What 506K real transactions taught me about how Latin Americans actually save

Short summary

A 9-year fintech study of 506K real transactions across Latin America reveals aspirational goals fail more than unlabeled 'free saving' (7.8% vs 4.7% completion), savings discipline correlates at ρ=0.89 with success, and shared goals dramatically outperform individual ones despite 2% adoption. Monthly deposits peak in January; 69.5% are round values. Findings are now embedded in an Apify synthetic data generator.

• •Aspirational goals underperform unlabeled saving — the dream-naming ritual correlates with worse outcomes due to unrealistic targets
• •Savings discipline (regular weekly deposits) is the strongest predictor of goal completion (ρ=0.89), stronger than goal size or demographics
• •Shared goals have 27% higher completion and 3× higher savings rates but represent only 2.1% of goals — a massively under-built feature with proven demand

Generated with AI, which can make mistakes.