Inconsistent coding — 16 variants found for 4 valid categories. Variants included case differences (EMPLOYED, Employed, employed), descriptive entries (Formally employed, Employed (Formal), Employed (Informal)), and agriculture-specific entries (Farmer, Smallholder Farmer, Subsistence Farmer, Pastoralist)