A new white paper, The Next Generation of Data Sharing in Financial Services, from the World Economic Forum has identified new technologies that banks and other financial institutions can implement for privacy-protected data-sharing between institutions. This data-sharing will enable broad analysis, which can be used to identify industry-wide risks and could even prevent future financial shocks.
Beyond system-wide benefits, these newly identified technologies, coined “privacy-enhancing techniques” can also use improved data-sharing to prevent fraud, offer financial advice, and much more. Privacy-enhancing techniques lessen the tensions underlying data-sharing. Instead of threatening customer privacy, this new wave of technology not only protects it but also enhances industry collaboration.
These five technologies include:
While new and novel for use in financial services, these technologies have existed within laboratories for years and are now ready for use in the real world of banking and other financial services. If harnessed, these tools could usher in a new, more collaborative, era of the sector on matters related to risk and product development.
“With advancing privacy-enhancing technologies, financial services have the ability to work more closely together on a range of important challenges and opportunities, from combating illicit financial transactions to identifying material risk exposures across institutions, to developing more personalized financial advice and products,” says Matthew Blake, Head of Financial and Monetary System Initiatives, World Economic Forum. “Privacy-enhancing techniques open a range of possibilities for enhanced risk management and financial innovation with benefits for customers, regulators and financial institutions alike.”
These technologies, used separately or in conjunction, greatly reduce the risks associated with data sharing and have the potential to fundamentally redefine the dynamics of data sharing in financial services. Opportunities from these technologies include the ability to:
· Better detect and prevent fraudulent activity: Federated analysis could be used to create shared fraud detection and prevention models across institutions without sharing the personally sensitive information about specific customers
· Identify system-wide risks and prevent financial crises: Secure multi-party computation could be used to conduct aggregate analysis on financial institutions’ risk exposures without breaching their institutional competitive secrets, allowing for an advance warning on systemic risks and exposures such as those that led to the 2008 financial crisis
· Enable new forms of personalized digital advice: Leveraging differential privacy in the analysis of transactions across an institution’s customer base could enable sophisticated and specific “people like you” recommendations without exposing individual customers’ spending habits
· And more, as explored in The Next Generation of Data Sharing in Financial Services
One of the key learnings from the financial crisis was that system-wide risk exposures were not properly quantified and understood by enterprises as well as financial supervisors. This was partly due to inadequate management information systems that did a poor job of aggregating risk exposures across institutions as well as too narrow a focus by supervisors on the risk of individual financial firms rather than the interconnections between institutions and the broader system.
Competitive dynamics also played a part; it is perilous for a financial institution to make explicit its risk exposures because other actors may take advantage and profit from that level of transparency. Enter privacy-enhancing techniques, which make sharing granular information across institutions possible – allowing for transparency without unveiling too much, presenting new possibilities for collaboration between institutions, supervisors and customers.
“It is important to note that these technologies are not a magic wand. Using them requires financial institutions to address surrounding issues such as poor data quality, legal uncertainties and siloed data infrastructures,” says Bob Contri, Principal, Deloitte United States; Global Financial Services Industry Leader. “However, addressing these roadblocks and using privacy-enhancing techniques can propel the financial services industry into a new era of collaboration and value delivery.”
According to the World Economic Forum, financial services executives should take a concerted look at these new techniques and where they might best be deployed. Bringing these technologies into practice will require a degree of experimentation and technological expertise. Nonetheless, the benefits of widescale adoption are clear and speak to greater alignment and action among key stakeholders on issues of systemic importance.
Ten Ways the C-Suite Can Protect their Company against Cyberattack
Cyberattacks are one of the top 10 global risks of highest concern in the next decade, with an estimated price tag of $90 trillion if cybersecurity efforts do not keep pace with technological change. While there is abundant guidance in the cybersecurity community, the application of prescribed action continues to fall short of what is required to ensure effective defence against cyberattacks. The challenges created by accelerating technological innovation have reached new levels of complexity and scale – today responsibility for cybersecurity in organizations is no longer one Chief Security Officer’s job, it involves everyone.
