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134<br />

Yao-Yi Fu, Am<strong>and</strong>a K. Cecil, Suosheng Wang, Sotiris H. Avgoustis<br />

For the 24 items, the test statistic for sphericity is large (12775.330) which is statistically<br />

significant at 0.001. The KMO measure <strong>of</strong> sampling adequacy <strong>of</strong> these variables was 0.943.<br />

The communality ranges from .406 to .784. Four factors were extracted from the factor<br />

analysis, explaining a total variance <strong>of</strong> 60.66%. These four factors were labeled as “Overall<br />

Urban L<strong>and</strong>scape” (F1); “Leisure Services” (F2); “Hospitality Services” (F3); <strong>and</strong><br />

“Transportation Related” (F4). In terms <strong>of</strong> these factors’ summated mean scales, “Leisure<br />

Services” (F2) obtains the lowest mean scale <strong>of</strong> 2.02. The second lowest rated factor is<br />

“Hospitality Services” (F3) at 2.11, followed by F1 “Overall Urban L<strong>and</strong>scape” (F1) at 2.55,<br />

<strong>and</strong> finally “Transportation Related” (F4) at 2.60. In other words, “Leisure Services” (F1)was<br />

perceived most favorably by the Indianapolis residents, <strong>and</strong> “Transportation Related” (F4)<br />

as least favorable.<br />

PREDICTING OVERALL ATTRACTIVENESS WITH CITY SERVICE FACTORS<br />

In conducting the regression analysis, a composite variable labeled as “Indianapolis’ attractiveness<br />

as a cultural tourism destination” was created representing a cluster <strong>of</strong> five items measuring<br />

Indianapolis’ overall attractiveness as a cultural tourism destination, i.e. “I underst<strong>and</strong> the<br />

concept <strong>of</strong> ‘cultural tourism’,” “Indianapolis has the potential to succeed as a cultural tourism<br />

destination,” “Indianapolis is an attractive destination for all <strong>visitors</strong>,” “I enjoy the cultural<br />

attractions the city has to <strong>of</strong>fer,” <strong>and</strong> “<strong>visitors</strong> will enjoy the cultural attractions the city has<br />

to <strong>of</strong>fer.” This composite variable was treated as a dependent variable in the regression model.<br />

Reliability test was conducted to measure the Cronbach’s Alpha which is .836, indicating a<br />

high internal consistency among these items. Independent variables used for the regression<br />

analysis are the four factors extracted from the city service items.<br />

As illustrated in Table 4, the regression equation model in predicting Indianapolis’ attractiveness<br />

as a cultural tourism destination indicates an adjusted R 2 <strong>of</strong> 0.317, which means that 31.8%<br />

<strong>of</strong> the total variance in the dependent variable can be explained by the independent variables<br />

in the model. The F-ratio <strong>of</strong> 110.27 is significant (Prob.< 0.01), indicating that there is a small<br />

possibility that the result <strong>of</strong> the equation model occurred by chance. The degree <strong>of</strong> variable<br />

collinearity is considered acceptable with the variance inflation (VIF) less than 10. All the t<br />

values for the partial correlations are statistically significant at the level <strong>of</strong> 0.001. As a result,<br />

all the four factors are found to be significant in predicting Indianapolis’s overall attractiveness<br />

as a cultural tourism destination.<br />

Table 4. Predicting Indianapolis’s Potential to Succeed as a Cultural Tourism Destination<br />

Sum <strong>of</strong> Squares df Mean Square F Sig.<br />

Regression 217.76 4 54.44 110.27 .001<br />

Residual 463.59 939 .49<br />

Total 681.35 943<br />

R 2 =.320, Adjusted R 2 = .317<br />

Tourism Today - Fall 2007 - Full Paper

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