, and what the current situation (2012) is with regard to adoption and planning.
VINT attempts to create clarity in these developments by presenting experiences and visions in perspective: objectively and laced with examples. But not all answers, not by a long way, are readily available. Indeed, more questions will arise – about the roadmap, for example, that you wish to use for Big Data. Or about governance. Or about the way you may have to revamp your organization. About the privacy issues that Big Data raises, such as those involving social analytics. And about the structures that new algorithms and systems will probably bring us.
http://www.ict-books.com/books/inspiration-trends
This document discusses barriers that have prevented small businesses from engaging in sustainable business practices and opportunities for them through IoT technologies. Some key barriers include small businesses being overlooked by environmental groups, regulators, and consultants who focus on large corporations due to scale; and internal inertia within small businesses due to lack of awareness, high perceived costs, and uncertainty around the process. However, IoT solutions can now help small businesses operate more efficiently and sustainably through applications like smart lighting, windows, HVAC, fleet management, and water conservation sensors to reduce costs and enhance competitiveness. Resources are also available to help small businesses assess priorities and fund sustainability initiatives.
Achieving Regulatory Compliance The Devil Is In The Data GovernanceIAIDQ Community
- The document discusses the importance of data governance for regulatory compliance and avoiding costly issues. It provides examples where poor data governance resulted in large fines for inaccurate public information.
- It advocates assessing how well an organization manages common data governance issues, from being unaware to having full governance processes in place. Factors like data quality, management, and controls are important.
- Without proper data governance, organizations risk inconsistent, inaccurate, or non-existent information which can mislead regulators and result in severe penalties. Attention to data accuracy and controls is crucial.
Knoware-Open Data-SUNZ12: Clare Somerville and Trish O'Kaneclaress
The New Zealand Government has issued a Declaration on Open and Transparent Government. What are the implications for public organisations of the intitaive, and what should they be doing to prepare and support it.
Vint big data research privacy technology and the lawKarlos Svoboda
This document discusses privacy issues related to big data. It begins by describing how organizations use big data to target customers for marketing purposes, but often do so without transparency around what customer data is being collected and how it is used. This can undermine customer trust and privacy. The document advocates for transparency, choice, and an approach called "Privacy by Design" to help address privacy concerns while enabling the benefits of big data. It also examines the complex legal and technical challenges around privacy as data practices continue to evolve rapidly. The overall goal is to develop solutions that respect individual privacy and allow both individuals and organizations to benefit from big data.
Big data 2 4 - big-social-predicting-behavior-with-big-dataRick Bouter
This document provides an overview of big social data and predicting consumer behavior with large data sets. It contains 11 observations on the current state of big data, including that:
1) Best practices for big data are still emerging as the field changes rapidly.
2) Technological breakthroughs like new data analysis software are enabling new types of analysis.
3) Proponents believe big social data from social media can enable highly targeted predictions of consumer behavior.
4) However, others warn that big data projects risk becoming uncontrolled if not properly focused on real needs and privacy issues.
Since 2005, when the term “Big Data” was launched, Big Data has become an increasingly topical theme. In terms of technological development and business adoption, the domain of Big Data has made powerful advances; and that is putting it mildly.
In this initial report on Big Data, the first of four, we give answers to questions concerning what exactly Big Data is, where it differs from existing data classification, how the transformative potential of Big Data can be estimated, and what the current situation (2012) is with regard to adoption and planning.
VINT attempts to create clarity in these developments by presenting experiences and visions in perspective: objectively and laced with examples. But not all answers, not by a long way, are readily available. Indeed, more questions will arise – about the roadmap, for example, that you wish to use for Big Data. Or about governance. Or about the way you may have to revamp your organization. About the privacy issues that Big Data raises, such as those involving social analytics. And about the structures that new algorithms and systems will probably bring us.
http://www.ict-books.com/books/inspiration-trends
This document discusses barriers that have prevented small businesses from engaging in sustainable business practices and opportunities for them through IoT technologies. Some key barriers include small businesses being overlooked by environmental groups, regulators, and consultants who focus on large corporations due to scale; and internal inertia within small businesses due to lack of awareness, high perceived costs, and uncertainty around the process. However, IoT solutions can now help small businesses operate more efficiently and sustainably through applications like smart lighting, windows, HVAC, fleet management, and water conservation sensors to reduce costs and enhance competitiveness. Resources are also available to help small businesses assess priorities and fund sustainability initiatives.
Big data 4 4 the art of the possible 4-en-webRick Bouter
This document discusses the potential of big data and how organizations can tap into it. It covers:
- Big data's potential through combining internal and external structured and unstructured data from different sectors like healthcare. This allows for new insights and services.
- Organizations are at different stages of realizing big data's potential. Studies have examined how organizations are developing their capabilities and what factors influence adoption.
- Realizing big data's full potential requires both technological expertise and changes to organizational structures and processes. It also requires integrating new and existing data sources and systems.
- Ten key questions are discussed that organizations should consider to help understand their big data potential and how to develop the necessary strategies, skills and partnerships to
Sogeti big data - no more secrets with big data analyticsRick Bouter
This document provides an introduction to the book "No More Secrets with Big Data Analytics". It discusses five main themes related to Big Data: 1) Acceleration of Big Data projects is important for competitive advantage. 2) Big Data transformation requires organizational change and overcoming resistance. 3) Issues of data ownership could challenge Big Data initiatives if individuals demand control over their personal data. 4) Privacy concerns are raised by increased data collection and analysis. 5) The Snowden revelations exposed widespread government surveillance and use of Big Data. The introduction sets up the context for the book which aims to provide insights on successfully applying Big Data analytics.
In business, we need to make sure we are ahead of the
curve as this data revolution takes shape. With connected
technology putting our customers firmly in the driving
seat, there are clear challenges which will need to be
overcome.
Cloud computing and hipaa navigating and mitigating the inevitable data breachPolsinelli PC
Cloud computing adoption in healthcare has increased due to benefits like mobility, but it also increases cybersecurity risks. A data breach is inevitable, and when one occurs organizations will be judged on the reasonableness of their prevention and mitigation efforts. Covered entities must comply with HIPAA rules to secure data and notify individuals impacted by breaches. Mitigation strategies include due diligence, security compliance programs, and cybersecurity insurance to limit liability from the rising threats to protected health information in the cloud.
Overcoming Alice - Guidelines for Inventors of Computer-Based InventionsPatterson Thuente IP
What is patentable subject matter?
Successful software claiming strategies.
Suggested best practices for drafting applications.
Suggested best practices for drafting claims.
What can be patented?
Satya Pal has over 28 years of experience in the technology industry. He has worked with open source technologies to develop business applications, with a focus on platforms for publishing industries. These include workflow management, content delivery, and analytics tools. Satya has a M.Tech in computer science and M.Sc in physics. He has previously worked for several companies and currently serves as COO of Digiscape Tech Solutions, focusing on their platform business.
Thoughts on Legal Prediction and Legal Metrics - Association of Corporate Cou...Daniel Katz
This document discusses quantitative legal prediction and metrics that matter for law departments. It covers prediction being harder than backward-looking measures but implicit prediction occurring all the time. Two key ideas about prediction are the inverse problem of inducing a plausible model from existing data and validating it, and system dynamics viewing legal systems as complex/predictable versus chaotic. Concrete applications proposed are predicting case outcomes, better pricing with forensics, second generation predictive coding, mapping deal drafting to outcomes, and truly measuring attorney quality and performance.
Why the ‘Old Brain’ Struggles with Big Data - Deloitte CIO - WSJSherry Jones
This article discusses how people's fears about big data may stem from their "old brain" instincts rather than rational thinking. It argues that while big data collection raises valid privacy concerns, the technology also has great potential to improve lives if used appropriately. The article urges focusing on positive applications and ensuring data is only used for beneficial purposes, rather than opposing big data due to hypothetical fears.
1) The security landscape has changed dramatically in recent years as threats grow at alarming rates and existing security solutions become quickly outdated.
2) The article investigates the changes in security and compliance driven by increased regulatory requirements, the need to align security strategies with business needs, a growing focus on information over infrastructure, and new threats like social media and cloud computing.
3) Interviews with security leaders from three organizations reveal how they are addressing these changes through initiatives like deploying Symantec solutions for centralized security and compliance management and adhering to standards like ISO 27001.
4 “I wish I would haves” to avoid – Lease management and lease accountingDeloitte United States
The implications of companies not getting their lease accounting and lease management practices in order before new lease regulations take effect, or simply not getting prepared fast enough, could be serious. Don’t let yourself get caught saying any of these four things six months from now. www.deloitte.com/leasepoint
This document discusses the opportunities and risks associated with big data for legal departments. It provides a cheat sheet on big data that includes mitigating privacy risks by implementing standard security protocols like anonymizing data and obtaining consent. It also notes the risks of uncontrolled data breaches and how algorithms can lead to issues like discrimination if not monitored closely. The document then provides further discussion of the implications of big data for legal departments, including navigating numerous privacy laws and regulations. It emphasizes the importance of understanding what data the organization has, establishing policies and procedures, and proactively addressing privacy and security to leverage big data's advantages while avoiding risks.
