Selection bias corrections based on the multinomial logit model: Monte Carlo comparisons

By François Bourguignon, Marc Gurgand, M. Fournier. 2007

717 citations recorded by the source corpus.

View Paper: https://www.semanticscholar.org/paper/e518c0abcee9ff0572aeb49711ee47a3816b7176

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In Economics and Econometrics

Citations in the corpus

Climate change adaptation: A study of fuel choice and consumption in the US energy sector (2008, methodology): “Results are estimated using the selmlog command [25] in Stata 9.”
Adoption of climate‐smart practices and its impact on farm performance and risk exposure among smallholder farmers in Ghana (2020, methodology): “We follow Bourguignon et al. (2007) and assume that the error terms (eij) and uij are linearly correlated for every j option, such that the expected value of uij is stated as E½u1je1; . . .ej ¼ r P j¼1...”
Does adoption of climate-smart agriculture (CSA) practices improve farmers’ crop income? Assessing the determinants and its impacts in Punjab province, Pakistan (2020, background): “(5) following the study (Bourguignon et al. 2007) which is given as:”
Does Adoption Of Multiple Climate-Smart Practices Improve Farmers’ Climate Resilience? Empirical Evidence From The Nile Basin Of Ethiopia (2017, methodology): “This approach allows for getting both consistent and efficient estimates of the selection process and a fairly good correction for the outcome equations, even when the independence of irrelevant alternatives (IIA) assumption is not achieved (Bourguignon et al. 2007).”
Adaptation to climate change in Sub-Saharan agriculture: assessing the evidence and rethinking the drivers (2014, background): “12 A crucial assumption of the Bourguignon et al. (2007)’s model is that IIA holds.”
Nudging farmers to enrol land into agri-environmental schemes: the role of a collective bonus (2016, methodology): “This method has been compared to two other methods by Bourguignon et al. (2007) to address the issue of selection bias correction based on multinomial logit models.”
Production Risks and Food Security under Alternative Technology Choices in Malawi: Application of a Multinomial Endogenous Switching Regression (2015, neutral): “…(Qji) and a set of exogenous variables Z (plot characteristics, inputs, demographic factors, resources, etc.,) is estimated for each chosen combination of SIPs following the Antle (1983) flexible momentbased approach and the Bourguignon et al. (2007) multinomial selection-bias correction framework.”
The Allocative Cost of Price Ceilings in the U.S. Residential Market for Natural Gas (2011, background): “( 3 ). The sample includes all households that use natural gas as the primary source of home heating.”
Firm Value Creation through Major Channel Expansions: Evidence from an Event Study in the United States, Germany, and China (2014, methodology): “To incorporate and control for a firm’s unobservable private information, we control for a potential self-selection bias by specifying a multinomial logistic selection model (Bourguignon, Fournier, and Gurgand 2007).”
Cropping system diversification, conservation tillage and modern seed adoption in Ethiopia: Impacts on household income, agrochemical use and demand for labor (2013, methodology): “We apply a multinomial ESR treatment effect approach following Dubin and McFadden (1984) (hereafter referred to as the DM model) and Bourguignon et al. (2007) to correct selection bias.”
Migrants as Second-Class Workers in Urban China? A Decomposition Analysis (2009, methodology): “The sectoral choice model can also be used to correct for selectivity in earnings equations (Bourguignon et al., 2007).”
Evaluating Public Programs with Close Substitutes: The Case of Head Start (2016, methodology): “This appendix discusses our approach to cost-benefit analysis and derives the expressions for the marginal value of public funds in equations (9), (10) and (13).”
Smart Meter Devices and The Effect of Feedback on Residential Electricity Consumption: Evidence from a Natural Experiment in Northern Ireland (2013, neutral): “Bourguignon et al. (2007) compare the performance of the Dubin-McFadden correction term in (6) with a simplified version that imposes the constraint that the α coefficients sum to zero, and with the selection correction procedures developed by Lee (1983) and Dahl (2002). sP̂ AC C EP TE D M AN U SC…”