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The Agglomeration-Differentiation Tradeoff in ... - Yale University

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Next, a consumer shopp<strong>in</strong>g for groceries likely frequents locations where multiple<br />

grocery stores are collocated (store agglomeration effect). Hence, we consider the effect of the<br />

total number of compet<strong>in</strong>g stores at the location, Nl. We also consider any scope economies of<br />

shopp<strong>in</strong>g with<strong>in</strong> the grocery sector when grocery stores with different formats collocate (format<br />

agglomeration effect). For <strong>in</strong>stance, consumers may be more likely to visit a particular Food and<br />

Drug store when it is located close to a Supercenter. Hence, we use an <strong>in</strong>dicator, OF<br />

I fl , for the<br />

presence of store formats other than the focal format f, and we also allow the format<br />

agglomeration effect to be format-specific. F<strong>in</strong>ally, consumers may simply have a strong<br />

<strong>in</strong>tr<strong>in</strong>sic preference ( α f , Pref ) for the store format f and there could also have an unobserved<br />

preference for the location, η gl . Formally, for a consumer <strong>in</strong> CBG g, the utility of shopp<strong>in</strong>g <strong>in</strong><br />

stores with format f <strong>in</strong> location l is:<br />

U = Uˆ+ η<br />

gfl gfl gl<br />

ˆ =− + + ln + + + (9)<br />

OF<br />

and U Tvl α comm α ( pr ) α N α , I α ,<br />

gfl gl MS l pr fl SA l f FA fl f Pref<br />

We assume i.i.d. Type 1 extreme value distribution for the preference shock so that the<br />

probability that a consumer <strong>in</strong> CBG g will shop <strong>in</strong> stores with format f <strong>in</strong> location l is given by<br />

the standard logit form:<br />

p<br />

=<br />

csr<br />

gfl F<br />

exp<br />

∑ ∑<br />

f '= 1 csr<br />

j∈Lg ( Uˆ<br />

gfl )<br />

exp(<br />

Uˆ<br />

gf ' j )<br />

where, the superscript ‘csr’ for the probability denotes that this is the choice probability of<br />

consumers. We put a cap on consumers’ choice set by specify<strong>in</strong>g that consumers may shop at<br />

12<br />

(10)

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