The document discusses regulations that financial services firms must comply with and challenges related to managing large volumes of digital information. It describes how IBM's DR550 storage system can help firms address compliance needs by integrating disk and tape storage in one system to cost-effectively store data online for long periods to facilitate audits and discovery requests. The DR550 supports disk, tape and optical storage in a single system to immediately impact compliance processes and business operations.
Big Data: Beyond the Hype - Why Big Data Matters to YouDATAVERSITY
This document discusses big data and its importance. It notes that big data is more prevalent than many realize, with most companies and industries now dealing with large volumes of various types of data. It also explains that effectively managing big data provides competitive advantages, with data-savvy companies experiencing much stronger growth rates. Additionally, the document introduces DataStax Enterprise as a solution for easily and effectively managing big data at scale through its support for Apache Cassandra, analytics capabilities, visualization tools, and enterprise services.
Big data offers significant opportunities for businesses but few have effectively exploited it due to challenges in dealing with the technical and management aspects of big data. An integrated enterprise platform is needed to deploy and use big data effectively alongside existing business processes and information tools. Big data should be introduced incrementally for maximum benefit.
The document discusses how records managers, IT, and legal experts must work together to address challenges around unstructured data growth. It notes that unstructured data such as documents and emails are growing 62% annually and will account for 93% of data by 2022. Effectively governing this data requires the three groups to collaborate on policies and processes. The document outlines how each group approaches data governance differently based on their roles, and argues they must understand each other better to create solutions that reduce risks and promote compliance.
The document discusses the importance of long term digital archival and records management in light of legal cases like the Morgan Stanley case. It highlights how companies are now required to retain emails and electronic documents for several years. Failure to properly retain and produce these records can result in billions in fines and adverse court judgments. The document argues that companies need to take a centralized and coordinated approach to archival, legal holds, searching and records destruction to be compliant and avoid significant legal risks.
Booz Allen Hamilton created the Field Guide to Data Science to help organizations and missions understand how to make use of data as a resource. The Second Edition of the Field Guide, updated with new features and content, delivers our latest insights in a fast-changing field. http://bit.ly/1O78U42
Sogeti big data research privacy technology and the lawYann SESE
Privacy, technology and the law
Big Data for everyone through good design
The same tools that drive organizations towards data driven business and could have a high impact on marketing, process optimizing and maybe even predicting the future of products with predictive analytics, also raise real concerns about new privacy intrusive technological possibilities such as re-identification, ubiquitous monitoring and thorough risk analyses on an individual level.
Organisations and their customers need to find a healthy balance that suits both parties. In this report VINT presents Privacy by Design, Privacy-Enhancing Technologies and legislation as the winning strategy to make Big Data efforts profitable without harming the trust of customers.
http://www.ict-books.com/books/inspiration-trends
The Evolution of Data Privacy - A Symantec Information Security Perspective o...Symantec
The European Union’s proposed General Data Protection Regulation (GDPR) has left even the most informed confused. This new regulation is designed to update the current legislation which was drafted in a time that was in technology terms, prehistoric.
The Data Protection Directive, drafted back in 1995, harks back to a time when data processing was more about filing
cabinets than data rack enclosures. It’s time to evolve.
Big data 4 4 the art of the possible 4-en-webRick Bouter
This document discusses the potential of big data and how organizations can tap into it. It covers:
- Big data's potential through combining internal and external structured and unstructured data from different sectors like healthcare. This allows for new insights and services.
- Organizations are at different stages of realizing big data's potential. Studies have examined how organizations are developing their capabilities and what factors influence adoption.
- Realizing big data's full potential requires both technological expertise and changes to organizational structures and processes. It also requires integrating new and existing data sources and systems.
- Ten key questions are discussed that organizations should consider to help understand their big data potential and how to develop the necessary strategies, skills and partnerships to
Sogeti big data - no more secrets with big data analyticsRick Bouter
This document provides an introduction to the book "No More Secrets with Big Data Analytics". It discusses five main themes related to Big Data: 1) Acceleration of Big Data projects is important for competitive advantage. 2) Big Data transformation requires organizational change and overcoming resistance. 3) Issues of data ownership could challenge Big Data initiatives if individuals demand control over their personal data. 4) Privacy concerns are raised by increased data collection and analysis. 5) The Snowden revelations exposed widespread government surveillance and use of Big Data. The introduction sets up the context for the book which aims to provide insights on successfully applying Big Data analytics.
In business, we need to make sure we are ahead of the
curve as this data revolution takes shape. With connected
technology putting our customers firmly in the driving
seat, there are clear challenges which will need to be
overcome.
Cloud computing and hipaa navigating and mitigating the inevitable data breachPolsinelli PC
Cloud computing adoption in healthcare has increased due to benefits like mobility, but it also increases cybersecurity risks. A data breach is inevitable, and when one occurs organizations will be judged on the reasonableness of their prevention and mitigation efforts. Covered entities must comply with HIPAA rules to secure data and notify individuals impacted by breaches. Mitigation strategies include due diligence, security compliance programs, and cybersecurity insurance to limit liability from the rising threats to protected health information in the cloud.
Overcoming Alice - Guidelines for Inventors of Computer-Based InventionsPatterson Thuente IP
What is patentable subject matter?
Successful software claiming strategies.
Suggested best practices for drafting applications.
Suggested best practices for drafting claims.
What can be patented?
Satya Pal has over 28 years of experience in the technology industry. He has worked with open source technologies to develop business applications, with a focus on platforms for publishing industries. These include workflow management, content delivery, and analytics tools. Satya has a M.Tech in computer science and M.Sc in physics. He has previously worked for several companies and currently serves as COO of Digiscape Tech Solutions, focusing on their platform business.
Thoughts on Legal Prediction and Legal Metrics - Association of Corporate Cou...Daniel Katz
This document discusses quantitative legal prediction and metrics that matter for law departments. It covers prediction being harder than backward-looking measures but implicit prediction occurring all the time. Two key ideas about prediction are the inverse problem of inducing a plausible model from existing data and validating it, and system dynamics viewing legal systems as complex/predictable versus chaotic. Concrete applications proposed are predicting case outcomes, better pricing with forensics, second generation predictive coding, mapping deal drafting to outcomes, and truly measuring attorney quality and performance.
Why the ‘Old Brain’ Struggles with Big Data - Deloitte CIO - WSJSherry Jones
This article discusses how people's fears about big data may stem from their "old brain" instincts rather than rational thinking. It argues that while big data collection raises valid privacy concerns, the technology also has great potential to improve lives if used appropriately. The article urges focusing on positive applications and ensuring data is only used for beneficial purposes, rather than opposing big data due to hypothetical fears.
1) The security landscape has changed dramatically in recent years as threats grow at alarming rates and existing security solutions become quickly outdated.
2) The article investigates the changes in security and compliance driven by increased regulatory requirements, the need to align security strategies with business needs, a growing focus on information over infrastructure, and new threats like social media and cloud computing.
3) Interviews with security leaders from three organizations reveal how they are addressing these changes through initiatives like deploying Symantec solutions for centralized security and compliance management and adhering to standards like ISO 27001.
4 “I wish I would haves” to avoid – Lease management and lease accountingDeloitte United States
The implications of companies not getting their lease accounting and lease management practices in order before new lease regulations take effect, or simply not getting prepared fast enough, could be serious. Don’t let yourself get caught saying any of these four things six months from now. www.deloitte.com/leasepoint
This document discusses the opportunities and risks associated with big data for legal departments. It provides a cheat sheet on big data that includes mitigating privacy risks by implementing standard security protocols like anonymizing data and obtaining consent. It also notes the risks of uncontrolled data breaches and how algorithms can lead to issues like discrimination if not monitored closely. The document then provides further discussion of the implications of big data for legal departments, including navigating numerous privacy laws and regulations. It emphasizes the importance of understanding what data the organization has, establishing policies and procedures, and proactively addressing privacy and security to leverage big data's advantages while avoiding risks.
The document discusses regulations that financial services firms must comply with and challenges related to managing large volumes of digital information. It describes how IBM's DR550 storage system can help firms address compliance needs by integrating disk and tape storage in one system to cost-effectively store data online for long periods to facilitate audits and discovery requests. The DR550 supports disk, tape and optical storage in a single system to immediately impact compliance processes and business operations.
Big Data: Beyond the Hype - Why Big Data Matters to YouDATAVERSITY
This document discusses big data and its importance. It notes that big data is more prevalent than many realize, with most companies and industries now dealing with large volumes of various types of data. It also explains that effectively managing big data provides competitive advantages, with data-savvy companies experiencing much stronger growth rates. Additionally, the document introduces DataStax Enterprise as a solution for easily and effectively managing big data at scale through its support for Apache Cassandra, analytics capabilities, visualization tools, and enterprise services.
Big data offers significant opportunities for businesses but few have effectively exploited it due to challenges in dealing with the technical and management aspects of big data. An integrated enterprise platform is needed to deploy and use big data effectively alongside existing business processes and information tools. Big data should be introduced incrementally for maximum benefit.
