Financial
Can Data Analytics Make It Difficult for Financial Crimes to Prosper?
By Jadd Elliot Dib, Founder & CEO, Pangaea X
Money laundering refers to the act of concealing the origins of money or wealth gained from criminal, illegal, or illicit activities and legitimizing such funds by depositing it into the financial system. These funds are then moved or transferred by “layering” or making a series of transactions, usually repetitive and in huge volumes, to hide the illicit origin of the funds. In addition, “cleaning” or “washing” of such funds involve using them to purchase real estate, stocks, commercial investments, and other legitimate assets. In more recent times, money laundering has also become a serious global security concern as it involves the movement of money that fund and support terroristic activities.
As globalized Anti-Money Laundering (AML) laws and regulations are further reinforced to safeguard the integrity of the global financial system, financial crimes are also becoming increasingly sophisticated. That despite its tightening, a recent study from Verafin, a financial crime risk management company, estimates that US$3.1 trillion in illicit money flowed through the global financial system in 2023. So, what role does data analytics play in the global fight against money laundering?
Within the complex web of financial transactions that happen at almost every second and every minute each day, there is a huge amount of data from every transaction that can be mined and analyzed to form the basis of preemptive or preventive action. The integration of data analytics offers a transformative solution, enabling organizations to fortify their compliance practices while streamlining operational efficiencies. Data analytics can transform AML compliance from a reactive to a proactive endeavor. With big data analytics, this empowers institutions to analyse massive datasets in real-time and uncover hidden patterns that can then lead to identifying and flagging illicit activities. These hidden patterns, easily missed by traditional manual approaches, become crucial clues in the fight against financial crime.
Simply put, the advantages of utilizing and employing data analytics in AML compliance are manifold. Firstly, it bolsters detection capabilities by illuminating complex anomalies that evade traditional scrutiny. Real-time analysis enables swift identification of suspicious activities, empowering institutions to intervene promptly. Moreover, data analytics facilitates proactive risk management by adapting to dynamic money laundering tactics and regulatory changes. Through techniques like machine learning and artificial intelligence, organizations can forecast emerging risks and preemptively mitigate them, staying ahead of potential money laundering activities.
Lastly, data analytics uncovers hidden connections and networks involved in money laundering schemes, aiding investigations and proactive measures. By employing entity resolution and network analysis, AML professionals gain invaluable insights into the flow of illicit funds, bolstering efforts to combat financial crimes. Advanced techniques like data mining, predictive analytics, and statistical analysis work hand-in-hand with specialized tools to unlock actionable insights from complex datasets. These tools expose hidden connections, pinpoint high-risk transactions, and continuously refine detection methods, fortifying AML compliance frameworks. Despite its promise, harnessing the power of big data analytics poses challenges. Managing vast volumes of data, enhancing transaction monitoring capabilities, and mitigating false positives remain key concerns. However, through advanced data analytics tools, organizations can surmount these obstacles, bolster detection rates and refine compliance strategies.
In conclusion, data analytics represents a paradigm shift in AML compliance. It offers organizations a potent arsenal to combat financial crimes while mitigating operational burdens. By embracing advanced data analytics techniques and a risk-based approach, institutions can fortify their compliance practices, enhance detection capabilities, and navigate regulatory complexities with confidence. In an era defined by relentless innovation and evolving threats, leveraging data analytics is not just advantageous—it is imperative in safeguarding the integrity of the global financial system.
Financial
UAE’S R&D TAX CREDITS COULD UNLOCK SIGNIFICANT VALUE FOR CONSTRUCTION SECTOR

Construction companies across the UAE may be overlooking one of the most valuable outcomes of the country’s new R&D Tax Credit regime. Introduced under Ministerial Decision No. 24 of 2026 and effective from 1 January 2026, the framework offers credits of 15% to 50% on qualifying R&D expenditure. Yet, according to Dhruva, a Ryan Affiliate, many construction businesses have yet to identify the full extent of qualifying activity or put in place the processes required to claim these benefits.
As one of the UAE’s most economically significant sectors, construction is uniquely positioned to benefit from the regime. Innovation in this sector is continuous, spanning materials, construction methods, digital tools and safety systems but much of it has historically not been classified or documented as R&D.
“The construction sector innovates constantly, in materials, in methods, in software, in safety. The challenge is that much of this activity has never been labelled R&D, and therefore never documented as such. That is precisely where value is being left on the table. Companies that begin mapping their qualifying activities now, and build the evidence trail the regime demands, will be the ones positioned to capture this benefit when it matters most,” said Nimish Goel, Leader Middle East, Dhruva, Ryan LLC Affiliate.
To qualify under the regime, R&D activities must meet five criteria aligned with the OECD Frascati Manual: they must be novel, creative, uncertain in outcome, systematic, and transferable or reproducible. For construction businesses that approach innovation with defined objectives, structured experimentation and documented results, a wide range of activity meets this threshold.
