Estimating the complier average causal effect via a latent class approach using gsem
نویسندگان
چکیده
In randomized controlled trials, intention-to-treat analysis is customarily used to estimate the effect of trial. However, in presence noncompliance, this can often lead biased estimates because completely ignores varying levels actual treatment received. This a known issue that be overcome by adopting complier average causal approach, which trial had on individuals who complied with protocol. When compliance unobserved control group, obtained via latent class specification using gsem command.
منابع مشابه
Methods for estimating complier average causal effects for cost‐effectiveness analysis
In randomized controlled trials with treatment non-compliance, instrumental variable approaches are used to estimate complier average causal effects. We extend these approaches to cost-effectiveness analyses, where methods need to recognize the correlation between cost and health outcomes. We propose a Bayesian full likelihood approach, which jointly models the effects of random assignment on t...
متن کاملEstimating the causal effect of gun prevalence on homicide rates: a local average treatment effect approach
Estimating the Causal Effect of Gun Prevalence on Homicide Rates: A Local Average Treatment Effect Approach This paper uses a “local average treatment effect” (LATE) framework in an attempt to disentangle the separate effects of criminal and noncriminal gun prevalence on violence rates. We first show that a number of previous studies have failed to properly address the problems of endogeneity, ...
متن کاملA Least Squares Approach to Estimating the Average Reservoir Pressure
Least squares method (LSM) is an accurate and rapid method for solving some analytical and numerical problems. This method can be used to estimate the average reservoir pressure in well test analysis. In fact, it may be employed to estimate parameters such as permeability (k) and pore volume (Vp). Regarding this point, buildup, drawdown, late transient test data, modified Muskat method, interfe...
متن کاملWell-being self-efficacy and complier average causal effect estimation: A substantive-methodological synergy
Objectives: The purpose of this manuscript was to provide a substantive (i.e., well-being self-efficacy) e methodological (i.e., complier average causal effect estimation) synergy of potential importance to future research in the psychology of sport and exercise with secondary data analyses from the Fun For Wellness intervention. Fun For Wellness is a new on-line intervention designed to promot...
متن کاملEstimation and Identification of the Complier Average Causal Effect Parameter in Education RCTs
In randomized control trials (RCTs) in the education field, the complier average causal effect (CACE) parameter is often of policy interest, because it pertains to intervention effects for students who receive a meaningful dose of treatment services. This report uses a causal inference and instrumental variables framework to examine the identification and estimation of the CACE parameter for tw...
متن کاملذخیره 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: Stata Journal
سال: 2022
ISSN: ['1536-867X', '1536-6873', '1536-8734']
DOI: https://doi.org/10.1177/1536867x221106416