The document discusses how records managers, IT, and legal experts must work together to address challenges around unstructured data growth. It notes that unstructured data such as documents and emails are growing 62% annually and will account for 93% of data by 2022. Effectively governing this data requires the three groups to collaborate on policies and processes. The document outlines how each group approaches data governance differently based on their roles, and argues they must understand each other better to create solutions that reduce risks and promote compliance.
The document discusses the importance of long term digital archival and records management in light of legal cases like the Morgan Stanley case. It highlights how companies are now required to retain emails and electronic documents for several years. Failure to properly retain and produce these records can result in billions in fines and adverse court judgments. The document argues that companies need to take a centralized and coordinated approach to archival, legal holds, searching and records destruction to be compliant and avoid significant legal risks.
Booz Allen Hamilton created the Field Guide to Data Science to help organizations and missions understand how to make use of data as a resource. The Second Edition of the Field Guide, updated with new features and content, delivers our latest insights in a fast-changing field. http://bit.ly/1O78U42
Sogeti big data research privacy technology and the lawYann SESE
Privacy, technology and the law
Big Data for everyone through good design
The same tools that drive organizations towards data driven business and could have a high impact on marketing, process optimizing and maybe even predicting the future of products with predictive analytics, also raise real concerns about new privacy intrusive technological possibilities such as re-identification, ubiquitous monitoring and thorough risk analyses on an individual level.
Organisations and their customers need to find a healthy balance that suits both parties. In this report VINT presents Privacy by Design, Privacy-Enhancing Technologies and legislation as the winning strategy to make Big Data efforts profitable without harming the trust of customers.
http://www.ict-books.com/books/inspiration-trends
The Evolution of Data Privacy - A Symantec Information Security Perspective o...Symantec
The European Union’s proposed General Data Protection Regulation (GDPR) has left even the most informed confused. This new regulation is designed to update the current legislation which was drafted in a time that was in technology terms, prehistoric.
The Data Protection Directive, drafted back in 1995, harks back to a time when data processing was more about filing
cabinets than data rack enclosures. It’s time to evolve.
For today’s digital businesses, being prepared to meet new compliance requirements when storing and managing consumer data will not only minimize risk, but also enable more valued and trusted customer experiences that drive increased loyalty, engagement and revenue. To gain better perspective on this important issue, it’s important to understand:
- The trends driving governmental regulatory shifts and the basic tenets of these new laws
- The challenges faced by executives across the enterprise when managing privacy compliance for consumer data
- The emergence of cloud-based solutions that help businesses manage privacy compliance by acting as end-to-end customer data storage and management solutions that are far more scalable and flexible than legacy systems
data-dilemma-navigating-the-legal-and-ethical-maze-of-big-data-2023-5-25-7-18...Data & Analytics Magazin
As we dive deeper into the world of big data, the legal and ethical obstacles we face become increasingly complex. It's like trying to navigate a maze made of legal documents and moral dilemmas...in the dark...while blindfolded. Okay, maybe it's not that bad, but you get the picture. From privacy concerns to potential biases, there's a lot to consider. It's like a choose-your-own-adventure book, except the choices could land you in court. So, buckle up and get ready for the ride, because the data dilemma maze is not for the faint of heart.
This document discusses the rise of big data and the relationship between data and human decision making. It argues that while data is valuable and contributes to decisions, human intelligence remains essential. Data can reveal insights and trends but final decisions will always be made by people, not algorithms. The document also stresses the importance of data literacy, privacy protections, open data policies, and public-private collaboration to ensure data's benefits are realized while addressing challenges.
Big data 1 4 vint-sogeti-on-big-data-1-of-4-creating clarity with big dataRick Bouter
This document discusses the rise of Big Data and its importance for organizations. It notes that digital data is fueling a new industrial revolution. Big Data represents the combination of transactions, interactions, and observations. The growth of digital data from various sources is expanding exponentially. To gain competitive advantages, organizations must implement total data management and analyze all available data, not just samples. This will allow them to better understand customer behavior, detect fraud, and make improved business decisions. The document outlines several Big Data challenges that organizations face and questions for the reader regarding their Big Data profile and management.
The objective of this module is to gain an overview of the ethics surrounding big data and the legislation that governs it.
Upon completion of this module you will:
- Gain knowledge on how to recognize the necessity of regulating big data
- Obtain an understanding of the difference between privacy and data protection
- Understand the need to implement data protection actions into your own business
Sogeti on big data creating clarity - Report 1-4 on Big Data - Sogeti ViNTRick Bouter
Since 2005, when the term “Big Data” was launched, Big Data has become an increasingly topical theme. In terms of technological development and business adoption, the domain of Big Data has made powerful advances; and that is putting it mildly.
In this initial report on Big Data, the first of four, we give answers to questions concerning what exactly Big Data is, where it differs from existing data classification, how the transformative potential of Big Data can be estimated, and what the current situation (2012) is with regard to adoption and planning.
VINT attempts to create clarity in these developments by presenting experiences and visions in perspective: objectively and laced with examples. But not all answers, not by a long way, are readily available. Indeed, more questions will arise – about the roadmap, for example, that you wish to use for Big Data. Or about governance. Or about the way you may have to revamp your organization. About the privacy issues that Big Data raises, such as those involving social analytics. And about the structures that new algorithms and systems will probably bring us.
http://www.ict-books.com/books/inspiration-trends
The objective of this module is to gain an overview of the ethics surrounding big data and the legislation that governs it.
Upon completion of this module you will:
- Gain knowledge on how to recognize the necessity of regulating big data
- Obtain an understanding of the difference between privacy and data protection
- Understand the need to implement data protection actions into your own business
The objective of this module is to gain an overview of the ethics surrounding big data and the legislation that governs it.
Upon completion of this module you will:
- Gain knowledge on how to recognize the necessity of regulating big data
- Obtain an understanding of the difference between privacy and data protection
- Understand the need to implement data protection actions into your own business
RIGHT PRACTICES IN DATA MANAGEMENT AND GOVERNANCEVARUN KESAVAN
This is the era of data revolution. Data is being traded as a commodity and has even been dubbed "the new oil". Almost 2.5 quintillion bytes of data are created daily, and that number is only going up. With this rapid proliferation of data, instances of data misuse are rising. Instant information sharing has both saved and endangered lives. These polar opposite outcomes have sparked debate on data management and governance, with many seeing regulation as a threat to business.
For example, Facebook's recent data breach, if found to violate the EU General Data Protection Regulation (GDPR), could cost them 4% of their global revenue (or $1.63 billion) in fines. This resonated as a warning shot to enterprises across the globe. As concerns grow, it will serve enterprises well to remember how valuable consumer trust is to them. That is precisely why the threat of punitive action could, in fact, be enterprises' biggest ally in this data revolution.
This document provides a summary of key concepts in data privacy and compliance. It begins with an introduction to data privacy and why it is important. It then covers key definitions and principles, including what is considered personal and sensitive personal data. It explains the difference between data controllers and processors. It also outlines the rights of individuals and when personal data can be legally processed. Finally, it provides a 10 step approach to developing an effective data privacy program, including appointing a data protection officer, maintaining a personal data register, notifying individuals and responding to their requests.
This document discusses ethics in data warehousing and data mining. It notes that data mining can discover new patterns and relationships but also raises ethical issues when used to discriminate against groups for things like loans or special offers. The project manager is responsible for ensuring ethical use of data and establishing access controls and qualifications for users. Small data sets can also raise ethical concerns if users learn information they should not. The project manager must decide what public data is integrated and ensure end users, testing practices, and data mining applications comply with ethical standards and legal regulations.
If we don’t balance the human values that we care about with the compelling uses of big data, our society risks abandoning them for the sake of mere innovation or expediency.
Ben Torres/Bloomberg via Getty Images
These days, everyone seems to be talking about “big data.” Engineers, researchers, lawyers, executives and self-trackers all tout the surprising insights they can get from applying math to large data sets. The rhetoric of big data is often overblown, exaggerated and contradictory, but there’s an element of truth to the claim that data science is helping us to know more about our world, our society and ourselves.
Data scientists use big data to deliver personalized ads to Internet users, to make better spell checkers and search engines, to predict weather patterns, perform medical research, learn about customers, set prices and plan traffic flow patterns. Big data can also fight crime, whether through the use of automated license-plate readers or, at least theoretically, through the collection of vast amounts of “metadata” about our communications and associations by the National Security Agency.
The article discusses the importance of data identification as the first step in achieving GDPR compliance. It states that organizations should begin by describing their personal data through definitions, algorithms, and sampling from existing records. They should then conduct a data discovery process to inventory all locations where personal data is stored, including scattered files and databases. Identifying personal data locations will help organizations respond to individual data requests and deletions as required by GDPR. The data identification process sets organizations on the path to implementing the remaining GDPR requirements by the May 2018 deadline.
