How Behavioural Risk Scoring Helps Neobanks and Challenger Banks Grow

What Is a Neobank?

Neobanks are financial entities without branch offices that provide banking-like services through digital platforms. They are not typically banks themselves but act as a connection between licensed banks and customers, often offering lower entry and exit barriers than traditional banking.

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What Is a Challenger Bank?

Challenger banks are Neobanks with a banking licence, and many began as Neobanks before obtaining the licences required to expand their services. This allows them to offer regulated products similar to those provided by traditional banks, such as credit cards and loans, while maintaining a technology-led, digital-first model.

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Neobank vs Challenger Bank: Key Differences

Although Neobanks and Challenger Banks both use digital-first models to simplify financial services, the key difference between a Neobank vs Challenger bank lies in their banking status. Challenger Banks hold banking licences and can provide regulated banking products directly, while Neobanks typically operate through partnerships with licensed financial institutions.

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Why Credit Decisioning Is Harder for Neobanks and Challenger Banks 

Credit decisioning can be more complex for neobanks and challenger banks because traditional underwriting models may not always reflect the full picture of a customer’s financial behaviour. These institutions often serve digitally engaged customers, newer-to-credit consumers, or borrowers whose risk profiles are not fully captured by conventional bureau data alone.

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The challenge is therefore less about having “worse” customers and more about having fewer useful signals within traditional decisioning frameworks. Limited credit history, rapidly changing financial circumstances, and digital-first customer journeys can make static assessments less informative.

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This creates an opportunity to strengthen credit decisions with additional, timely indicators. Behavioural risk scoring can help by incorporating patterns in how customers manage money, interact with products, and respond to changing financial conditions, providing a more dynamic view of risk alongside established underwriting methods.

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How Behavioural Risk Scoring Supports Credit Decisioning

Behavioural risk scoring can strengthen credit decisioning by adding real-time signals to the traditional credit view. Proprietary device and behavioural interaction metadata, analysed without relying on PII, can be assessed alongside available bureau data to create a broader picture of applicant risk. This hybrid approach complements rather than replaces conventional credit bureau information. 

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For neobanks and challenger banks, it can help identify higher-risk applicants earlier in onboarding while supporting more informed decisions for thin-file customers who may otherwise be difficult to assess. 

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For additional context, see our credit risk analytics solutions. 

Credolab: Supporting Credit Decisioning for Neobanks and Challenger Banks

Credolab supports credit decisioning for neo banks and challenger banks by generating real-time Scores and Insights from privacy-consented, anonymised device and behavioural metadata. These signals can complement existing bureau data and decisioning models, helping lenders assess thin-file and new-to-credit applicants more fully while identifying higher-risk applicants earlier in the onboarding journey. The approach is designed to add an additional risk signal without introducing unnecessary friction into the digital application experience. 

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A Neobank in the Philippines, combining its data with the lender’s model, increased predictive power by 45% and reduced default rates by 50%. This illustrates how behavioural metadata can strengthen existing credit decisioning frameworks while supporting broader access to credit and maintaining risk controls.

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FAQs

What is the difference between a neobank and a challenger bank?

A neobank usually operates digitally without traditional branches and may partner with licensed banks. A challenger bank is digital-first but generally holds its own banking licence to serve customers directly.

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Is a neobank considered a fintech?

Yes. Neobanks are generally fintech companies because they use technology to deliver financial services digitally. In a neobank vs fintech comparison, a neobank is typically a specific type of fintech focused on digital banking services. 

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How do neobanks and challenger banks make credit decisions at scale?

Neobanks and challenger banks use automated decisioning systems combining bureau data, application information, internal rules, and additional signals. Behavioural risk scoring can support faster, more informed credit decisions at scale.

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What is challenger banking?

Challenger banking refers to digital-first banking from newer institutions that compete with traditional banks through technology, streamlined services, and lower-friction customer experiences while typically operating under their own banking licence.

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Are challenger banks safe to use?

Challenger banks can be safe when properly licensed and regulated. Customers should review regulatory status, deposit protection where applicable, security practices, and account terms before choosing a provider or service.