Table 2 Results of SAR models.

From: Touristification and retail diversity: theory and evidence

 

Model 1 – baseline model

Model 2 – SAR model

Model 3 – SAR model

Model 2 – robustness test model

Dep. Var.

ln(\({m}_{k,t}\))

ln(\({m}_{k,t}\))

ln(\({m}_{k,t}\))

ln(\({m}_{k,t}\))

Clustering

k-means (50 clusters)

k-means (50 clusters)

k-means (50 clusters)

DBSCAN (85 clusters)

Constant

−1.158 (−0.419)

−22.744 (−1.874)a

−21.193 (−1.764)a

−28.439 (−3.949)c

Shop Area, \({\mathrm{ln}(S}_{k,t})\)

0.221 (5.436)c

2.499 (2.002)b

2.472 (1.989)b

3.055 (3.638)c

Household Income, \({\mathrm{ln}(E}_{k})\)

0.154 (1.220)

0.155 (1.234)

0.139 (1.129)

0.232 (2.572)b

Hotel Occupancy\(,\,{\mathrm{ln}(H}_{k,t})\)

−0.014 (−0.659)

0.224 (1.695)a

0.208 (1.595)

0.263 (3.328)c

\({\mathrm{ln}(S}_{k,t})\times \,{\mathrm{ln}(H}_{k,t})\)

 

−0.025 (−1.826)a

−0.025 (−1.812)a

−0.030 (−3.224)c

Fixed Time Effect

Yes

Yes

No

Yes

Adj R-sq

0.21

0.22

0.23

0.50

No. of Obs.

174

174

174

208

  1. a, b, c represent 10, 5 and 1% significance levels. Figures in parentheses are t-statistics.