View: |
Part 1: Document Description
|
Citation |
|
---|---|
Title: |
Replication data for: Multivariate Matching Methods That are Monotonic Imbalance Bounding |
Identification Number: |
doi:10.7910/DVN/OMHQFP |
Distributor: |
Harvard Dataverse |
Date of Distribution: |
2011-08-23 |
Version: |
6 |
Bibliographic Citation: |
Iacus, Stefano M.; King, Gary; Porro, Giuseppe, 2011, "Replication data for: Multivariate Matching Methods That are Monotonic Imbalance Bounding", https://doi.org/10.7910/DVN/OMHQFP, Harvard Dataverse, V6, UNF:5:OnpNwQCslLvU0j0suCIJNg== [fileUNF] |
Citation |
|
Title: |
Replication data for: Multivariate Matching Methods That are Monotonic Imbalance Bounding |
Identification Number: |
doi:10.7910/DVN/OMHQFP |
Authoring Entity: |
Iacus, Stefano M. (Department of Economics, Business and Statistics, University of Milan) |
King, Gary (Institute for Quantitative Social Science, Harvard University) |
|
Porro, Giuseppe (Department of Economics and Statistics, University of Trieste) |
|
Date of Production: |
2011 |
Distributor: |
Harvard Dataverse |
Distributor: |
Harvard Dataverse |
Date of Deposit: |
2011-08-23 |
Date of Distribution: |
2011 |
Holdings Information: |
https://doi.org/10.7910/DVN/OMHQFP |
Study Scope |
|
Keywords: |
Social Sciences, Causal inference; EPBR; Matching |
Abstract: |
We introduce a new "Monotonic Imbalance Bounding" (MIB) class of matching methods for causal inference with a surprisingly large number of attractive statistical properties. MIB generalizes and extends in several new directions the only existing class, "Equal Percent Bias Reducing" (EPBR), which is designed to satisfy weaker properties and only in expectation. We also offer strategies to obtain specific members of the MIB class, and analyze in more detail a member of this class, called Coarsened Exact Matching, whose properties we analyze from this new perspective. We offer a variety of analytical results and numerical simulations that demonstrate how members of the MIB class can dramatically improve inferences relative to EPBR-based matching methods. <br /><br /> See also: <a href="http://gking.harvard.edu/category/research-interests/methods/causal-inference" target="_blank">Casual Inference</a> |
Methodology and Processing |
|
Sources Statement |
|
Data Access |
|
Notes: |
This dataset is made available without information on how it can be used. You should communicate with the Contact(s) specified before use. |
Other Study Description Materials |
|
Related Publications |
|
Citation |
|
Title: |
Iacus, Stefano M, Gary King, and Giuseppe Porro. 2011. Multivariate Matching Methods That are Monotonic Imbalance Bounding. Journal of the American Statistical Association 106, no. 493: 345-361: <a href="http://gking.harvard.edu/files/abs/cem-math-abs.shtml" target="_blank"> Link to article</a> |
Bibliographic Citation: |
Iacus, Stefano M, Gary King, and Giuseppe Porro. 2011. Multivariate Matching Methods That are Monotonic Imbalance Bounding. Journal of the American Statistical Association 106, no. 493: 345-361: <a href="http://gking.harvard.edu/files/abs/cem-math-abs.shtml" target="_blank"> Link to article</a> |
File Description--f2304837 |
|
File: basic.tab |
|
|
|
Notes: |
UNF:5:OnpNwQCslLvU0j0suCIJNg== |
List of Variables: |
|
Variables |
|
f2304837 Location: |
Variable Format: character Notes: UNF:5:evMYcCj1/HEGE21h4Gy5YA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:jT2BaZDCEP57daWWl0DpVQ== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:WBe/UGdG3vhXIgVSUCqinQ== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:1/GMUV8Tm2WiIktYNi/vcQ== |
f2304837 Location: |
Variable Format: character Notes: UNF:5:4iYPfSbuWODBGgf1MpG2/g== |
f2304837 Location: |
Variable Format: character Notes: UNF:5:ZUQj9Q+BanIEK+adSPg1jA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:M+DcfppPGsvNBubjNcZxcw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:MhPDtxcAEDMUmF1z4IvP2A== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:1+asElbfZ40q41ElWN+9ng== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:Kixj5/bftYJQT6L6NYcqRQ== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:DjTU04dZLVHXMMEhSd7a1A== |
Religious groups 0-none 1-prot 2-cath/orth 3-othchr 4-jewish |
|
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:0Zxd7KO0Nwl2ekBhfz4Vwg== |
f2304837 Location: |
Variable Format: character Notes: UNF:5:Evam+tDHjHVYGjtNCzn3CA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:ntdQjEPCkIVuoXtNsnj2eg== |
f2304837 Location: |
Variable Format: character Notes: UNF:5:OFgRndvK5YVZCsY54DXxCA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:TSFsykKpBNMBMmTy2jD+vg== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:mD9NUKLB7GmJOml6lh+tqg== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:nN92bGh62tbq+cVpA4t93g== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:hGLVZeiuJmiUhe2WNFy61Q== |
