Category Specification N R2 Adj_R2 AIC Vars (total) Vars (p<.05)
0 Winsorization Raw OLS 2861 0.0937 0.0911 9645.0 9 7
1 Winsorization Winsorized (1%/99%) 2861 0.0948 0.0923 9576.5 9 7
2 Winsorization Trimmed (1%-99%) 2804 0.0999 0.0973 9169.3 9 8
3 Winsorization Log(price) OLS 2861 0.1005 0.0980 -760.3 9 7
4 Winsorization Median Regression 2861 NaN NaN 9 7
5 Room Type Full Sample 2861 0.0937 0.0911 9645.0 9 7
6 Room Type Apartment 71 0.1858 0.0953 255.7 8 1
7 Room Type Cabin/Chalet 609 0.1004 0.0899 1856.8 8 3
8 Room Type Condo 220 0.1815 0.1544 779.2 8 2
9 Room Type House 534 0.1332 0.1217 1751.7 8 3
10 Room Type Other 476 0.1511 0.1384 1625.4 8 3
11 Room Type Rental unit 951 0.1258 0.1193 3237.8 8 5
12 Price Segment Full Sample 2861 0.0937 0.0911 9645.0 9 7
13 Price Segment Budget (<$100) 455 0.1116 0.0956 169.7 9 3
14 Price Segment Luxury ($400-1000) 226 0.1578 0.1268 7.9 9 3
15 Price Segment Moderate ($100-200) 879 0.0991 0.0908 -466.4 9 5
16 Price Segment Premium ($200-400) 616 0.0827 0.0706 -360.6 9 2
17 Price Segment Ultra-Luxury (>$1000) 685 0.1518 0.1418 1240.6 9 4
18 Location Controls No location 2861 0.0937 0.0911 9645.0 9 7
19 Location Controls city FE 2861 0.1640 0.1501 9491.8 48 22
20 Location Controls Coordinates 2857 0.1137 0.1106 9571.7 11 8
21 Location Controls Spatial clusters 2857 0.1483 0.1402 9492.0 28 10
22 Location Controls Spatial lag 2857 0.1530 0.1503 9440.3 10 8
23 Host Type All hosts 2861 0.0820 0.0797 9679.7 8 5
24 Host Type Superhosts 1645 0.0769 0.0729 5225.6 8 5
25 Host Type Non-superhosts 1216 0.0841 0.0787 4356.0 8 4