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Penurious
Not Necessarily Poor
It implies a chosen frugality rather than imposed poverty. 
Subjective Lifestyle
'Penurious lifestyle' suggests subjective assessment of someone's spending habits. 
Negative Connotation
May convey a negative judgment about someone's spending habits. 