Running Head PRIVACY AND CYBERSECURITY1PRIVACY AND CYBERSECU.docxtodd581
Running Head: PRIVACY AND CYBERSECURITY 1
PRIVACY AND CYBERSECURITY 3
PRIVACY AND CYBERSECURITY
Name
Institution
PRIVACY AND CYBERSECURITY
For some time now, the discussion regarding the convergence between data privacy and cybersecurity has been raging on (Burn, 2018). There has been new laws being put in place in a bid to regulate the manner in which people’s private data is collected, used, disclosed and disposed (Bhatia et al, 2016). On the hand, cyber-attacks have spirited exponentially as well as numerous cases of data breaches and unauthorized access and use of personal data. There is need for persons and organizations to understand their rights and obligations regarding such critical personal data as health, financial as well as other information that can be identified as critical. This is one area that is now more than ever very critical for business and almost every other sector in our dynamic world. That said, it is only important to delve into this matter, by means of reviewing the new data privacy laws and regulations, and cybersecurity and personal data protection best practices.
In simple sense, with the experienced rise of large amounts of data and machine learning, the issues of privacy and cybersecurity are converging. What was some time ago an abstract concept that was aimed at ensuring that the expectations of our data were protected has now become concrete and critical matter, to match the level of the threats posed by cybercriminals whose would really like to access our data without our authorization. Looking at it more specifically, the biggest threat to our digital selves is that threat of unauthorized access of our personal information. In days gone by, privacy and security were perhaps largely separate functions that seemed to move almost in a parallel manner. Security took the front seat, thanks to the more tangible concerns about it as privacy took a backseat. Nowadays, their lines have met thanks to extensive machine learning techniques that we have in place. Once data is generated, any person who comes into possession of that poses new dangers to not only our privacy but also security.
With all this in mind, it is perhaps too obvious that the world has reacted in a bid to control this problem. In that accord, new data regulations have been put in place to try as much as possible to mitigate the threats posed by data breaches and unauthorized access of personal data. Examples of the recent data protection laws and regulations put in place are the Global Data Protection Regulation (GDPR) that were enforced in May 2018 (Burn, 2018). The regulation brought with it far-reaching alterations in policies regarding privacy and data security in the European Union and ultimately in the whole world. This is because companies handling data of individuals residing within the EU have to align with the regulation on how that data is managed and/or shared. Some of the far reaching provisions that companies mus.
Running Head PRIVACY AND CYBERSECURITY1PRIVACY AND CYBERSECU.docxglendar3
Running Head: PRIVACY AND CYBERSECURITY 1
PRIVACY AND CYBERSECURITY 3
PRIVACY AND CYBERSECURITY
Name
Institution
PRIVACY AND CYBERSECURITY
For some time now, the discussion regarding the convergence between data privacy and cybersecurity has been raging on (Burn, 2018). There has been new laws being put in place in a bid to regulate the manner in which people’s private data is collected, used, disclosed and disposed (Bhatia et al, 2016). On the hand, cyber-attacks have spirited exponentially as well as numerous cases of data breaches and unauthorized access and use of personal data. There is need for persons and organizations to understand their rights and obligations regarding such critical personal data as health, financial as well as other information that can be identified as critical. This is one area that is now more than ever very critical for business and almost every other sector in our dynamic world. That said, it is only important to delve into this matter, by means of reviewing the new data privacy laws and regulations, and cybersecurity and personal data protection best practices.
In simple sense, with the experienced rise of large amounts of data and machine learning, the issues of privacy and cybersecurity are converging. What was some time ago an abstract concept that was aimed at ensuring that the expectations of our data were protected has now become concrete and critical matter, to match the level of the threats posed by cybercriminals whose would really like to access our data without our authorization. Looking at it more specifically, the biggest threat to our digital selves is that threat of unauthorized access of our personal information. In days gone by, privacy and security were perhaps largely separate functions that seemed to move almost in a parallel manner. Security took the front seat, thanks to the more tangible concerns about it as privacy took a backseat. Nowadays, their lines have met thanks to extensive machine learning techniques that we have in place. Once data is generated, any person who comes into possession of that poses new dangers to not only our privacy but also security.
With all this in mind, it is perhaps too obvious that the world has reacted in a bid to control this problem. In that accord, new data regulations have been put in place to try as much as possible to mitigate the threats posed by data breaches and unauthorized access of personal data. Examples of the recent data protection laws and regulations put in place are the Global Data Protection Regulation (GDPR) that were enforced in May 2018 (Burn, 2018). The regulation brought with it far-reaching alterations in policies regarding privacy and data security in the European Union and ultimately in the whole world. This is because companies handling data of individuals residing within the EU have to align with the regulation on how that data is managed and/or shared. Some of the far reaching provisions that companies mus.
The objective of this module is to gain an overview of the ethics surrounding big data and the legislation that governs it.
Upon completion of this module you will:
- Gain knowledge on how to recognize the necessity of regulating big data
- Obtain an understanding of the difference between privacy and data protection
- Understand the need to implement data protection actions into your own business
Similar to Ey Lets Talk Sustainability (August 2016) (20)
This document provides an introductory guide for directors on climate risk governance. It begins with an overview of key climate change concepts, including the physical and economic risks posed by climate change and how it impacts most industries. It then discusses how directors can start their board's climate change journey by understanding their duties, assessing risks and opportunities, and examining governance structures and stakeholder expectations. The guide provides questions for boards to consider around climate governance, strategy, and risk oversight. It also reviews litigation risks and regulatory expectations for companies to address climate change.
Australian Bushfire
and Climate Plan
Final report of the National Bushfire and Climate Summit 2020
The severity and scale of Australian bushfires
is escalating
Australia’s Black Summer fires over 2019 and 2020
were unprecedented in scale and levels of destruction.
Fuelled by climate change, the hottest and driest year
ever recorded resulted in fires that burned through land
two-and-a-half times the size of Tasmania (more than 17
million hectares), killed more than a billion animals, and
affected nearly 80 percent of Australians. This included
the tragic loss of over 450 lives from the fires and
smoke, more than 3,000 homes were destroyed, and
thousands of other buildings.
While unprecedented, this tragedy was not
unforeseen, nor unexpected. For decades climate
scientists have warned of an increase in climaterelated disasters, including longer and more
dangerous bushfire seasons, which have become
directly observable over the last 20 years. Extremely
hot, dry conditions, underpinned by years of reduced
rainfall and a severe drought, set the scene for the
Black Summer crisis.
Recommendations - The 3 Rs - Response,
Readiness and Recovery
There is no doubt that bushfires in Australia have
become more frequent, ferocious and unpredictable
with major losses in 2001/02 in NSW, 2003 in the
ACT, 2013 in Tasmania and NSW, 2018 in Queensland,
2009 Black Saturday Fires in Victoria and 2019/20 in
Queensland, NSW, Victoria and South Australia. We are
now in a new era of supercharged bushfire risk, forcing
a fundamental rethink of how we prevent, prepare for,
respond to, and recover from bushfires.
This Australian Bushfire and Climate Plan report
provides a broad plan and practical ideas for
governments, fire and land management agencies
and communities to help us mitigate and adapt to
worsening fire conditions. The 165 recommendations
include many measures that can be implemented right
now, to ensure communities are better protected.
How to work with petroleum hydrocarbon suppliers to reduce and eliminate cont...Turlough Guerin GAICD FGIA
Petroleum hydrocarbon suppliers affect a mine's goals for environmental performance because of the extensive reach of petroleum hydrocarbon products into the mining and minerals product life cycle, their impact on operational efficiencies, cost, and mine viability, and their potential for leaving negative environmental as well as safety legacies. The supplied petroleum hydrocarbon life cycle is a framework that enables structured engagement between supplier and customer on a range of environmental performance issues because it is an example of input into the mining industry that affects the entire mining and minerals processing an value chain. Engagement with suppliers in a proactive manner can be a risk management strategy. Questions for businesses to ask in relation to suppliers and their role in minimizing business risks and creating new value are offered (https://onlinelibrary.wiley.com/doi/full/10.1002/rem.21669).
This document provides information about an online course offered in October 2020 led by Karim Lakhani and Vish Krishnan. The course was offered on edX under the course code HarvardX+LBTechX1+1T2020 and provided a reference link for more details.
Governments would get bigger bang for taxpayer
buck by instead spending more on upgrading existing infrastructure,
and on social infrastructure such as aged care and mental health care.
The document discusses how telecommunications can reduce organizations' carbon footprints. It notes that while the ICT sector contributes 2-3% of global emissions, telecommunications offers significant potential to reduce emissions across the economy through enabling virtual alternatives. The author provides three examples of how Telstra's products and services leverage emissions reductions: 1) Trimble GeoManager improves field workforce efficiency by 5.6% in travel and 13.3% in productivity; 2) broadband enables flexible working that can reduce emissions 1.6 tonnes per teleworker; 3) high-definition videoconferencing replaces business air travel. Overall, telecommunications is presented as a key enabler of a low-carbon future through smart applications on broadband networks
Choosing net zero is
an economic necessity
Australia pays a high price of a global failure
to deliver new growth in recovery. Compared
to this dismal future, Deloitte Access Economics
estimates a new growth recovery could
grow Australia’s economy by $680 billion
(present value terms) and increase GDP
by 2.6% in 2070 – adding over 250,000 jobs
to the Australian economy by 2070.