The Cybersecurity Guide for Leaders in Today’s Digital World was developed by the World Economic Forum Centre for Cybersecurity and several of its partners to assist the growing number of C-suite executives responsible for setting and implementing the strategy and governance of cybersecurity and resilience. The guide bridges the gap between leaders with and without technical backgrounds. Following almost one year of research, it outlines 10 tenets that describe how cyber resilience in the digital age can be formed through effective leadership and design.
“With effective cyber-risk management, business executives can achieve smarter, faster and more connected futures, driving business growth,” said Georges De Moura, Head of Industry Solutions, Centre for Cybersecurity, World Economic Forum. “From the steps necessary to think more like a business leader and develop better standards of cyber hygiene, through to the essential elements of crisis management, the report offers an excellent cybersecurity playbook for leaders in public and private sectors.”
“Practicing good cybersecurity is everyone’s responsibility, even if you don’t have the word “security” in your job title,” said Paige H. Adams, Global Chief Information Security Officer, Zurich Insurance Group. “This report provides a practical guide with ten basic tenets for business leaders to incorporate into their company’s day-to-day operations. Diligent application of these tenets and making them a part of your corporate culture will go a long way toward reducing risk and increasing cyber resilience.”
“The recommendation to foster internal and external partnerships is one of the most important, in my view,” said Sir Rob Wainwright, Senior Cyber Partner, Deloitte. “The dynamic nature of the threat, not least in terms of how it reflects the recent growth of an integrated criminal economy, calls on us to build a better global architecture of cyber cooperation. Such cooperation should include more effective platforms for information sharing within and across industries, releasing the benefits of data integration and analytics to build better levels of threat awareness and response capability for all.”
The Ten Tenets
1. Think Like a Business Leader – Cybersecurity leaders are business leaders first and foremost. They have to position themselves, teams and operations as business enablers. Transforming cybersecurity from a support function into a business-enabling function requires a broader view and a stronger communication skill set than was required previously.
2. Foster Internal and External Partnerships – Cybersecurity is a team sport. Today, information security teams need to partner with many internal groups and develop a shared vision, objectives and KPIs to ensure that timelines are met while delivering a highly secure and usable product to customers.
3. Build and Practice Strong Cyber Hygiene – Five core security principles are crucial: a clear understanding of the data supply chain, a strong patching strategy, organization-wide authentication, a secure active directory of contacts, and encrypted critical business processes.
4. Protect Access to Mission-Critical Assets – Not all user access is created equal. It is essential to have strong processes and automated systems in place to ensure appropriate access rights and approval mechanisms.
5. Protect Your Email Domain Against Phishing – Email is the most common point of entry for cyber attackers, with the median company receiving over 90% of their detected malware via this channel. The guide highlights six ways to protect employees’ emails.
6. Apply a Zero-Trust Approach to Securing Your Supply Chain – The high velocity of new applications developed alongside the adoption of open source and cloud platforms is unprecedented. Security-by-design practices must be embedded in the full lifecycle of the project.
7. Prevent, Monitor and Respond to Cyber Threats – The question is not if, but when a significant breach will occur. How well a company manages this inevitability is ultimately critical. Threat intelligence teams should perform proactive hunts throughout the organization’s infrastructure and keep the detection teams up to date on the latest trends.
8. Develop and Practice a Comprehensive Crisis Management Plan – Many organizations focus primarily on how to prevent and defend while not focusing enough on institutionalizing the playbook of crisis management. The guide outlines 12 vital components any company’s crisis plan should incorporate.
9. Build a Robust Disaster Recovery Plan for Cyberattacks – A disaster recovery and continuity plan must be tailored to security incident scenarios to protect an organization from cyberattacks and to instruct on how to react in case of a data breach. Furthermore, it can reduce the amount of time it takes to identify breaches and restore critical services for the business.
