Peck, Laura, R. ; D'Attoma, Ida ; Camillo, Furio ; Guo, Chao
(2011)
A New Strategy for Reducing Selection Bias in Non-Experimental Evaluations, and the Case of How Public Assistance Receipts Affects Charitable Giving.
[Preprint]
Full text available as:
Abstract
Prior work has analyzed the extent to which welfare recipients engage in giving money and time to charitable causes (Brooks, 2002, 2004; Author4 & Author1, 2009; Author1 & Author4, 2011), finding that public assistance is negatively associated with donating money with the relationship to volunteering being unclear. Nevertheless, sticky issues of selection bias compel more deliberate thinking about the strength of assertions about cause and effect. In response, we now conduct a multivariate cluster-based subgroup analysis approach to more confidently infer causality about the ways in which welfare receipt affects charitable activity. This approach to dealing with the problem of selection bias capitalizes on the known treatment-associated variance in the X matrix, transforming data to estimate unbiased treatment effects. We contribute to both the substantive and methodological literatures with this work.
Abstract
Prior work has analyzed the extent to which welfare recipients engage in giving money and time to charitable causes (Brooks, 2002, 2004; Author4 & Author1, 2009; Author1 & Author4, 2011), finding that public assistance is negatively associated with donating money with the relationship to volunteering being unclear. Nevertheless, sticky issues of selection bias compel more deliberate thinking about the strength of assertions about cause and effect. In response, we now conduct a multivariate cluster-based subgroup analysis approach to more confidently infer causality about the ways in which welfare receipt affects charitable activity. This approach to dealing with the problem of selection bias capitalizes on the known treatment-associated variance in the X matrix, transforming data to estimate unbiased treatment effects. We contribute to both the substantive and methodological literatures with this work.
Document type
Preprint
Creators
Subjects
DOI
Deposit date
20 Jul 2011 08:19
Last modified
16 Sep 2011 10:40
URI
Other metadata
Document type
Preprint
Creators
Subjects
DOI
Deposit date
20 Jul 2011 08:19
Last modified
16 Sep 2011 10:40
URI
This work may be freely consulted and used, may be printed on paper with own personal equipment (without availing of third -parties services), for strictly and exclusively personal, research or teaching purposes, with express exclusion of any direct or indirect commercial use, unless otherwise expressly agreed between the user and the author or the right holder. All other rights are reserved. In particular, it is not allowed to reproduce the work on a permanent basis in a digital format (i.e. saving) and to retransmit it via telecommunication network, to distribute or send it in any form, including the personal redirection (e-mail).
Downloads
Downloads
Staff only: