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> ML_DATASET // BANK-MARKETING-DATASET_v1.0

Bank Marketing Dataset (Moro et al. 2014)

UCI ML Repository / Moro, Cortez & Rita · Banking & Telemarketing · 45,211 phone campaign contacts, 16 attributes

Banking & TelemarketingCC-BY-4.045,211 phone campaign contacts, 16 attributesopen

Dataset Profile & Characteristics

Label Type:Binary term deposit subscription (yes / no; 11.7% conversion)
Languages:en, pt
License Tier:permissive-open-source
Modalities:tabular

Intended Use

  • Direct marketing conversion optimization benchmarking and imbalanced classification research

Prohibited / Discouraged Use

  • Targeting vulnerable consumers with predatory lending

Bias, Leakage & Privacy Risk Analysis

Privacy / Sensitive Data Risks:

Customer demographic attributes (job, marital, education, housing loan, balance).

Known Bias:

Portuguese retail banking campaign between 2008 and 2013 during financial recession.

Known Benchmark Leakage:

Call duration is strongly correlated with success but unavailable prior to making the call.

Compatible Tools & Libraries