In practice, qualifying activity in the construction sector can include the development of advanced materials such as low-carbon concrete and smart composites, experimentation with modular construction techniques and prefabrication systems, and proprietary software development for Building Information Modelling (BIM), digital twins and AI-driven project management. Sustainability innovation also qualifies, including net-zero building systems and passive cooling technologies suited to UAE conditions, as does the adoption of robotics and drone-based construction and inspection methods.
The critical distinction lies between routine construction activity and genuine R&D. Applying an established methodology to a new project does not qualify. Systematically resolving technical uncertainty through experimentation and documenting that process does.
A distinguishing feature of the UAE regime is its dual-threshold structure. Each credit tier requires businesses to meet both a minimum level of qualifying expenditure and a minimum average R&D headcount. The first AED 1 million of qualifying spend attracts a 15% credit with at least two R&D staff; spend between AED 1 million and AED 2 million qualifies for 35% with at least six staff; and spend between AED 2 million and AED 5 million attracts 50% with at least fourteen. Where headcount thresholds are not met, the applicable credit rate is reduced accordingly.
For construction companies, this makes workforce planning integral to tax strategy. Specialist roles including materials scientists, structural engineers working on novel challenges, proptech developers and robotics engineers not only drive innovation but also determine access to higher credit tiers. Staff costs additionally benefit from a 30% uplift in qualifying expenditure, further strengthening the case for building dedicated R&D capability.
“This is not just a tax incentive; it represents a structural shift in how innovation is recognised within the construction sector. Businesses that act early will not only benefit financially but also strengthen their long-term technical capabilities,” added Nimish.
The regime places significant emphasis on contemporaneous documentation and structured processes. Pre-approval from the relevant authority is mandatory, and businesses must maintain detailed technical records of R&D objectives, methodologies, experiments and outcomes for a period of seven years. For construction companies, this requires embedding R&D tracking into project workflows from the outset, rather than attempting to reconstruct evidence retrospectively.
Construction groups operating centralised engineering or shared technology platforms should also review their structures carefully. Intra-group transactions are excluded from qualifying expenditure, making it critical to ensure that R&D costs are appropriately allocated at the entity level.
“The UAE’s construction sector is building the physical infrastructure of a knowledge economy. It is fitting that those who innovate within it now have access to the same calibre of R&D incentive as their counterparts in technology or manufacturing. The question is not whether to engage, but how quickly companies can build the processes to do so effectively,” concluded Nimish.
Financial
HOW GLOBAL SECURITY AND VALUABLES LOGISTICS PROVIDERS ARE ADAPTING OPERATIONS AMID RISING GEOPOLITICAL TENSIONS

Nader Antar, EVP & President – APAC, IMEA & Brink’s Global Services
Much like a stable internet connection or accessibility to clean water, when we consider global finance we tend to take continuity for granted – until it is tested. Capital moves, liquidity flows, and billions in high-value assets cross borders each day, all with an expectation of certainty. Yet courtesy of the ongoing conflicts across the region, that certainty is being challenged in real time.
The Iran war is both reshaping geopolitical dynamics and disrupting the very corridors through which global trade and financial flows depend. Volatile energy markets, heightened concerns about broader economic spillovers, and early signs of how critical trade arteries such as the Strait of Hormuz can suddenly turn stability to systemic risk have sharpened the focus on resilience across the Gulf.
Of course, even amid these heightened tensions, the region continues to project stability, with governments advancing long-term infrastructure and supply chain strategies. Saudi Arabia’s new Logistics Corridors Initiative – which among its objectives aims to establish Red Sea routes capable of bypassing Hormuz entirely – reflects a deliberate approach to ensure the movement of goods, and especially the movement of value, remains uninterrupted.
Within this environment, the transport of high-value assets – banknotes, precious metals, and other commodities – has come under increased scrutiny. These flows are deeply embedded in the functioning of financial systems, linking central banks, commercial institutions, and global markets. When disruption occurs, the consequences extend beyond delayed shipments and can impact everything from liquidity to market confidence to operational continuity.
The question then, during a period of geopolitical conflict, is not whether disruption will occur, but how quickly and smoothly systems can adapt when it does. At Brink’s, our approach to this particular challenge is anchored in three core principles: Infrastructure, diversification, and visibility.
Infrastructure is the foundation of resilience. A globally distributed network of high-security facilities across major trade hubs ensures continuity by allowing rapid shifts when disruptions occur. Whether that is in the UAE, Switzerland, Singapore, or the United States, these facilities enable valuable commodities to be securely stored, repositioned, and mobilised as conditions evolve. In an unpredictable environment, the ability to absorb shocks and shift assets quickly without compromising security or compliance is crucial.
