Consolidation decisions made: 
(1) Petty Trade, Hawking, Business and Charcoal/Firewood grouped into Business/Trade (They represent informal or semi-formal trade activities). 
(2) Formal Wage and Salaries grouped into Employment (Both represent formal employment arrangement. 
(3) Crop Farming, Maize Farming and Tea Farming grouped into Farming (Crop-specific entries retained as farming to avoid fragmentation 
(4) Bodaboda mapped to Transport Services(It is a distinct and common livelihood in Kenya warranting its own category). 
Remaining entries (Fishing, Remittances, Mixed Farming, Livestock, Agri-business, Domestic Work, Rental Income, Casual Farm Work, Multiple Sources) retained as-is as they represent sufficiently distinct livelihood categories