Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Matching Bounds: How Choice of Matching Algorithm Impacts Treatment
  Effects Estimates and What to Do about It   Different matches on the same data may produce different treatment effect
estimates, even when they achieve similar balance or minimize the same loss
function. We discuss reasons and consequences of this problem. We present
evidence of this problem by replicating ten papers that use matching. We
introduce Matching Bounds: a finite-sample, non-stochastic method that allows
analysts to know whether a matched sample that produces different results with
the same levels of balance and overall match quality could be obtained from
their data. We apply Matching Bounds to a replication of a matching study of
the effects of foreign aid on civil conflict and find that results could change
based on the matched sample chosen.

31
The categories of this paper are: ao-sci
20
The categories of this paper are: acc-phys
6
The categories of this paper are: astro-ph
24
The categories of this paper are: dg-ga
1
The categories of this paper are: cs
29
The categories of this paper are: funct-an
10
The categories of this paper are: q-bio
8
The categories of this paper are: hep-ex
23
The categories of this paper are: solv-int
12
The categories of this paper are: nucl-th
21
The categories of this paper are: adap-org
35
The categories of this paper are: mtrl-th
14
The categories of this paper are: math-ph
26
The categories of this paper are: bayes-an
11
The categories of this paper are: hep-lat
25
The categories of this paper are: patt-sol