This document outlines a roadmap for reducing Australia's food waste by half by 2030. It proposes establishing a governance entity to lead ongoing delivery of the national food waste strategy and sector action plans. Key initial actions include conducting a feasibility study to fill data gaps and understand delivery trajectories, and developing an investment strategy to ensure long-term funding. A voluntary commitment program is proposed as a vehicle for industries to set waste reduction targets, take actions, and report progress. The roadmap sets out a timeline of activities from 2019-2030, with interim targets and reviews to assess progress toward the overall goal.
The world of venture capital has seen huge changes over the past decade. Ten years ago there were fewer than
20 known unicorns in the US5
; there are now over 2006
. Annual investment of global venture capital has increased
more than fivefold over the same period, rising to $264 billion by 2019. This investment has been dominated by the
tech sector harnessing digital frontiers to disrupt traditional industries – including cloud computing, mobile apps,
marketplaces, data platforms, machine learning and deep tech.7
It is an ecosystem that acts as the birthplace for
innovation and brands that can shape the future of consumerism, sectors and markets.
As COVID-19 has taken hold of the
world, the question of whether venture
capital, and early stage investing more
broadly, is backing and scaling the
innovations our world really needs has
never been more pertinent. Life science
and biotech investing is an asset class
perhaps most resilient and relevant to
the short-term impact of COVID-19,
but there is another impact-critical
investment area that is emerging as
an increasingly important investment
frontier: climate tech.
This research represents a first-ofits-kind analysis of the state of global
climate tech investing. We define what
it is and show how this new frontier
of venture investing is becoming a
standout investing opportunity for the
2020s. Representing 6% of global
annual venture capital funding in 2019,
our analysis finds this segment has
grown over 3750% in absolute terms
since 2013. This is on the order of 3
times the growth rate of VC investment
into AI, during a time period renowned
for its uptick in AI investment.8
Looking forward can climate tech in the
2020s follow a similar journey to the
artificial intelligence (AI) investing boom
in the 2010s? The substantial rates of
growth seen in climate tech in the late
2010s, and the overarching need for
new transformational solutions across
multiple sectors of the economy,
suggests yes. The stage appears set
for an explosion of climate tech into the
mainstream investment and corporate
landscape in the decade ahead.
The document outlines Australia's Technology Investment Roadmap which aims to make Australia a global leader in low emissions technologies. It identifies big technology challenges around clean energy, carbon capture and storage, low carbon materials, and soil carbon measurement. The Roadmap's goals are to accelerate development of new technologies, support jobs and exports, and lower emissions. It proposes priority technologies like clean hydrogen under $2/kg and energy storage under $100/MWh. The Roadmap establishes a framework for government and private investment of over $18 billion and $50-100 billion respectively to develop priority technologies and support over 130,000 jobs by 2030.
Nine shifts will radically change the way construction projects are delivered—and similar
industries have already undergone many of the shifts. A combination of sustainability
requirements, cost pressure, skills scarcity, new materials, industrial approaches, digitalization,
and a new breed of player looks set to transform the value chain. The shifts ahead include
productization and specialization, increased value-chain control, and greater customercentricity
and branding. Consolidation and internationalization will create the scale needed to
allow higher levels of investment in digitalization, R&D and equipment, and sustainability as well
as human capital.
The document outlines UDIA National's plan to help the Australian housing and construction industry bounce back from COVID-19 through targeted policy initiatives. It discusses how the industry has been impacted by COVID-19, with inquiries, sales, and construction falling significantly. It argues that without intervention, further job losses are likely as the industry employs over 750,000 people directly and indirectly. The plan calls for immediate federal stimulus to kickstart the housing market and flow through to economic recovery. It acknowledges actions already taken but argues more is needed to move from economic stabilization to recovery.
Sustainable Finance Industry Guide
This industry guide provides information about sustainable finance in the built environment in Australia. It is designed to support investor understanding of Australia’s world-class rating tools and standards, and how these can be applied to direct more capital towards sustainable finance for our built environment. Included are insights that reflect lessons learnt when using a rating scheme to establish an investment framework, conduct
due diligence or report on an issuance.
Precincts to Support the Delivery of Zero Energy
This report frames the physical and organisational context for precinct action and identifies potential programs and government solutions that may be applied to better streamline the realisation of precinct-scale action to progress towards zero energy (and carbon) ready residential buildings within both new and existing precincts.
The report was developed based on a literature review and engagement with more than 80 stakeholders from industry, academia and government with the aim of identifying appropriate government action in the form of proposed solutions that may be applicable across Commonwealth, state and territory and/ or local governments.
The report has given focus to opportunities for precincts that are not already considered in the Trajectory to ensure that a wider system response is taken to considering the zero energy (and carbon) ready outcomes being sought.
When seeking funding, environmental and sustainability professionals must clarify how their role and the proposed project fit within the business' strategy.
This article provides a checklist for those seeking funding for sustainability and environmental projects.
The suggested questions will assist non-executive directors in evaluating sustainability-focused proposals.
Turlough F Guerin received a certificate of achievement from HarvardX for successfully completing the course "LBTechX1: Technology Entrepreneurship: Lab to Market". The certificate was issued on July 19, 2020 and verifies that Turlough F Guerin demonstrated a passing understanding of the material presented in the online course offered through an initiative between Harvard University and edX.
This document provides an overview of the key findings from a report developed by the Science Based Targets initiative (SBTi) regarding the conceptual foundations for setting science-based net-zero targets in the corporate sector. Some of the main points discussed include:
- Net-zero emissions must be achieved by 2050 to limit global warming to 1.5°C according to the IPCC. Corporate net-zero targets vary in their approaches and definitions.
- Science-based net-zero targets for companies require deep reductions in value chain emissions consistent with 1.5°C pathways, as well as offsetting any remaining emissions through carbon removal by 2050.
- Compensation and carbon removal can play a
5 Tips for Creating Standard Financial ReportsEasyReports
Well-crafted financial reports serve as vital tools for decision-making and transparency within an organization. By following the undermentioned tips, you can create standardized financial reports that effectively communicate your company's financial health and performance to stakeholders.
STREETONOMICS: Exploring the Uncharted Territories of Informal Markets throug...sameer shah
Delve into the world of STREETONOMICS, where a team of 7 enthusiasts embarks on a journey to understand unorganized markets. By engaging with a coffee street vendor and crafting questionnaires, this project uncovers valuable insights into consumer behavior and market dynamics in informal settings."
New Visa Rules for Tourists and Students in Thailand | Amit Kakkar Easy VisaAmit Kakkar
Discover essential details about Thailand's recent visa policy changes, tailored for tourists and students. Amit Kakkar Easy Visa provides a comprehensive overview of new requirements, application processes, and tips to ensure a smooth transition for all travelers.
University of North Carolina at Charlotte degree offer diploma Transcripttscdzuip
办理美国UNCC毕业证书制作北卡大学夏洛特分校假文凭定制Q微168899991做UNCC留信网教留服认证海牙认证改UNCC成绩单GPA做UNCC假学位证假文凭高仿毕业证GRE代考如何申请北卡罗莱纳大学夏洛特分校University of North Carolina at Charlotte degree offer diploma Transcript
[4:55 p.m.] Bryan Oates
OJPs are becoming a critical resource for policy-makers and researchers who study the labour market. LMIC continues to work with Vicinity Jobs’ data on OJPs, which can be explored in our Canadian Job Trends Dashboard. Valuable insights have been gained through our analysis of OJP data, including LMIC research lead
Suzanne Spiteri’s recent report on improving the quality and accessibility of job postings to reduce employment barriers for neurodivergent people.
Decoding job postings: Improving accessibility for neurodivergent job seekers
Improving the quality and accessibility of job postings is one way to reduce employment barriers for neurodivergent people.
In a tight labour market, job-seekers gain bargaining power and leverage it into greater job quality—at least, that’s the conventional wisdom.
Michael, LMIC Economist, presented findings that reveal a weakened relationship between labour market tightness and job quality indicators following the pandemic. Labour market tightness coincided with growth in real wages for only a portion of workers: those in low-wage jobs requiring little education. Several factors—including labour market composition, worker and employer behaviour, and labour market practices—have contributed to the absence of worker benefits. These will be investigated further in future work.
Vicinity Jobs’ data includes more than three million 2023 OJPs and thousands of skills. Most skills appear in less than 0.02% of job postings, so most postings rely on a small subset of commonly used terms, like teamwork.
Laura Adkins-Hackett, Economist, LMIC, and Sukriti Trehan, Data Scientist, LMIC, presented their research exploring trends in the skills listed in OJPs to develop a deeper understanding of in-demand skills. This research project uses pointwise mutual information and other methods to extract more information about common skills from the relationships between skills, occupations and regions.
OJP data from firms like Vicinity Jobs have emerged as a complement to traditional sources of labour demand data, such as the Job Vacancy and Wages Survey (JVWS). Ibrahim Abuallail, PhD Candidate, University of Ottawa, presented research relating to bias in OJPs and a proposed approach to effectively adjust OJP data to complement existing official data (such as from the JVWS) and improve the measurement of labour demand.
Optimizing Net Interest Margin (NIM) in the Financial Sector (With Examples).pdfshruti1menon2
NIM is calculated as the difference between interest income earned and interest expenses paid, divided by interest-earning assets.
Importance: NIM serves as a critical measure of a financial institution's profitability and operational efficiency. It reflects how effectively the institution is utilizing its interest-earning assets to generate income while managing interest costs.
Falcon stands out as a top-tier P2P Invoice Discounting platform in India, bridging esteemed blue-chip companies and eager investors. Our goal is to transform the investment landscape in India by establishing a comprehensive destination for borrowers and investors with diverse profiles and needs, all while minimizing risk. What sets Falcon apart is the elimination of intermediaries such as commercial banks and depository institutions, allowing investors to enjoy higher yields.
How Non-Banking Financial Companies Empower Startups With Venture Debt Financing
Ey Lets Talk Sustainability (August 2016)
1. Let’s talk:
sustainability
Bringing together the latest in EY
sustainability insights and points of view
August 2016 | Issue 7
The rise of big data and implications on privacy
Asking ‘should we?’ not ‘can we?’
Can we create an impact?
Explaining the investment growth of
green and social bonds
The Sustainable Development Goals
What role can companies play?
Adapting to an uncertain climate
A four step action plan for business
2. Let’s talk: sustainability Issue 71
Big Data analytics are
being used to map genetics,
improve social security
services and make better
human resourcing decisions,
but the phenomenal value
of personal data makes it
tempting to disregard the
right to privacy of data
subjects, not least in the
work place. We believe
that it is only a matter of
time until a greater public
understanding of the reach
of Big Data analytics causes a
sizeable social backlash with
potentially serious financial
consequences. To prevent this,
it is urgent for Business and
Government to tackle the
absence of proper legal and
ethical frameworks on the
use of private data, starting
with privacy management
plans in the work place.
The word “privacy” seems to be
everywhere these days. Most
companies or institutions have
a Privacy Policy, which few of
us ever read and most of us
agree to the click of a mouse.
Yet how many of us remember
that privacy is one of our most
fundamental human rights?
How many of us realise that we
are willingly divesting ourselves
of that right, often several times
a day?
Despite recent updates, the law is likely
underequipped to address the potential
threat posed by digital capabilities as the
pace of development and new innovations
increase. As a result, our employers, the
businesses or government agencies that
serve us, and other parties, increasingly
resort to algorithms that use our data to
map and analyse our likes, dislikes and
probable future actions. This information
is then used as a basis for decisions such
as future training opportunities, hiring
decisions or loan approvals.
What are the implications
for employees?
The work place is a particular area
of concern because according to the
“employee records exemption” in Section
7B of the Privacy Act, businesses are not
bound by the usual privacy protections
when it comes to employee data gathered
in the context of an employment
relationship. In other words, your
employer is able to draw datasets that
when subject to analysis provide insights
on, say, your emotional state or intention
to start a family. The danger here is that
the digital behaviour on which these
conclusions could be founded is from
monitoring and surveillance that many
employees are not aware of.
Employers could of course counter that
an employee has agreed to this through
their employment contract, including the
policies in place within the organisation.
But here is the crux of the issue: are
you fully aware of what it is you have
actually agreed to? And, even if you did
understand this in detail, do you feel that
you had any choice in accepting the terms
set out in the contract? Assuming that
the answer to either of these questions
is “no”, then how can this be construed as
informed consent?
The possibilities presented by recent
data analytics advances are not lost on
the majority of users, yet there remains
a blind trust in the benevolence of
technology for those with nothing to hide.
Take, for instance, the recent introduction
of some of the strictest data retention laws
in the world by the Australian government.
Or reports that health insurers will provide
discounts for those policy holders who
agree to share their health tracker data
with their insurer. The general consensus
seems to be that if you have nothing
to hide then sharing your data is not
a problem.
“If data is the new oil,
then analytics is the
new refinery”
Jim Heppelman (CEO of PTC)
The right to privacy is enshrined in
Article 12 of the Universal Declaration
on Human Rights, the basis for all
modern international human rights,
and it is reflected in Australian law
through Federal and state legislation.
The Privacy Act 1988 regulates the
handling of personal information
about individuals, and was updated
in 2014 to include 13 ‘Australian
Privacy Principles’.
The rise of big data and implications on privacy
Asking ‘should we?’ not ‘can we?’
3. ey.com/au/sustainability 2
Growing awareness and, above all,
understanding of the power of data
analytics may cause a conscious
modification of people’s digital behaviour,
or self-censorship, which ultimately
equates to a restriction on the right to
free expression. From there it is a slippery
slope to the dystopian futures that seem
the idyll of science fiction.
Nevertheless, the immense business value
of data means that the urge to monetise
or use data collected will by far outweigh
the risks of infringing on privacy — at
least initially. To date, the existing laws
are unevenly implemented. With only
one instance of a company being fined
in 2013, there has been no significant
litigation in Australia so far. On the other
hand, a Belgian court recently threatened
to fine a social media platform 250,000
Euros per day for tracking non-user
visitors to its website, and last year, the
European Court of Justice struck down
the European Data Retention Directive,
causing the European Union to revisit its
entire data and privacy policy.
What can companies do?
Given all this, it would seem the time is
right for companies to lead on defining
what better practices on data use are.
Rather than joining the gold rush to reap
potentially massive rewards, but risk a
social backlash that would compromise
the beneficial use of big data, companies
would do well to take the lead in fostering
trust among data providers. There is
clear evidence to show that individuals
are willing to give up a measure of
privacy in return for transparency in
how it is used and trust that it is safe.
By undertaking to self-regulate and lay
down a definition for the ethical use of
data, coupled with providing clear and
intelligible information about such policies,
companies can safeguard the rewards of
data analytics without risking the loss of
their social license to operate. Surely this
is something that every employer can see
the sense in.
Freedom
of use
Policies,
assumptions
and
expectations
Ethical
conduct
Monitoring
Compliance
Accountability
Right to be
informed
Privacy
Censorship
Trust
Ownership
of
information
Much of what technology
enables you to do is not
regulated by law, but
ehtical considerations
demand that you pose the
question “just because you
can, should you?”
Data
capability:
what you
can do
Ethics:
what you
should do
The Law:
what you
may do
4. Let’s talk: sustainability Issue 73
Impact investments have
emerged from relative obscurity
just a few years ago to become
a rapidly growing financial
opportunity today. As we move
closer towards our planetary
boundaries, environmental
and social issues will become
increasingly prominent,
requiring more urgent action
from governments, investors,
and corporates.
The increased awareness of
environmental, social, and governance
(ESG) issues is driving global demand for
innovative solutions to these challenges.
Impact investment, in the form of green or
social bonds, are being increasingly used
as solutions.
What is impact investment?
Greens Bonds and Social Pay for outcome
instruments, commonly referred to as
green or social bonds, associate the
proceeds of a bond issue to environmental
or social activities, creating ring-fenced
debt finance for green and/or social
investments.
Impact bonds can take a number of forms
— self issued, corporate, project, and more
exotic hybrids — but their common theme
remains the focussed use of funds raised
by the bond against a defined set of green
or social outcomes. For example, in 2014
a property company issued Australia’s
first green bond, proceeds of which
were invested in green-rated sustainable
buldings and energy, water and waste
reduction projects.1
How are they issued?
Some impact instruments, particularly in
the social space, are being issued under
a new innovative form of payment, known
as Payment by Outcomes. This method of
financing involves an issuer entering in to
a contract with private investors or donors
that supply the project’s up-front costs,
the private investors then hold a separate
contract with the government that pays
out only on the successful delivery of
social or environmental outcomes.
What is the appeal of
impact investment?
In addition to generating positive
outcomes for society and the environment,
impact investments has attracted
significant demand from private investors
through higher risk/return characteristics,
and clear repayment thresholds.
There is also growing acceptance that
the outcomes that many green or social
impact investments deliver may be valued
higher in the future. For example, the
potential upside associated with carbon
abatement technologies should the policy
environment shift globally, may make
investing in green bonds attractive for
longer term investors.
Of course, as with any investment,
such investments carry a degree of risk.
Since investor return is intrinsically linked
to the program’s success, investors must
place their trust in the effectiveness of
the service provider for whom there is
currently no track record. The present
scope of social finance opportunities
is also limited by the metrics on which
performance is based. The ability to
demonstrate an outcome has been
achieved is a crucial factor in outcomes
based payments.
Can we create an impact?
Explaining the investment growth of green and social bonds
Private Investors
Service Provider
Target Population
Social Benefit
Bond User
Private money
Public money
Government
Figure 1 — Impact investment financing process
1. https://www.climatebonds.net/2014/10/stockland-issues-australia%E2%80%99s-first-green-bond-eur300m-us4029m-7yr-rated-15-coupon-proceeds}
5. ey.com/au/sustainability 4
Going forward, a key challenge will be the
integrity of impact investments, both at
issue and over their tenure. Recognising
this need for integrity, the green bond
market has seen the development of the
Green Bond Principles (GBP) and the
Climate Bond Initiative (CBI), which have
established assurance requirements to be
met by green bonds. The social and wider
impact investing market is yet to develop
a similar set of requirements that can be
applied universally, due to the complexity
and range of social and environmental
outcomes.
What is the current state of
the market?
