Tickets
Any day
Sunday, October 11 · typical odds for a Sunday (too early for a weather forecast) · issued Mon 12:00 AM ET · connections flying that day

Sun, Oct 11 looks like a normal day here: all 2 nonstops are 16–25% likely to arrive 15+ min late.

Nonstops that day

All 2 nonstops →
OH 5341 PSA PHL 10:31 GRR 12:36 16% 6% 1.5% no record
AA 5493 American flown by PSA Flight history → PHL 21:50 GRR 23:58 25% 11% 3.7% 73%

Best connections that day, one ticket

Ranked by chance you reach Grand Rapids on time, from each leg’s forecast for the day. Total trip = scheduled departure to arrival. Layovers up to 4 hours. Pick a connection for its 12-month details.

DeltaDetails → PHL 05:15 → ATL 07:19DL 1269 2h 31m Atlanta ATL 09:50 → GRR 11:44DL 2547 6h 29m 99% 87%
DeltaDetails → PHL 05:40 → MSP 07:20DL 2791 1h 05m Minneapolis MSP 08:25 → GRR 10:53DL 3990 · flown by SkyWest 5h 13m 95% 85%
UnitedDetails → PHL 06:00 → ORD 07:30UA 660 3h 07m Chicago ORD 10:37 → GRR 12:50UA 1297 6h 50m 100% 82%
DeltaDetails → PHL 11:36 → MSP 13:21DL 2688 2h 41m Minneapolis MSP 16:02 → GRR 18:26DL 1555 6h 50m 98% 79%
UnitedDetails → PHL 09:31 → ORD 10:49UA 1811 1h 51m Chicago ORD 12:40 → GRR 14:55UA 4598 · flown by GoJet 5h 24m 96% 74%
DeltaDetails → PHL 14:32 → ATL 16:40DL 2279 3h 14m Atlanta ATL 19:54 → GRR 21:51DL 2210 7h 19m 98% 72%
DeltaDetails → PHL 17:28 → DTW 19:15DL 1391 3h 40m Detroit DTW 22:55 → GRR 23:57DL 4880 · flown by Endeavor 6h 29m 92% 71%
DeltaDetails → PHL 12:02 → ATL 14:05DL 2270 1h 14m Atlanta ATL 15:19 → GRR 17:14DL 2058 5h 12m 90% 70%
Tight connection: often missed
DeltaDetails → PHL 18:57 → MSP 20:53DL 2594 47m Minneapolis MSP 21:40 → GRR 23:59DL 1711 5h 02m 67% 50%
AmericanDetails → PHL 19:54 → ORD 21:34AA 490 1h 13m Chicago ORD 22:47 → GRR 00:57 +1AA 3793 · flown by Envoy 5h 03m 66% 40%
UnitedDetails → PHL 19:08 → ORD 20:23UA 2665 1h 24m Chicago ORD 21:47 → GRR 23:49UA 1819 4h 41m 72% 32%
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 Sun, Oct 11 (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