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        <identifier>oai:www.ideals.illinois.edu:2142/98154</identifier>
        <datestamp>2023-07-11</datestamp>
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        <thesis xmlns="http://www.ndltd.org/standards/metadata/etdms/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:dc="http://purl.org/dc/elements/1.1/" xsi:schemaLocation="http://www.ndltd.org/standards/metadata/etdms/1.1/ http://www.ndltd.org/standards/metadata/etdms/1.1/etdms11.xsd http://purl.org/dc/elements/1.1/ http://www.ndltd.org/standards/metadata/etdms/1.1/etdmsdc.xsd">
          <dc:description>Embargo set by: Seth Robbins for item 103471
Lift date: 2020-03-02T19:56:41Z
Reason: Author requested U of Illinois access only (OA after 2yrs) in Vireo ETD system</dc:description>
          <dc:contributor>Deltas, George</dc:contributor>
          <dc:contributor>Deltas, George</dc:contributor>
          <dc:contributor>Perry, Martin</dc:contributor>
          <dc:contributor>Marshall, Guillermo</dc:contributor>
          <dc:contributor>Reif, Julian</dc:contributor>
          <dc:creator>Schneider, John William</dc:creator>
          <dc:date>2017-09-29T17:45:27Z</dc:date>
          <dc:date>2017-09-29T17:45:27Z</dc:date>
          <dc:date>2020-03-03T10:15:32Z</dc:date>
          <dc:date>2017-05-19</dc:date>
          <dc:date>2017-08</dc:date>
          <dc:description>This thesis presents three essays in the field of empirical industrial organiza-
tion, with a particular focus on the retailer market for liquor in Iowa. This
work is divided into three chapters, with each focusing on a different aspect
of retailer decision making and purchasing behavior.
The first chapter presents new findings on the impact of retailer licensing
fees on market structure and provision of services in market equilibrium for
bottled liquor in Iowa. By utilizing a unique variable fee schedule with a
large recurring license fee, Iowa provides an opportunity for determining the
effects of licensing fees on market outcomes. Using a regression discontinuity
approach, this paper finds no effect on the number of retailers operating, but
provides some weak evidence for an increase in the volume sold per store.
Two key implications follow. First, even relatively large regulatory burdens
on retailers have a low impact on business outcomes. Second, increasing
license fees is an inefficient way of restricting alcohol consumption. These
findings suggest that higher per-volume taxes on liquor may not be a good
policy for reducing alcohol consumption and abuse. We recommend future
work to address the potential management structure effects of licensing fee
regimes.
The second chapter investigates relatively novel techniques for demand es-
timation. Random forest regression is quite new to economics, but is very
established as a predictive tool in other disciplines. Random forest regression
is better able to capture high-level interactions and nonlinearities than most
other estimation techniques, but is limited in its ability to be interpreted.
Here we apply this technique to a unique dataset of liquor sales in the state
of Iowa to estimate demand among retailers for the top-selling liquor prod-
ucts. We observe much more accurate predictions from the random forest
model given the same datasets, but random forest regression exhibits a few
undesirable properties regarding error distribution.
The final chapter focuses on the assortment decision faced by liquor retail-
ers. Any retailer selling highly-diversified, imperfectly substitutable products
must contend with difficult assortment selection decisions. Retailer assort-
ment decisions depend on complex, interdependent cost and revenue func-
tions along with strategic considerations regarding the assortment decisions
of competitors or potential market entrants. This paper contributes a novel
identification strategy to generate reduced-form estimates for the effects of
competitor assortment decisions among liquor retailers in Iowa. We find that,
overall, retailers try to match each other’s assortment strategies, but there
is considerable heterogeneity across specific products.</dc:description>
          <dc:description>Submission published under a 24 month embargo labeled 'U of I Access', the embargo will last until 2019-08-01</dc:description>
          <dc:description>The student, John Schneider, accepted the attached license on 2017-05-17 at 17:05.</dc:description>
          <dc:description>The student, John Schneider, submitted this Dissertation for approval on 2017-05-17 at 17:14.</dc:description>
          <dc:description>This Dissertation was approved for publication on 2017-05-19 at 13:26.</dc:description>
          <dc:description>DSpace SAF Submission Ingestion Package generated from Vireo submission #11160 on 2017-09-29 at 10:45:32</dc:description>
          <dc:description>Made available in DSpace on 2017-09-29T17:45:27Z (GMT). No. of bitstreams: 3
SCHNEIDER-DISSERTATION-2017.pdf: 736675 bytes, checksum: 792742512e7fe9d346af177fb9d0284a (MD5)
Thesis.zip: 2623393 bytes, checksum: e8c4df47fe0ae14b23061cf5fed8e1de (MD5)
LICENSE.txt: 4211 bytes, checksum: 24e7769e52acb2842379262206da5792 (MD5)
  Previous issue date: 2017-05-19</dc:description>
          <dc:description>Embargo set by: Colleen Fallaw for item 103471
Lift date: 2019-09-29T17:48:06Z
Reason: Author requested U of Illinois access only (OA after 2yrs) in Vireo ETD system</dc:description>
          <dc:description>Embargo set by: Seth Robbins for item 103471
Lift date: 2020-03-02T19:59:52Z
Reason: Author requested U of Illinois access only (OA after 2yrs) in Vireo ETD system</dc:description>
          <dc:description>Embargo set by: Seth Robbins for item 103471
Lift date: 2020-03-02T20:02:46Z
Reason: Author requested U of Illinois access only (OA after 2yrs) in Vireo ETD system</dc:description>
          <dc:description>U of I Only Restriction Lifted for Item 103471 on 2020-03-03T10:15:32Z.</dc:description>
          <dc:format>application/pdf</dc:format>
          <dc:identifier>http://hdl.handle.net/2142/98154</dc:identifier>
          <dc:language>en</dc:language>
          <dc:rights>Copyright 2017 John W. Schneider</dc:rights>
          <dc:subject>Liquor</dc:subject>
          <dc:subject>Random forest</dc:subject>
          <dc:subject>Instrumental variables (IV)</dc:subject>
          <dc:subject>Regression discontinuity</dc:subject>
          <dc:subject>License</dc:subject>
          <dc:subject>Licensing</dc:subject>
          <dc:subject>License fees</dc:subject>
          <dc:subject>Iowa</dc:subject>
          <dc:subject>Taxation</dc:subject>
          <dc:subject>Tax</dc:subject>
          <dc:subject>Sales tax</dc:subject>
          <dc:subject>Instrument</dc:subject>
          <dc:subject>RDD</dc:subject>
          <dc:subject>Economics</dc:subject>
          <dc:subject>Industrial organization (IO)</dc:subject>
          <dc:subject>Alcohol</dc:subject>
          <dc:subject>Spirits</dc:subject>
          <dc:title>Essays on the Iowa liquor market</dc:title>
          <dc:type>text</dc:type>
          <dc:type>text</dc:type>
          <degree>
            <department>Economics</department>
            <discipline>Economics</discipline>
            <grantor>University of Illinois at Urbana-Champaign</grantor>
            <level>Dissertation</level>
            <name>Ph.D.</name>
          </degree>
        </thesis>
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