More than US$35 billion in green bonds
were issued worldwide in 2014, a growth
rate of approximately 300% from 2013.
To-date the market has been dominated
by international and supernational
entities such as the World Bank, however
there has been a recent explosion of
involvement from corporate entities,
including large issuances by GDF Suez,
Berkshire Hathaway and ANZ.
The social investment market is in an
earlier stage of development, however
while it is currently significantly smaller
in size, the market is also experiencing
rapid growth. The key difference from the
green bond market is that all issuances
for social investment so far have involved
a government party as a key financial
stakeholder.
What does the future hold?
While the impact investment market as a
whole is still in its infancy, there is great
potential for growth. In the environmental
space, governments and corporates spend
large amounts of money on environmental
aid as well as social aid, meaning the
green bond market could expand into
Payment for Outcome structures which
would provide an additional revenue
stream to green bond structures. In turn
this could open up the possibility of green
bonds being issued on more favourable
terms than similar debt products, which
would immediately attract huge demand.
Recent Green Bonds by ANZ and Westpac,
assured by EY, totalled AUS$1.1bn in
issuances. These landmark green bonds
utilised the Climate Bonds Standard and
incorporated pre- and post-issuance
assurance. This assurance is fundamental
to the integrity of the markets as it
provides greater confidence that the
assets in the bonds meet the standard’s
criteria, and that the funds are flowing to
the right projects.
In the social investment space, one area
of anticipated growth is in International
Aid and Development Assistance, where
$140Bn of aid is invested globally every
year. In an era where donors are looking
for innovation in aid, they are increasingly
looking to business as a partner in
development to help achieve outcomes
like jobs for the poor. If Payment for
Outcome structures were to expand
beyond government financed projects to
address social problems where corporates
or philanthropists currently spend money,
then we may see the same kind of growth
from corporate issuances that the green
bond market witnessed 2013 — 2015.
Newpin Social Benefit Bond
The Newpin program was
Australia’s first social impact
bond, a collaboration between
the NSW Government, Social
Ventures Australia and
UnitingCare Burnside. The
bond, created in 2013, is
a $7 million pilot program
aimed at restoring children
to their families from out-of-
home though creating safe
environments.
Under the Newpin bond,
government provides payments
based on the proportion of
children participating in the
program that are restored to
their families. In the first year
of the bond the Newpin
program had a 60 percent
restoration rate, which under
the bond’s terms delivers a
7.5 percent return, well above
the average of 2.9 percent
for medium-term returns.
Going forward, a 65 percent
restoration rate will deliver
a 12 percent return, and a
70 percent rate will see a
15 percent return.
0 5 10 15 20 25 30 35 40
2007
2008
2009
2010
2011
2012
2013
2014
Other
Financials
Corporate non-financial
Municipalities/ cities
Supranationals
Want to know more?
Click here to download EY’s paper
Impact bonds: What’s behind the
exploding growth in green and social
bonds markets.
Figure 2 — Volume of green bonds
issued ($USbn)
6. Let’s talk: sustainability Issue 75
The Sustainable Development Goals
What role can companies play?
In September 2015, world
leaders from over 190 countries
committed to the Sustainable
Development Goals (SDGs): to
eradicate extreme poverty, fight
inequality, and take action on
climate change by 2030.
The 17 SDGs, which came into effect
on 1 January, are the result of an
inclusive consultation process with
governments, a broad range of NGOs,
business representatives, and ordinary
citizens. Never before have world leaders
agreed on such a far-reaching agenda to
transform our global society.
This is not “just another framework”. The
goals can be described as the world’s most
comprehensive materiality assessment.
They identify the most pressing economic,
social and environmental issues of our
time and lay out a road map for how to
address them.
Unlike their predecessor, the Millennium
Development Goals (MDGs), the SDGs
apply to every single country, not just the
developing world. They are designed to
be implemented by everyone, including
governments, businesses, individuals,
NGOs, and not-for-profits.
There is a threat that the SDGs will be
seen as an issue for developing countries,
where social aspects may need more
dramatic intervention, but developed
countries like Australia have a very
real opportunity to show leadership by
improving sustainability at home. While the
SDGs are interconnected and should be
considered as a package, some will require
more effort than others to be achieved in
Australia. Having a global mindset is very
important in the way we think of the SDGs,
recognising the synergies and trade-offs
between each goal.
In Australia, we suggest that some of the
more accessible goals, where significant
impacts could be achieved, includes
gender equality (goal five), reduced
inequalities (goal 10) to improve fairness,
prosperity and sustainability. Indeed,
we’re seeing corporate Australia strive to
adopt progressive policies and positioning
on aspects like goal five, implementing
targets aimed at gender equality and
representation across levels, with a focus
on the importance of those charged
with Governance.
Of course, that isn’t to say that Australia
can’t also promote global sustainable
development by encouraging actions
such as responsible consumption and
production (goal 12), and reducing
greenhouse gas emissions (goal 13), or
influence the other goals. What will likely
be necessary for significant success,
however, is corroborative action through
engagement between companies and
governments.
The Business Case for the SDGs
In an interdependent, global marketplace
where the private and public sectors
are increasingly interlinked, the SDGs
present an opportunity for Australian
businesses to play a role in global
sustainable development. In fact, without
their engagement it is hard to see how the
SDGs can be successful.
Figure 3 — The Sustainable Development Goals came into effect
on 1 January 2016
The Paris Agreement at COP 21 in
December 2015 signified a historic
commitment to reduce global warming
to well below 2 degrees Celsius. Both
are important milestones in their own
right, but they also mark a transition
to a much greater focus on the role of
business in achieving more sustainable
and responsible growth — through
their own practices and their enhanced
engagement in monitoring and holding
to account government performance.
7. ey.com/au/sustainability 6
Although they are non-binding, they will
likely be highly influential in shaping policy
and finance flows from a range of sources.
A responsible business is one that seeks
to implement sustainability strategies that
advance inclusive economic growth, social
equity and progress, and environmental
protection to deliver long-term value.
The economic imperative for business
to pursue a purpose that goes wider
than shareholder value has been well
documented — given a similar price and
quality product, 84 percent of consumers
would actually switch their normal brand
for one associated with a good cause1
.
In fact ‘meaningful brands’ connected
to human well-being outperformed the
stock market by 120 percent in 20132
.
Eighty-nine percent of EY’s clients believe
a purpose driven company will deliver the
Figure 4 — Practicalities of the SDGs
highest quality products and services3
.
Having a purpose that extends past
shareholder value and into stakeholder
value — such as addressing the SDGs for
the resilience and prosperity of society
and environment — may well generate long
term returns that outperform the market.
Businesses that wish to show leadership
can integrate the SDGs into strategies,
investments, and business models,
providing them with a competitive
advantage in a changing landscape.
Australian regulation, including the
Australian Stock Exchange (ASX) and
Australian Investment and Securities
Commission (ASIC), increasingly require
companies to report on not only economic
but also environmental and social
sustainability risks.
In addition, investors are progressively
adopting more structured, measurement-
oriented approaches to non-financial/
ESG information. The SDGs represent an
opportunity for businesses to demonstrate
their role and contribution in the global
sustainability agenda while in parallel
articulating a broader purpose.
Map the SDGs and targets
to areas of strategic
relevance for the business
Identify collaboration partners
to support delivery of goals
Develop framework to build
business case to support
prioritisation
Collaborate
Prioritise
Assess
Identify outcomes, develop
KPIs, measure progress
Measure
Understand
the goals and
implications for
key stakeholders
and markets
Understand
What do the global goals
mean for me?
Regardless of your industry sector,
the SDGs are relevant for you. With
collective responsibility, the premise is
to consider your own business risks and
opportunities in the context of the global
sustainability agenda.
There is a significant business
opportunity to align your strategic
priorities with global priorities in order
to deliver long term economic, social,
environmental and ethical value.
As the SDGs represent the future of
the sustainable development agenda,
alignment and advancement are the key
prospects of recognising early-adopter
advantages. If we do not collectively
address the challenges outlined in the
SDGs, there may not be any business to
conduct. With high levels of buy in from
a range of international organisations,
the SDGs represent the new benchmark
for companies. Considering the global
sustainable development agenda will
provide insights into future business
innovation opportunities to mitigate risks.
The SDGs paint a picture of an ideal
world — a world with no poverty,
education for all, economic growth,
resilience, protected ecosystems and
collaboration. Achievement of the SDGs
by 2030 will not be easy, but awareness
of our challenges is the first step towards
managing them. Momentum is gaining,
the decision is whether to affect change,
or be effected by it.
1. http://www.conecomm.com/2015-global-csr-study-press-release
2. http://www.meaningful-brands.com/
3. http://www.ey.com/GL/en/Services/Advisory/EY-purpose-led-transformation-benefits-and-examples
8. Let’s talk: sustainability Issue 77
In late 2015, there were
a number of significant
announcements regarding
climate change — including
commitments from the Paris
Conference of Parties (COP21),
the release of the Australian
Government’s National Climate
Resilience and Adaptation
Strategy, and reports from
the Bureau of Meteorology
(BOM) and the Commonwealth
Scientific and Industrial Research
Organisation (CSIRO) on climate
risk and resiliance.
