Working Papers
The Role of Gender, Birth Order, and Ability in Intra-household Educational Inequality: Evidence from Benin. (Job Market Paper) The paper is available here.
Abstract
Lack of education is a significant obstacle to development in Sub-Saharan Africa, where high illiteracy rates, educational inequality, and a large number of out-of-school children persist despite ongoing reforms. An important, but often overlooked, contributing factor to educational disparities is inequality within families, which accounts for approximately 40% of the variation in educational attainment in developing countries. While educational inequality is increasingly studied, the findings are fragmented and lack integrated analysis. I fill this gap by comprehensively examining how gender, birth order, and innate ability interact to shape educational disparities within households. This paper is the first to model and estimate how parents distribute human capital resources based on these factors. Through a reduced form analysis, I establish two key findings about intra-household educational inequality in Benin. First, the relationship between the mean and variance of education at the household level follows a non-linear, hump-shaped pattern. Second, I decompose educational inequality into gender, birth order, and unobserved residual effects, finding that among households with non-educated heads and one child of each gender, over two-thirds of the average inequality is due to gender and birth order, while among college-educated parents, only one-third is due to these factors. I propose and estimate a structural model of household educational resource allocation. I use the model framework to analyze diverse counterfactual situations. These analyses suggest that removing extensive margin barriers to education lowers average inequality in the sample without reducing the share of gender effect, while targeted cost reduction eliminates the shares of gender and birth order effects without reducing average inequality. This research highlights the complex drivers of educational inequalities and proposes effective policy measures.
Work in progress
Who is Polygamous and Why? Educational Assortative Mating in Polygamous Societies: Evidence from Benin
Abstract
This study investigates the dynamics of assortative mating in education within the marriage market context. Drawing from empirical research and theoretical frameworks, it examines the phenomenon of educational homogamy and its implications, particularly in societies where polygamy exists. Utilizing a model proposed by Gould (2008), the paper delves into the paradoxical emergence of polygamy among less educated men and its relationship with preferences for spouse and offspring quality. Using data from the marriage market in Benin, West Africa, the study analyzes the marriage market equilibrium facilitating multiple wives for less educated and less affluent men. My study uncovers two significant findings. First, educational homogamy is observed in both polygamous and monogamous marriages, but more pronounced in monogamous unions. Second, affluent men, particularly those involved in farming in rural areas, are 6% more likely to engage in polygamous unions compared to men in non-agricultural occupations, while educated individuals are 8% less likely to participate in such unions. These results highlight the role of socio-economic factors, like income and education, in shaping marriage market dynamics and marital outcomes. Additionally, a positive association between the number of children and the prevalence of polygamy is identified. This research contributes to a deeper understanding of educational assortative mating and polygamy dynamics, shedding light on socio-economic factors influencing marital arrangements.
Demand Dynamics in Ghana's Banking Sector: A Nested Logit Analysis
Abstract
This study employs a one-level nested logit model within the BLP framework to estimate demand for deposits and loans in Ghana's commercial banking industry. The analysis reveals that the demand for deposits increases with higher interest rates, while loan demand decreases as loan interest rates rise. The results indicate a preference for foreign banks and those with strong short-term financial obligations. Additionally, the model suggests that consumers view banks of the same type as close substitutes for both deposit and loan services. These findings enhance our understanding of consumer behavior and demand patterns in the Ghanaian banking sector.
Conference Presentation
Paper: Education Policy and Inter-generational Educational Persistence: Evidence for Girls in Rural Benin
2022 African Meeting of the Econometrics Society (Virtual, 1-4 June 2022)
2023 European Economic Association and European Meeting of the Econometric Society (Barcelona, Spain, 28 Aug to 1st Sept 2023
Paper: The Role of Gender, Birth Order, and Ability in Intra-household Educational Inequality: Evidence from Benin
2024 Kiel-CEPR African Economic Development Conference (AEDC), (Berlin, Germany, 12-13 September 2024): Scheduled
2024 African Meeting of the Econometrics Society (Abidjan, Cote d'Ivoire, 5-8 June 2024)
Resources
Function for Random Draws from Joint Empirical Distribution
function samples = randomDrawFromJointEmpiricalDist(data, varargin)
% Validate number of input arguments
narginchk(1, 3);
% Validate data input
if ~ismatrix(data)
error('Invalid data size: input data must be a matrix')
end
% Default dimensions for output if not provided
if nargin == 2
m = varargin{1};
n = m;
elseif nargin == 3
m = varargin{1};
n = varargin{2};
else
m = 1;
n = 1;
end
% Remove rows with any missing observations indicated by NaNs
data = data(~any(isnan(data), 2), :);
% Number of samples (rows) in the original data
numSamples = size(data, 1);
% Generate random indices to sample from the original data
randomIndices = randi(numSamples, m, n);
% Sample rows from the original data using the generated indices
samples = data(randomIndices, :);
end