Banks and credit-card issuers evaluate new-to-credit customers by analyzing income stability, employment history, and existing bank relationships [1].

This process is critical because a lack of prior credit history makes it difficult for lenders to predict repayment risk. Without a traditional credit score, financial institutions must rely on alternative signals to determine if an applicant is creditworthy [1].

In India, lenders frequently look at the depth of a customer's relationship with the bank [1]. This includes reviewing salary accounts or savings accounts to gauge financial behavior. By monitoring the flow of funds and the consistency of deposits, banks can form a proxy for the reliability of a borrower [1].

Employment history serves as another primary pillar for assessment [1]. Lenders examine the stability of a person's job and their tenure with an employer to ensure a steady stream of income is available for loan repayments [1]. These non-credit factors provide a framework for risk management when a credit report is empty [1].

Lenders also consider other non-credit factors to fill the information gap [1]. This approach allows individuals who have never borrowed money to enter the formal credit market—a transition that is essential for building a long-term financial footprint [1].

While these methods are common in India, similar evaluation techniques are generally applicable to lenders in other markets facing the same challenge of "thin-file" applicants [1]. The goal remains the same: identifying low-risk borrowers through available financial data when historical borrowing data is unavailable [1].

Lenders rely on alternative signals such as bank relationship and income to gauge creditworthiness.

The shift toward alternative credit scoring allows lenders to expand their customer base to younger or previously unbanked populations. By prioritizing cash-flow data and employment stability over historical debt patterns, financial institutions can reduce the barrier to entry for first-time borrowers while still mitigating the risk of default.