They all pointed to one thing — our climate
is changing and urgent steps are required
to manage and mitigate the impacts.
Even as we look to reduce current and
future greenhouse gas emissions, without
deep reductions we are already locked
into inevitable climate system impacts.
The issue is how to manage and mitigate
the impacts of climate change when even
under a globally binding consensus for
action, we will need to plan for a future
of climate uncertainanty.
This all leads to inevitable uncertainty
and challenges for Australian business
in determining a response.
Our changing climate
2015 was Australia’s fifth-warmest year
on record, according to the BOM’s 2015
Annual Climate Statement1
, with the
annual national mean temperature
0.83 °C above average.
Climate projections released by Australia’s
CSIRO in 2015 indicated that Australia has
been warming and will warm substantially
during the 21st century.
The CSRIO report presents that:
•• Average temperatures will continue to
increase and Australia will experience
more heat extremes
•• Extreme rainfall events are likely
to become more intense
•• Southern and eastern Australia
are projected to experience more
extreme fire-related weather
•• Drought periods are projected to
increase over southern Australia
•• Sea levels will continue to rise
throughout the 21st century
with increased frequency of
storm surge events
•• Oceans around Australia will warm
and become more acidic
The impacts of our
changing climate
The changes to our climate will inevitably
impact all Australian’s — businesses,
government and households — through the
potential for damage to assets; disruption
to power, water, telecommunications
and transport; disruption to supply
chain and operations; reduced reliability
and increased cost of primary goods;
increased cost of water and electricity;
safety risks; and increased insurance
costs and changes in policy coverage.
According to the Global Climate Risk Index
20152
, Australia already has the third
highest cost of losses per GDP (0.27%)
from extreme weather events of the top
20 OECD countries.
Responding to the challenge
Global response
As a result of COP21, held in December
2015, the world agreed to a collective
ambition to limit temperature increases
to 2°C above pre-industrial levels, with
an aspiration for even greater action.
However, currently proposed national
contributions are not yet consistent with
this goal: instead, they would result in
a long-term global temperature rise of
2.7– 3.9°C. But even a 2°C change
would require Australia and the region
to manage substantial adaptation
challenges.
Australian Government’s response
In December 2015, the Australian
Government released its National Climate
Resilience and Adaptation Strategy. The
Strategy sets out how the government will
manage climate risks for the benefit of the
community, economy and environment.
It identifies a set of principles to guide
effective adaptation practice and
resilience building, and outlines the
Government’s vision for the future
(Figure 5).
The way forward
To build adaptive capacity, EY has
identified four key cross-organisational
areas for businesses to consider in
responding to the physical impacts of
climate change on their assets, operations
and suppliers. These are outlined on pages
9 and 10.
Adapting to an uncertain climate
A four step action plan for business
9. ey.com/au/sustainability 8
Importantly, the National Climate Resilience and
Adaptation Strategy identifies that governments at
all levels, businesses, communities and individuals
have different and complementary roles to play in
building our resilience to climate change.
As owners of much of the physical assets and
infrastructure at risk from the impacts of climate
change, business will need to collaborate with
Government to engage in adaptation planning
and implementation.
1. http://www.bom.gov.au/climate/current/annual/aus/#toc2
2. Kreft, S., Eckstein, D., Junghands, L., Kerestan., C & Hagan, U. 2015, Global Climate Risk
Index 2015, Germanwatch. The Global Climate Risk Index developed by Germanwatch
analyses the quantified impacts of extreme weather events including the insured damages
and economic losses that occurred based on data from the Munich Re NatCatSERVICE.
Figure 5 — Guiding principles for climate change adaptation
Shared
responsibility
Collaborative,
values-based
choices
Assist the
vulnerable
Factor climate
risk into
decisions
Revisit decisions
and outcomes
over time
Evidence-based,
risk management
approach
Apply the best
available science
Support those
who are vulnerable
to disaster risk and
climate change
Consider the
current climate
and future change
in all our decisions
Governments at all
levels, businesses,
communities and
individuals all have
important roles
to play
Review actions
regularly, look for
flexible choices and
opportunities
Respect the
knowledge and
experience of
those affected,
and involve them in
decision making
The four key steps on pages 9 and 10 can be aligned
with the principles of the National Climate Resilience
and Adaptation Strategy, to guide effective adaptation
practice and resilience building. They can be used
to engage leadership in developing an adaptation
response that is embedded across the business.
The result will be a business that understands
interdependencies, enhances its adaptive capacity,
forges partnerships with key stakeholders, and is more
capable than its competitors of dealing with uncertainty
and extreme climate change related events.
10. Let’s talk: sustainability Issue 79
When assessing physical climate risk and vulnerability,
businesses should consider the following climate-specific
factors:
•• Inherent levels of uncertainty in climate projections
(e.g., temperature, rainfall, wind) based on scale,
timeframe, climate impact and available data
•• Risk changing over different time horizons (such as 2030
or 2050), and with consideration of the level of global
mitigation action being taken
•• Coverage of the risk and vulnerability assessment to
ensure all material elements and assets of business
operations are assessed including supply chain
•• Variation in impacts to assets depending on location,
topography, and the standard to which they were built —
a risk map incorporating the best available climate change
and asset data can be a useful tool for exploring vulnerability
Reflecting the need to consider these factors within business
risk processes, the Australian Standard AS 5334-2013
provides a framework for climate change adaptation for
settlements and infrastructure based on the international
standard for risk management, ISO 31000. By assessing
physical climate risk, businesses can prepare to engage with
insurers and other stakeholders.
Assess your risk and vulnerability Develop an adaptation plan
3. Net Balance Foundation and CDP, 2014, Disclosures on climate risk: A review of ASX top 200 companies,
http://www.netbalance.com.au/our-reports/2014/9/30/disclosures-on-climate-risk
4. CDP. 2015, CDP Global Climate Change Report 2015.
5. Chamber of Commerce and Industry Queensland. 2015, Queensland Business Insurance Report.
6. http://www.insurancecouncil.com.au/assets/files/community%20resilience%20policy%20150408.pdf
Following the risk assessment, businesses may choose to
develop a strategy outlining adaptation actions. The following
are steps businesses should take to ensure their response to
physical climate risk is robust and flexible:
•• Embed climate change adaptation into key planning
processes and policy documents
•• Incorporate physical climate risks into the enterprise risks
management framework
•• Use the best available climate data for the business’
operating region and update regularly
•• Undertake scenario planning for a range of climate futures
and over multiple planning horizons
•• Collaborate with stakeholders, particularly where
there is a dependent or inter-dependent relationship
(e.g., telecommunications, power and water utilities)
•• Favour flexible solutions that can be adjusted as
circumstances or information changes
This would suggest there is much work to do as we move
towards a two degree future. A 2014 report showed that
Australian companies disclosing climate risk information were
mainly at the stage of developing climate adaptation plans,
rather than implementing or refining actions3
.
This would suggest there is much to do as we move toward a
2 degree future.
A four step action plan to tackle
climate change adaptation
1 2
11. ey.com/au/sustainability 10
Disclose your risks and initiatives Talk to your insurers
There is growing demand from investors for information
on climate risk; CDP notes a 54% increase in institutional
investors requesting climate change, energy and emissions
disclosures, including adaptation information, since 20104
.
Standards have been developed to help businesses report
on their climate change activities more consistently:
•• The Global Reporting Initiative’s disclosure G4-EC2 covers
financial implications and other risks and opportunities
for the organisation’s activities due to climate change
•• The CDP questionnaire asks for information on risks
and opportunities driven by changes in physical climate
parameters (e.g., temperature, cyclone, precipitation,
sea level rise)
•• The Climate Disclosure Standards Board’s Climate Change
Reporting Framework includes indicators on climate risks,
opportunities, management actions, future outlook
and governance
•• The new ASX Corporate Governance Principles asks
listed companies to disclose whether they have any
material exposure to economic, environmental and social
sustainability risks and, if they do, how they manage
those risks
As interest from investors, boards and the public grows,
listed companies can expect increasing expectations related
to climate disclosures.
Typically, insurance policies provide protection to business
against potentially large losses. In theory, insurance rewards
businesses that have implemented loss reduction measures
by lowering their premiums.
However, the impact of changing climate patterns and scale
of damages resulting from extreme weather events due
to climate change require changes to insurance products
in relation to the determination of the price of risk-based
premiums, and coverage and tenure of insurance policies.
Depending on the tax and accounting systems in place, and
the insurance options available, businesses can increase their
adaptive capacity through self-insuring and outsourcing some
or all elements to a third party insurer. Key considerations for
businesses include the following:
•• Self-insuring businesses need to fully understand the risks
of climate change to their assets, supply chains and staff
•• Businesses using third-party insurance need to consider
rising costs as insurance and reinsurance companies
account for increased physical climate risk (e.g., Queensland
businesses have seen an average increase in premiums of
58.2% for their most recent renewal5
)
With 19 of the 20 largest insurance property losses in the
previous 40 years in Australia having been weather related6
,
insurance is likely to become an increasingly important
component of business response to physical climate risk.
3 4