A Bayesian zero-one inflated beta modeling of dairy farmers’ decision to sell nothing or some output through contract farming

نویسندگان

چکیده

Abstract Smallholder farmers’ preferences for participation in contract farming may take the form of proportional data––whereby farmers only sell some proportions or fractions their output to contractors. We analyze determinants zero (potential corner solution) and amounts milk that through farming, using dairy data from Zambia. Bayesian linear, linear probability, hurdle models are compared with a zero-one inflated beta regression. Monte Carlo simulations show alternative biased. Meanwhile, empirical findings suggest gender marital status household head, size, delayed payment significantly drive sales farming. Additionally, experience selling collection centers, total livestock units, access marketing information, buyer's price, among others, tend affect zero-inflated outcomes. recommend regression model also provide strategies overcome farmer-engagement barriers

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

zoib: An R Package for Bayesian Inference for Beta Regression and Zero/One Inflated Beta Regression

Abstract The beta distribution is a versatile function that accommodates a broad range of probability distribution shapes. Beta regression based on the beta distribution can be used to model a response variable y that takes values in open unit interval (0, 1). Zero/one inflated beta (ZOIB) regression models can be applied when y takes values from closed unit interval [0, 1]. The ZOIB model is b...

متن کامل

A general class of zero-or-one inflated beta regression models

This paper proposes a general class of regression models for continuous proportions when the data contain zeros or ones. The proposed class of models assumes that the response variable has a mixed continuous-discrete distribution with probability mass at zero or one. The beta distribution is used to describe the continuous component of the model, since its density has a wide range of different ...

متن کامل

Bayesian Spatial-temporal Modeling of Ecological Zero-inflated Count Data.

A Bayesian hierarchical model is developed for count data with spatial and temporal correlations as well as excessive zeros, uneven sampling intensities, and inference on missing spots. Our contribution is to develop a model on zero-inflated count data that provides flexibility in modeling spatial patterns in a dynamic manner and also improves the computational efficiency via dimension reductio...

متن کامل

Inflated Beta Regression : Zero , One , and Everything in Between

Beta Regression, an extension of generalized linear models, can estimate the effect of explanatory variables on data falling within the (0,1) interval. Recent developments in Beta Regression theory extend the support interval to now include 0 and 1. The %Beta_Regression macro is updated to now allow for Zero-One Inflated Beta Regression.

متن کامل

a new approach to credibility premium for zero-inflated poisson models for panel data

هدف اصلی از این تحقیق به دست آوردن و مقایسه حق بیمه باورمندی در مدل های شمارشی گزارش نشده برای داده های طولی می باشد. در این تحقیق حق بیمه های پبش گویی بر اساس توابع ضرر مربع خطا و نمایی محاسبه شده و با هم مقایسه می شود. تمایل به گرفتن پاداش و جایزه یکی از دلایل مهم برای گزارش ندادن تصادفات می باشد و افراد برای استفاده از تخفیف اغلب از گزارش تصادفات با هزینه پائین خودداری می کنند، در این تحقیق ...

15 صفحه اول

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Q open

سال: 2022

ISSN: ['2633-9048']

DOI: https://doi.org/10.1093/qopen/qoac015