Liverpool's 91-goal trio: a prediction built on data, not luck

In August 2026, in a small flat in Liverpool, I opened my personal blog and typed a sentence that would get me mocked for months: Mohamed Salah, Roberto Firmino and Sadio Mane would score at least 84 goals in all competitions for Liverpool in the 2026-18 season. I hit publish close to midnight. By the next morning my inbox was full of sneers. An attack that had never played a single competitive minute together, and I dared to put a specific number on it? Who gave me that right? By the end of the season those three had scored 91 goals. Salah 44, Firmino 27, Mane 20. The old post was picked up and republished by a new sports platform and drew 120,000 views in its first week. People call me reckless, but numbers have never learned how to lie. To understand why the number 84 looked insane at the time, remember that Liverpool had just finished the 2026-17 season fourth in the Premier League. Jurgen Klopp had only taken charge in October 2026 and had not yet had a full summer to buy exactly what he wanted. Mohamed Salah arrived in June 2026 from AS Roma for a fee reported by the English press at around 36.9 million pounds, a deal plenty of writers saw as a gamble, because the Egyptian forward had failed to hold down a place at Chelsea between 2026 and 2026. Sadio Mane had come from Southampton in 2026 for around 34 million pounds. Roberto Firmino had come from Hoffenheim in 2026 for around 29 million pounds. Three men, three different windows, three different recruitment routes, who had never stood together in a full tactical session. The record of each man at the time said plenty. Salah at Roma in 2026-17 scored 15 goals in Serie A and around 19 in all competitions, with a shot volume that rose steadily month by month. Mane at Southampton was a winger who could play either flank, with top-end speed and the ability to finish first-time inside the box. Firmino at Liverpool in 2026-17 scored around 12 goals in all competitions, but his real value lay in the number of ball recoveries in the opponent's final third, the kind of thing a standard stats sheet cannot measure. That is why I did not simply add the three men's goals together and multiply. I rebuilt the model from three variables: the volume of chances Klopp's system created per match, each player's average conversion rate over the previous two seasons, and the projected number of matches across all competitions. Liverpool's 2026-18 season included the Premier League, the League Cup, the FA Cup and the UEFA Champions League, meaning more than fifty games if they went deep. Add Klopp turning high pressing into an everyday habit, and the number of quality chances for the attack rose sharply. Add penalties, the source of goals most people forget when they make predictions. I also split the season into blocks of ten matches and gave each block its own expectation, because the fixture lists of September and December are nothing alike. The Christmas period in England is where attacks get worn down, while February and March are when big clubs open up in Europe. Add the goals up evenly across a season and you miss the fact that these three could score a third of their total inside the first six weeks. One geometric detail made me more confident than anything else. Salah liked to start on the right and cut inside on his left foot. Mane liked to start on the left and drive inside on his right. Firmino dropped deep like a false nine, dragging centre-backs out of position and releasing the two runners. Those three trajectories did not overlap; they locked together like gears. I saw something in them before the rest of the world turned its head. Based on my experience watching matches in England across nearly half a century, an attack only breaks when three players fight for the same space. Liverpool's trio shared three different spaces. That was the foundation that let me put down the number 84, instead of a vague line about this attack being strong. In England nobody is forgiven just because they were right once. Football media here runs on the pulse of scepticism. When I published the number 84, the first reaction was not a debate about the model but a question about standing: what right did a man of Vietnamese origin living in Liverpool have to judge the attack of an English club. I chose to answer with data, not emotion. Every week I updated the trio's actual goals and compared them with the original projection line, in public, on the blog. The 2026-18 season unfolded exactly along the projected line, except it went far beyond it. Salah finished the Premier League with 32 goals, won the Golden Boot and set a scoring record for a 38-game season. Firmino ended the campaign on 27 goals, Mane on 20. Liverpool reached the 2026 Champions League final in Kyiv and lost 3-1 to Real Madrid, a match in which Salah had to leave the pitch early after a collision with Sergio Ramos. The number 91 is not a lucky number; it is the destination of a plan. But if this were only a success story it would be worth nothing. The more honest part is that I could have been wrong, and at one point I nearly was. The number 84 was a floor, not a ceiling, which made it safer than its reckless appearance suggested. If Salah had suffered a long-term injury in November, the model would have collapsed at once, because the whole structure rested on the assumption that the three would play at least forty matches together. A bet that lands does not prove the bet was calculated perfectly. It only proves that I guessed right once. The biggest trap for a football writer is turning one correct call into a permanent method. I have reminded myself of that many times. Data does not kill emotion. It gives emotion a frame. That frame can look beautiful one season and crooked the next, because football changes faster than any spreadsheet. I was once wrong about the 2026 World Cup. And that is the most expensive lesson I own. In the round of sixteen, in the Croatia versus Denmark match, I mispronounced the name of midfielder Ivan Rakitic three times in a row on air. I spent the following month rewatching footage and counting the passing numbers of Croatia's midfield: Luka Modric, Ivan Rakitic and Marcelo Brozovic completed around 89 per cent of their passes in the knockout rounds. I wrote a piece arguing against myself, analysing why Croatia reached the final. Since then I have not allowed myself to mispronounce a player's name, and I do not state a number I have not checked myself. That experience also shaped how I view refereeing decisions. VAR reviews that run too long are shredding the rhythm of matches. Two minutes of waiting is enough to cool a goal that has just blown a stadium apart. A tool created to reduce errors is producing a different kind of loss, a loss of emotion and of the flow of the game. I am not asking for VAR to be scrapped. I am asking for a hard time limit, because accuracy should not be paid for with paralysis. There is one more variable my 2026 model did not account for, and it only became visible later: factors off the pitch. Congested calendars, broadcast money, crowds, and disease. Home advantage is no longer a fortress. The pandemic proved it when matches were played in empty stadiums and home advantage all but evaporated. A football writer who analyses only tactics while ignoring economic and social pressure has done half the job. Looking back, the number 91 is worth more than a prophecy that came true. It taught me that a prediction is only credible when it comes with a mechanism that can be tested, and a mechanism is only credible when the writer dares to say where it might break. Football waits for nobody. It waits only for those willing to ask questions, and to pay the price when the answer is wrong. A major tournament season is coming, and I will again put specific numbers on some attack. If I am right, I will show exactly where the mechanism was right. If I am wrong, I will sit down with the footage as I did in 2026. The one thing I will not allow myself to do is write a safe sentence so that I never have to correct it.