Diversification ensures flow flexibility. Traditional logistics models, often optimised for efficiency along fixed corridors, are no longer sufficient. Today’s operating environment demands multi-route, multi-modal strategies that allow shipments to be rerouted rapidly when disruptions occur. By integrating storage and transport into a single, coordinated system, it becomes possible to maintain continuity even as specific routes or markets face constraints.
Visibility, however, is what brings resilience into focus. Real-time monitoring across operations provides the situational awareness needed to anticipate risks and respond proactively. Through centralised platforms, our teams maintain continuous oversight of shipments, facilities, and transport networks. This level of transparency goes far deeper than simply tracking assets; it is about enabling faster, more informed decision-making in moments where timing is critical.
The UAE offers a compelling example of how these principles come together in practice. As one of the most stable and strategically positioned logistics hubs in the world, the Emirates has built an ecosystem defined by advanced infrastructure, strong regulatory frameworks, and deep connectivity across global trade corridors. In many respects, operations remained business as usual throughout these past couple of months. Yet this continuity is not accidental; it is the result of deliberate investment in systems designed to withstand disruption — even when the country found itself pulled into what might yet be one of the most consequential conflicts in recent history.
Beyond transport, the scope of secure logistics continues to expand. From safeguarding high-value assets at major international exhibitions to ensuring the uninterrupted availability of cash through extensive ATM networks, resilience must be embedded across the entire financial ecosystem. In markets such as India, innovation is also reshaping how cash and digital systems interact, creating new models that enhance both security and accessibility.
None of this happens in isolation. Secure logistics operates within a broader framework that depends on close coordination with regulators, customs authorities, and law enforcement agencies. These partnerships are essential to maintaining compliant, uninterrupted cross-border flows, particularly during periods of heightened geopolitical tension.
What we are witnessing today is a broader transformation in how the logistics sector approaches risk. The emphasis is moving from efficiency to adaptability, from linear supply chains to dynamic, interconnected networks. Resilience, flexibility, and visibility are now considered non-negotiables.
Global trade will continue to evolve, shaped by shifting geopolitical dynamics and emerging economic corridors. But one constant will remain: The need for trust. It is only with this that assets will move securely, that systems will hold under pressure, and that continuity will be maintained.
In the end, the true measure of a network — be it global finance, logistics, or indeed telecommunications — is not how it performs when conditions are stable, but how effectively it responds when they are not.
Financial
ROSTRO GROUP POSITIONS THE UAE AS A STRATEGIC HUB FOR INSTITUTIONAL MARKET INFRASTRUCTURE

Exclusive interview with Michael Ayres, Group CEO & Partner at Rostro Group
What strategic factors made the UAE the next major market for Rostro?
The UAE represents a very deliberate choice for us, rather than just a natural expansion step. What sets it apart is the alignment between ambition, regulation, and execution. You have a government that is actively shaping the future of financial services, a regulatory environment that is evolving at pace, and a private sector that is willing to innovate and adopt new models. That combination is rare.
From a strategic standpoint, the UAE sits at the intersection of global capital flows. It connects East and West, and increasingly serves as a base for institutional participants looking to access both developed and emerging markets. We’re seeing a growing presence of hedge funds, family offices, and proprietary trading firms establishing themselves here, which naturally increases demand for more sophisticated infrastructure around liquidity, execution, and risk management.
For Rostro, that is exactly where we operate. We’re not just building products; we’re building infrastructure that supports how modern markets function. The UAE gives us the platform to do that at scale, while remaining close to clients who are actively shaping the next phase of the industry. It’s a market that is not only growing, but evolving, and that makes it an ideal environment for long-term investment.
How is Rostro managing liquidity sourcing in the UAE given the current market environment?
The current market environment has made one thing very clear: liquidity is no longer just about access; it’s about resilience. Periods of volatility, geopolitical uncertainty, and concentrated positioning expose the limitations of traditional liquidity models, particularly those that rely heavily on internalisation or a narrow set of counterparties.
Our approach is to move away from that dependency and towards a more diversified, structured model. We combine OTC liquidity with direct access to exchange-traded markets, allowing us to provide clients with both flexibility and transparency. This is particularly important in volatile conditions, where pricing integrity and execution certainty become critical.
We’re also seeing a clear shift in client behaviour. Institutional participants are becoming more conscious of execution quality, counterparty exposure, and the underlying mechanics of how liquidity is sourced. That is driving increased interest in exchange-traded products, as well as institutional-grade crypto liquidity, where market fragmentation has historically created inefficiencies.
By building infrastructure that brings these elements together – across OTC, exchange-traded derivatives, and digital assets – we’re able to offer a more stable and consistent execution environment. The objective is not just to perform in favourable conditions, but to remain reliable when markets are under pressure.
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