10. Create a Culture of Cybersecurity – Keeping an organization secure is every employee’s job. Tailoring trainings, incentivizing employees, building elementary security knowledge and enforcing sanctions on repeat offenders could aid thedevelopment of a culture of cybersecurity.
In the Fourth Industrial Revolution, all businesses are undergoing transformative digitalization of their industries that will open new markets. Cybersecurity leaders need to take a stronger and more strategic leadership role. Inherent to this new role is the imperative to move beyond the role of compliance monitors and enforcers.
Moving First on AI Has Competitive Advantages and Risks
Financial institutions that implement AI early have the most to gain from its use, but also face the largest risks. The often-opaque nature of AI decisions and related concerns of algorithmic bias, fiduciary duty, uncertainty, and more have left implementation of the most cutting-edge AI uses at a standstill. However, a newly released report from the World Economic Forum, Navigating Uncharted Waters, shows how financial services firms and regulators can overcome these risks.
Using AI responsibly is about more than mitigating risks; its use in financial services presents an opportunity to raise the ethical bar for the financial system as a whole. It also offers financial services a competitive edge against their peers and new market entrants.
“AI offers financial services providers the opportunity to build on the trust their customers place in them to enhance access, improve customer outcomes and bolster market efficiency,” says Matthew Blake, Head of Financial Services, World Economic Forum. “This can offer competitive advantages to individual financial firms while also improving the broader financial system if implemented appropriately.”
Across several dimensions, AI introduces new complexities to age-old challenges in the financial services industry, and the governance frameworks of the past will not adequately address these new concerns.
Explaining AI decisions
Some forms of AI are not interpretable even by their creators, posing concerns for financial institutions and regulators who are unsure how to trust solutions they cannot understand or explain. This uncertainty has left the implementation of cutting-edge AI tools at a standstill. The Forum offers a solution: evolve past “one-size-fits-all” governance ideas to specific transparency requirements that consider the AI use case in question.
For example, it is important to clearly and simply explain why a customer was rejected for a loan, which can significantly impact their life. It is less important to explain a back-office function whose only objective is to convert scans of various documents to text. For the latter, accuracy is more important than transparency, as the ability of this AI application to create harm is limited.
Beyond “explainability”, the report explores new challenges surrounding bias and fairness, systemic risk, fiduciary duty, and collusion as they relate to the use of AI.
Bias and fairness
Algorithmic bias is another top concern for financial institutions, regulators and customers surrounding the use of AI in financial services. AI’s unique ability to rapidly process new and different types of data raise the concern that AI systems may develop unintended biases over time; combined with their opaque nature such biases could remain undetected. Despite these risks, AI also presents an opportunity to decrease unfair discrimination or exclusion, for example by analyzing alternative data that can be used to assess ‘thin file’ customers that traditional systems cannot understand due to a lack of information.
The widespread adoption of AI also has the potential to alter the dynamics of the interactions between human actors and machines in the financial system, creating new sources of systemic risk. As the volume and velocity of interactions grow through automated agents, emerging risks may become increasingly difficult to detect, spread across various financial institutions, Fintechs, large technology companies, and other market participants. These new dynamics will require supervisory authorities to reinvent themselves as hubs of system-wide intelligence, using AI themselves to supervise AI systems.
As AI systems take on an expanded set of tasks, they will increasingly interact with customers. As a result, fiduciary requirements to always act in the best interests of the customer may soon arise, raising the question if AI systems can be held “responsible” for their actions – and if not, who should be held accountable.
Given that AI systems can act autonomously, they may plausibly learn to engage in collusion without any instruction from their human creators, and perhaps even without any explicit, trackable communication. This challenges the traditional regulatory constructs for detecting and prosecuting collusion and may require a revisiting of the existing legal frameworks.
