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    Technology

    Big Data, Big Risk?

    Published by Jessica Weisman-Pitts

    Posted on March 28, 2024

    5 min read

    Last updated: January 30, 2026

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    An illustration depicting the complexities and risks of big data in the banking sector, reflecting the challenges discussed in the article on data security and customer experience.
    Data analysis concept showcasing big data risks in banking - Global Banking & Finance Review
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    Tags:innovationtechnologycustomerssecurityData management

    Big data, big risk?

    By Ian McLean, CTO of Pollinate

    The last decade of competition from fintechs, payment providers and big tech has changed customer expectations forever. Smart banking, defined by intelligent integrated experiences and efficiency, is what customers expect and is what any financial services business needs to deliver if it’s to be competitive. These experiences are underpinned by the ability to harness customer data, and surface it at the right time, in the right way. Enabling this is creating a data rush that’s driving huge innovation, but also comes with risks.

    2023 has seen a number of high-profile banking data breaches. July saw banks including Deutsche Bank, Commerzbank and ING targeted in a major attack while here in the US, 1st Source bank saw nearly half a million client records breached. According to a recent report from IBM, the average cost of a data breach in the finance sector is $5.9 million, 28% higher than the average across other industries.

    So, how can banks utilize data and drive the intelligent and integrated experiences customers expect, while also protecting this data, not to mention the bank’s reputation for security and prudence? To strike the balance, data controllers should stick to three principles when it comes to creating data driven customer experience, while also keeping data secure.

    Less is more

    The first thing to develop is a data strategy that asks how you use and store data and, crucially, how long you hold onto it. Is every data point you might have on a customer or merchant absolutely necessary?

    When it comes to a customer bank account, clearly a lot of personal data is needed. But to design better experiences for customers and provide the insights that can help SMB customers grow, not all of this data will be necessary. An SMB customer running a cafe for example, might want to know what time of day to expect a rush of customers or an ebb in footfall, and they want these insights to be integrated in a way that makes business easy.

    For a bank to deliver this data, is it necessary to know a customer’s full postcode, or would general geography work? The answer is not necessarily and actually incredible data can be generated in ways that don’t involve pinpointing individuals. Making use of tokenization can reduce the need for individual customer IDs.

    Rather than horde data to try and compete with digital-first fintechs, banks should instead focus on brilliant basics. Rather than focus on huge customer data-sets, and all the insights you might be able to provide across a customer lifecycle ,the initial focus should be on integrated, pre-populated, informed acquisition, onboarding and early life engagement. Focus here will acquire and retain customer value and set banks apart from the competition.

    Don’t be afraid to ditch dead data

    This leads to our second principle, and one which is a crucial bulwark against potential data breaches.

    In an age of AI enabled and highly determined hackers data hoarding can be toxic. Data has become one of the primary currencies of our tech enabled age. Because of this, data controllers can be reluctant to hit delete on unnecessary data. If the data that can drive intelligent and integrated experiences for the end user has been tokenized, the original data can be removed, thus reducing risk. Data is the new oil, but only when it’s safe. When data is compromised, it can be more like fool’s gold.

    This can mean rethinking data protocols and developing a clear data strategy. If somebody else is holding a data point for example and you receive a copy of it, do you need to keep it? Let’s hold it only for as long as we need it, and then get rid of it. A lot of people don’t want to do this, but as somebody leading on data security, my advice would be to change the mindset here.

    Embrace Tech

    Tokenization and data clearing will take a bank so far but ultimately, a lot of customer data will need to be retained and this will always be an appealing prospect to criminals and hackers. The battle between hackers and data controllers doesn’t sleep, with hackers constantly testing systems with new technologies and techniques, and security teams needing to respond in kind.

    New technologies can make data security experts nervous. This is understandable, after all, new software means new database integrations and potentially therefore more points of entry into databases. Technology however is key to matching the technological capabilities of hackers, and so data controllers shouldn’t be afraid to embrace it.

    AI for example, can detect unusual behaviors which might indicate that somebody is trying to steal data and encryption can ensure that data is secure and protected. Hackers will be using the latest technologies, so it’s important that banks do too.

    For financial services, a data breach isn’t just financially costly, but also hugely costly in terms of reputation. Nobody likes to imagine their personal details might have been compromised, but this is especially true in the case of sensitive financial data. While no system is foolproof, there are simple data strategies that banks can follow today, to minimize rise, while also maximizing the power of their data.

    Frequently Asked Questions about Big data, big risk?

    1What is big data?

    Big data refers to large and complex datasets that traditional data processing applications cannot handle efficiently. In banking, it can provide insights into customer behavior and improve service delivery.

    2What is data tokenization?

    Data tokenization is the process of replacing sensitive data with unique identification symbols or tokens that retain essential information without compromising security.

    3What is a data breach?

    A data breach is an incident where unauthorized individuals gain access to sensitive data, often leading to data theft or exposure of personal information.

    4What is customer experience in banking?

    Customer experience in banking refers to the overall perception and interaction a customer has with a bank, including service quality, product offerings, and support.

    5What is data strategy?

    A data strategy is a plan that outlines how an organization will collect, manage, and utilize data to achieve its business objectives while ensuring data security.

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