Josiah76-byte/meta-frontier-efficiency-analysis

Stochastic and meta frontier analysis of camel milk traders in Northern Kenya using Stata. # Meta Frontier Efficiency Analysis of Camel Milk Traders ## Project Overview This project analyzes profit efficiency and technology gaps among 870 camel milk traders across five counties in Northern Kenya: Garissa, Marsabit, Isiolo, Turkana, and Wajir. The analysis evaluates regional differences in production technologies and identifies how geography influences profit efficiency. ## Methods - Stochastic Frontier Analysis (SFA) using translog profit functions - County-specific frontier estimation - Meta frontier estimation for cross-county comparison - Profit Efficiency Gap Ratio calculation - Meta Technical Efficiency computation ## Data - Survey of camel milk traders (inputs: labor, capital, milk purchase; output: normalized profit) - County-level data on trader characteristics and market conditions ## Files - `meta_frontier_analysis.do` → Stata script implementing SFA and meta frontier analysis - `research_summary.pdf` → research objectives, methodology, key results, and policy implications - `results_note.pdf` → efficiency scores, meta efficiency, and county-specific gap ratios ## Key Results - None of the counties lie on the meta frontier, indicating technology gaps. - Profit efficiency gap ratios vary across counties (highest in Isiolo and Marsabit, lowest in Turkana). - Traders use different production technologies, likely influenced by geography and market access. ## Skills Demonstrated - Stata programming and data manipulation - Applied microeconometrics and econometric modeling - Stochastic frontier and meta frontier analysis - Agricultural market efficiency and policy analysis ## How to Use 1. Open `meta_frontier_analysis.do` in Stata. 2. Ensure the dataset is loaded and all variable names match. 3. Run the script to reproduce county-specific frontiers, meta frontier, efficiency scores, and gap ratios. ## License This project is open for academic and research purposes. Please cite appropriately if used. ## Contributors Project developed in collab …