f2304837 Location: |
Variable Format: character Notes: UNF:5:jWH/TcrNH6IOMesUkpClxw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:QOfIxEk7O36C/eacq4Sfzw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:hIro20DDyswIebwctBr1BA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:ce47207YM4jyy0Wd3eN/ow== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:DwSqFGsab09X42DOLVWKtA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:+fPEhz7di5glcu5g6bxSHA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:k+iSULSl79oF8n13jjgZAw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:/ktye+BnTMvoCmsXR2vj6A== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:lbp47qY1rpCui7EhHdUUXA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:LnzuxPCZO1b0VgwdDMmkZg== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:oGOXWVzrJSHOh/U1dQBfBw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:1OcAN7n6wj1BnxVZCXzeHQ== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:moQ2lzpAob+NwD6G0c0XfQ== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:8bYeIUafsnHbFu2g/QCimw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:Z7tPgcKmIeo3qhs5UmW34g== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:PTgOXDE7Hx8TGPAbDskWaA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:tHgZKTx6ls4xBLsPF5WC2A== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:f9wZSFltoljSR7EqLOFs6w== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:MR1SyyJ208bC1btqZZSV2A== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:z6//Fw6XFowf+l4z7Vdbxg== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:nVRwTNLnx2jaagQ+APM4/Q== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:c3FnxY00LBPI1cg4FS8eOQ== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:CphXEOhbwIPaJndNoXJcUA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:rKj+7m1Fp0/Azx9LGC93fQ== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:hj0r+9OMTxKWeAeIzJVUCQ== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:VF3BGaQjN20uAx8+MHOQYA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:TvFGEc2dEOIcZ33N+Gesbw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:jajWqUacUaO7+uYZPXDghw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:4jA/hdj0jw9HWB5G0WdhKg== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:+Idw5NysjuEe87xaYVK0eg== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:ok20SzEXdyHHaKpVbwgg7Q== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:WF/uX1vIMtZitkNS+b1Bgw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:0WxcZQkSdVJUCIxr3Yfaaw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:61PDIHtA+RIWMbW/oxIraA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:OX7GyKFHozH6gh2o1Fri+Q== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:Q8gQvfA+1EuHLD7J+2yQ/Q== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:ftiH7oS6Ra1mL4EsKLobmw== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:PpQr1ITrYtGBoFjDmf+7ig== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:5BiFkJpbKvLtbs1YKaVyLA== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:q3oy99GvuKrUTLsBe/bQiQ== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:tXBqG1boWK6efMZDvGK0Dg== |
f2304837 Location: |
Variable Format: numeric Notes: UNF:5:O+AAOvCt/a83VZ09bZDljg== |
Label: |
.DS_Store |
Text: | |
Notes: |
text/plain; charset=US-ASCII |
Label: |
.Rhistory |
Text: | |
Notes: |
text/plain; charset=US-ASCII |
Label: |
all.rda |
Text: | |
Notes: |
application/warc |
Label: |
basic.dta |
Text: | |
Notes: |
application/x-stata |
Label: |
cem_jasa.pdf |
Text: |
original publication based on the data |
Notes: |
application/pdf |
Label: |
forFig2.R |
Text: | |
Notes: |
text/plain; charset=US-ASCII |
Label: |
forFigs6-11-ATT.R |
Text: | |
Notes: |
text/plain; charset=US-ASCII |
Label: |
forFigs6-11-PATT.R |
Text: | |
Notes: |
text/plain; charset=US-ASCII |
Label: |
forSection5.R |
Text: | |
Notes: |
text/plain; charset=US-ASCII |
Label: |
forTable1.R |
Text: | |
Notes: |
text/plain; charset=US-ASCII |
Label: |
forTable2.R |
Text: | |
Notes: |
text/plain; charset=US-ASCII |
Label: |
imb0.rda |
Text: | |
Notes: |
application/warc |
Label: |
modelDep.R |
Text: | |
Notes: |
text/plain; charset=US-ASCII |
Label: |
ReadMe.txt |
Text: | |
Notes: |
text/plain; charset=UTF-8 |
Label: |
res1-PATT.rda |
Text: | |
Notes: |
application/warc |
Label: |
res1.rda |
Text: | |
Notes: |
application/warc |
Label: |
res5-PATT.rda |
Text: | |
Notes: |
application/warc |
Label: |
res5.rda |
Text: | |
Notes: |
application/warc |
Label: |
resLL-PATT.rda |
Text: | |
Notes: |
application/warc |
Label: |
resLL.rda |
Text: | |
Notes: |
application/warc |