https://arrs.run/TB_Mara.htmAverage Race Time Bias- Marathons
Values shown for each marathon are calculated based on the elite runner's performances. For mixed races, the men's and women's RTB values are averaged. The values are given in seconds and represent how much faster (negative values) or slower (positive values) an elite runner would be expected to run at each race.
-90.5 +Paris (FRA)
-81.0 +Berlin (GER)
-79.2 +Debno (POL)
-76.4 +Marrakech (MAR)
-67.6 +Dubai (UAE)
-67.3 +Turin (ITA)
-66.8 +Italia (Carpi ITA)
-62.3 +Milano (ITA)
-60.3 +Seoul International (KOR)
-58.2 +Amsterdam (NED)
-55.1 +Beijing (CHN)
-53.4 +Hamburg (GER)
-52.0 +Lala (Torreon MEX)
-51.5 +Rotterdam (NED)
-49.1 +Osaka Women's (JPN)
-48.9 +Houston (TX/USA)
-47.3 +Frankfurt (GER)
-46.7 +London (ENG)
-46.0 +Köln (GER)
-44.4 +Rome (ITA)
-43.2 +Eindhoven (NED)
-26.5 +Vienna City (AUT)
-17.4 +Reggio Emilia (ITA)
-14.3 +Reims (FRA)
-13.8 +Chicago (IL/USA)
-11.0 +Venice (ITA)
-9.9 +Toronto Waterfront (ON/CAN)
-9.0 +Tokyo International (JPN)
-8.6 +Ottawa (ON/CAN)
-8.5 +Los Angeles (CA/USA)
-7.7 +Biwa-ko (Otsu JPN)
-2.3 +Nagoya Women's (JPN)
-1.3 +Yokohama Women's (JPN)
+2.9 +Fukuoka (JPN)
+8.0 +California Int'l (Sacramento CA/USA)