Aug 2026· International Journal of Innovative Science and Research Technology· pp. 3379· 0 citations· 13 references
TL;DR
The design and implementation of an adaptive Security Risks Model powered by a PIN Attempt Monitoring Algorithm to mitigate fraudulent access in real-time mobile money transactions proves that pairing deterministic algorithmic monitoring with risk-scoring structures can significantly harden mobile financial systems against emerging fraud vectors without sacrificing system performance.
Abstract
Mobile money platforms have revolutionized financial inclusion across developing economies, yet they remain
highly vulnerable to sophisticated, automated credential-stuffing and unauthorized access attacks. Traditional static PIN
authentication mechanisms often fail to balance robust security with user experience, leaving systems exposed to distributed
brute-force attempts. This paper presents the design and implementation of an adaptive Security Risks Model powered by
a PIN Attempt Monitoring Algorithm (PAMA) to mitigate fraudulent access in real-time mobile money transactions. The
proposed system utilizes a state-machine architecture that continuously ingests transaction metadata, device telemetry, and
temporal patterns to calculate an instantaneous risk score. Unlike rigid, standard threshold-based lockouts, the PAMA
system introduces dynamic, exponential back-off delays and contextual step-up authentication triggers based on the
calculated risk profile. Experimental simulation data demonstrates that the algorithm successfully mitigates up to 94% of
automated brute-force vectors while maintaining zero friction for legitimate users under normal operating parameters. The
architecture proves that pairing deterministic algorithmic monitoring with risk-scoring structures can significantly harden
mobile financial systems against emerging fraud vectors without sacrificing system performance.
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