“Using AI in financial services will require an openness to new ways of safeguarding the ecosystem, different from the tools of the past,” says Rob Galaski, Global Leader, Banking & Capital Markets, Deloitte Consulting. “To accelerate the pace of AI adoption in the industry, institutions need to take the lead in developing and proposing new frameworks that address new challenges, working with regulators along the way.”
For each of the above described concerns, the report outlines the key underlying root causes of the issue and highlights the most pressing challenges, identifies how those challenges might be addressed through new tools and governance frameworks, and what opportunities might be unlocked by doing so.
The report was prepared in collaboration with Deloitte and follows five previous reports on financial innovation. The World Economic Forum will continue its work in Financial Services, with a particular focus on AI’s connections to other emerging technologies in its next phase of research through mid-2020.
US Blacklist of Chinese Surveillance Companies Creates Supply Chain Confusion
The United States Department of Commerce’s decision to blacklist 28 Chinese public safety organizations and commercial entities hit at some of China’s most dominant vendors within the security industry. Of the eight commercial entities added to the blacklist, six of them are some of China’s most successful digital forensics, facial recognition, and AI companies. However, the two surveillance manufacturers who made this blacklist could have a significant impact on the global market at large—Dahua and Hikvision.
Putting geopolitics aside, Dahua’s and Hikvision’s positions within the overall global digital surveillance market makes their blacklisting somewhat of a shock, with the immediate effects touching off significant questions among U.S. partners, end users, and supply chain partners.
Frost & Sullivan’s research finds that, currently, Hikvision and Dahua rank second and third in total global sales among the $20.48 billion global surveillance market but are fast-tracking to become the top two vendors among IP surveillance camera manufacturers. Their insurgent rise among IP surveillance camera providers came about due to both companies’ aggressive growth pipelines, significant product libraries of high-quality surveillance cameras and new imaging technologies, and low-cost pricing models that provide customers with higher levels of affordability.
This is also not the first time that these two vendors have found themselves in the crosshairs of the U.S. government. In 2018, the U.S. initiated a ban on the sale and use of Hikvision and Dahua camera equipment within government-owned facilities, including the Department of Defense, military bases, and government-owned buildings. However, the vague language of the ban made it difficult for end users to determine whether they were just banned from new purchases of Dahua or Hikvision cameras or if they needed to completely rip-and-replace existing equipment with another brand. Systems integrators, distributors, and even technology partners themselves remained unsure of how they should handle the ban’s implications, only serving to sow confusion among U.S. customers.
In addition to confusion over how end users in the government space were to proceed regarding their Hikvision and Dahua equipment came the realization that both companies held significant customer share among commercial companies throughout the U.S. market—so where was the ban’s line being drawn for these entities? Were they to comply or not? If so, how? Again, these questions have remained unanswered since 2018.
Hikvision and Dahua each have built a strong presence within the U.S. market, despite the 2018 ban. Both companies are seen as regular participants in industry tradeshows and events, and remain active among industry partners throughout the surveillance ecosystem. Both companies have also attempted to work with the U.S. government to alleviate security concerns and draw clearer guidelines for their sales and distribution partners throughout the country. They even established regional operations centers and headquarters in the country.
While blacklisting does send a clearer message to end users, integrators, and distributors—for sales and usage of these companies’ technologies—remedies for future actions still remain unclear. When it comes to legacy Hikvision and Dahua cameras, the onus appears to be on end users and integrators to decide whether rip-and-replace strategies are the best way to comply with government rulings or to just leave the solutions in place and hope for the best.
As far as broader global impacts of this action, these will remain to be seen. While the 2018 ban did bring about talks of similar bans in other regions, none of these bans ever materialized. Dahua and Hikvision maintained their strong market positioning, even achieving higher-than-average growth rates in the past year. Blacklisting does send a stronger message to global regulators though, so market participants outside the U.S. will just have to adopt a wait-and-see posture to see how, if at all, they may need to prepare their own surveillance equipment supply chains for changes to come.
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