MLS Round 17 mostly did what the model asked — until a few teams decided to improvise

The broad shape was right, even when the scorelines were not

This was one of those rounds where the model’s general read held up better than its exact answers. Fifteen ticks is a decent return, and it came from the same basic idea repeating itself: when the attacking edge was clear, Fipster usually found it; when the game tilted on an awkward scorer or a side refusing to follow the script, it got caught out. That is football’s way of saying thank you for your work and then moving the furniture around.

The cleanest success was Los Angeles FC against Sporting Kansas City. The model backed LAFC to win comfortably and leaned on Heung-Min Son Heung-min and Dénis Bouanga as the main threats. That part aged well. Both scored, Bouanga added another, and David Martínez Morales chipped in too. The pre-match call was basically that LAFC’s front line would have too much for a defence under pressure, and that is exactly how it played out. No need for detective work there; the obvious answer turned up wearing boots.

Where it went wrong: home comfort was overvalued in New York and Seattle

If one miss best summed up the round’s awkward side, it was Seattle against Portland. Fipster called for a home win and built around Jesús Ferreira, Albert Rusnák and Kristoffer Velde. Instead, Kevin Kelsy Genez did the heavy lifting for Portland with two goals, while Kamal Miller and Cole Bassett also scored. The model had the right Portland danger man in Kevin Kelsy, but it over-weighted Seattle’s midfield control and under-read how quickly the match could tilt once Portland started finishing chances. By full time, Seattle were chasing shadows and probably wishing shadows could defend better.

New York City FC against Chicago Fire was another reminder that attractive scoreline guesses are not the same thing as accurate ones. Fipster expected goals at both ends and looked to Nicolás Fernández, Hannes Wolf, Hugo Cuypers and Philip Zinckernagel for them. Only Nicolás Fernández came through from that group. The actual damage came from Joel Waterman, Axel Ojeda and Malachi Jones instead. That is the sort of miss that does not just lose a result; it changes who gets to feel clever afterwards.

The round belonged to familiar names — plus a few uninvited guests

The player story was fairly clear once you lined up the actual scorers against Fipster’s pre-match calls. Dénis Bouanga justified his billing again for LAFC, while Heung-Min Son Heung-min also delivered after being flagged before kick-off. Luis Suárez Díaz did likewise for Inter Miami, even if it took a penalty to settle things at CF Montreal. Kevin Kelsy Genez was perhaps the best example of a partial win: he was called, he scored twice, and he still managed to make Seattle’s afternoon look much worse than expected.

The misses mattered because they opened space for others. Joseph Paintsil scored for LA Galaxy without being called pre-match. Ashley Westwood turned up for Charlotte when New York Red Bulls were expecting their own forwards to do the talking. Marco Delgado and Heung-Min Son both scored in LAFC’s win over Galaxy’s city rivals’ rivals’ rivals — football does enjoy making simple things sound complicated — while Miguel Almirón Rejala added one late for Atlanta after New England had already done most of their work through Carles Gil de Pareja Vicent, Dor Turgeman and Luca Langoni. Those were the players who actually shaped the round; not always the ones Fipster had circled first.

What comes next is simple enough: keep trusting the strong attacking reads, but stay wary of tidy home narratives that look safer than they are.

Round 17 did not break the model so much as remind it where MLS likes to be mischievous. The good calls were good because they followed real scoring patterns; the bad ones were bad because they assumed those patterns would behave themselves for 90 minutes. They rarely do. Which is rude of them, but useful for everyone else.