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Abstract This paper proposes a composite scoring framework—ScoreLand Passwords Extra Quality (SPEQ)—for assessing and improving password strength in user-chosen credentials. SPEQ combines entropy estimation, pattern recognition, usability metrics, and adaptive threat modeling into a single interpretable score. We validate SPEQ on diverse real-world password datasets and demonstrate improved correlation with attack success rates versus common single-metric approaches (length-only, entropy-only, or blacklist checks). We also outline an integration pathway for progressive-strength policies and designer-facing feedback to improve real-world authentication hygiene. scoreland passwords extra quality
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