Tickets
Any day
Saturday, October 10 · typical odds for a Saturday (too early for a weather forecast) · issued Mon 4:00 PM ET · connections flying that day

Sat, Oct 10: UA 2368 at 10:57 is the safest bet, 13% chance of being 15+ min late; the others run 30%.

Nonstops that day

All 2 nonstops →
UA 2368 United Flight history → DEN 10:57 MSN 14:07 13% 4% 0.5% 86%
UA 1894 United Flight history → DEN 18:00 MSN 21:16 30% 8% 0.6% 71%

Best connections that day, one ticket

Ranked by chance you reach Madison on time, from each leg’s forecast for the day. Total trip = scheduled departure to arrival (Madison is 1 h ahead of Denver). Layovers up to 4 hours. Pick a connection for its 12-month details.

DeltaDetails → DEN 05:45 → ATL 10:44DL 341 1h 09m Atlanta ATL 11:53 → MSN 12:54DL 2681 6h 09m 96% 85%
DeltaDetails → DEN 16:08 → MSP 19:15DL 2271 2h 09m Minneapolis MSP 21:24 → MSN 22:31DL 1599 5h 23m 98% 85%
DeltaDetails → DEN 06:00 → MSP 09:00DL 1129 1h 12m Minneapolis MSP 10:12 → MSN 11:19DL 4102 · flown by SkyWest 4h 19m 97% 84%
AmericanDetails → DEN 07:01 → ORD 10:45AA 2771 3h 14m Chicago ORD 13:59 → MSN 15:05AA 4038 · flown by Envoy 7h 04m 98% 82%
AmericanDetails → DEN 10:46 → ORD 14:21AA 2559 2h 58m Chicago ORD 17:19 → MSN 18:34AA 3953 · flown by Envoy 6h 48m 100% 77%
DeltaDetails → DEN 14:10 → ATL 19:16DL 706 2h 16m Atlanta ATL 21:32 → MSN 22:38DL 2144 7h 28m 96% 77%
UnitedDetails → DEN 07:44 → ORD 11:21UA 1928 2h 53m Chicago ORD 14:14 → MSN 15:10UA 1595 6h 26m 100% 75%
UnitedDetails → DEN 06:00 → ORD 09:42UA 1377 3h 08m Chicago ORD 12:50 → MSN 13:44UA 2349 6h 44m 99% 72%
Tight connection: often missed
AmericanDetails → DEN 13:21 → CLT 18:40AA 1662 1h 02m Charlotte CLT 19:42 → MSN 20:59AA 1426 6h 38m 68% 45%
How these are worked out. Each flight’s odds are our forecast for that day (typical odds until the weather forecast covers it); flights of airlines we don’t forecast yet use their 12-month record and are marked. Makes the connection: the first flight’s 12-month lateness curve, scaled so its chance of arriving 15+ min late matches the day’s forecast, at the layover minus the 45-minute minimum (90 on separate tickets). Arrives on time: first flight not cancelled × connection made × second flight not cancelled × second flight within 15 minutes, each from the day’s forecast.

About this data: forecast odds from our model for Sat, Oct 10 (newest published update); 12-month records from US DOT on-time data, Aug 2025 – Jul 2026, all US airlines; regional flights count under the airline that sells them. JSON