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Analysis of Sales Promotion Effects on Household Purchase Behavior

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8.3 Testing the Hypotheses Relating Product Category Characteristics<br />

with <str<strong>on</strong>g>Sales</str<strong>on</strong>g> <str<strong>on</strong>g>Promoti<strong>on</strong></str<strong>on</strong>g> Reacti<strong>on</strong> Mechanisms<br />

Prior research has shown that not all sales promoti<strong>on</strong> reacti<strong>on</strong> mechanisms occur to the same<br />

degree across all categories. The findings from the previous secti<strong>on</strong> support this across<br />

category difference in promoti<strong>on</strong>al resp<strong>on</strong>se. Linking these differences with some important<br />

product category characteristics might lead to meaningful insights. We therefore try to explain<br />

the differences found in the previous secti<strong>on</strong> using the category characteristics discussed in<br />

Secti<strong>on</strong> 4.3. Testing the derived hypotheses will be impossible because <str<strong>on</strong>g>of</str<strong>on</strong>g> the limited<br />

number <str<strong>on</strong>g>of</str<strong>on</strong>g> categories included in this research. Therefore <strong>on</strong>ly tentative c<strong>on</strong>clusi<strong>on</strong>s will be<br />

drawn.<br />

First, we need to determine the value <str<strong>on</strong>g>of</str<strong>on</strong>g> the category characteristics for each <str<strong>on</strong>g>of</str<strong>on</strong>g> the<br />

indicators menti<strong>on</strong>ed in Secti<strong>on</strong> 4.3. Table 8.3 c<strong>on</strong>tains the results <str<strong>on</strong>g>of</str<strong>on</strong>g> this process. Besides<br />

the estimated size <str<strong>on</strong>g>of</str<strong>on</strong>g> the indicators, also the ranking <str<strong>on</strong>g>of</str<strong>on</strong>g> each <str<strong>on</strong>g>of</str<strong>on</strong>g> the categories is included in<br />

Table 8.3. The categories are ordered according to their overall promoti<strong>on</strong>al utilizati<strong>on</strong><br />

(last column). Most <str<strong>on</strong>g>of</str<strong>on</strong>g> the product category characteristics can be derived objectively,<br />

using either data from the households themselves or causal data. Some ratings are copied<br />

from other studies incorporating the same category characteristics. Impulse rating and<br />

storability are partly derived based <strong>on</strong> subjective arguments. The last row c<strong>on</strong>tains the<br />

Spearman rank correlati<strong>on</strong> coefficients between the category characteristics and<br />

promoti<strong>on</strong>al utilizati<strong>on</strong>. Next, the derivati<strong>on</strong>s <str<strong>on</strong>g>of</str<strong>on</strong>g> (rankings <str<strong>on</strong>g>of</str<strong>on</strong>g>) category characteristics will<br />

be discussed in detail.<br />

The average price level per modal unit size is derived using purchase data from<br />

the households (e.g., Bell et al. (1999)). The modal unit-size is defined as the unit-size that<br />

is purchased most <str<strong>on</strong>g>of</str<strong>on</strong>g>ten. A sec<strong>on</strong>d indicator for the product category price level is the<br />

average dollar spent per purchase occasi<strong>on</strong> (Fader and Lodish (1990)). This price level can<br />

also be easily determined using purchase data. Note from Table 8.3 that the two price<br />

indicators lead to different, though similar rankings <str<strong>on</strong>g>of</str<strong>on</strong>g> the product categories.<br />

165

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