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Marcus Vale · 30 July 2026
Last updated 1 August 2026. Derby host Lincoln City in the first round of the Carabao Cup on Saturday 8 August, and with prediction data now available we can move beyond general impressions and actually interrogate what the numbers are telling us. The headline is straightforward enough: Derby are favourites at home, as they should be. The interesting thing is that the underlying data complicates that narrative considerably, and in ways that matter for how you approach this fixture.
Over their last ten home matches, Derby have won five, drawn none and lost one, which gives them a win rate of 83 percent at Pride Park across that sample. Their goals for stands at nine and goals against at three, and the clean sheet percentage of 66.7 percent is the kind of figure most Championship managers would be delighted with. On the surface, this is a team that defends well and wins games at home. That much is real.
What the data actually shows, though, is that Derby's underlying performance at home is even better than the results suggest. Their xG for across the last ten home games sits at just 3.55, which against a goals tally of nine means they have been finishing significantly above expectation. Their xG against over the same period is 0.46. That is not a typo. Zero point four six expected goals conceded across ten home matches means Derby are either pressing with extreme efficiency at home or defending in a very compact low-block shape that denies opponents even the possibility of a shot. Most likely it is a combination of structured pressing and disciplined defensive shape, because those two figures together are genuinely exceptional.
The caveat I would place against all of this is the momentum slope. Derby's home form shows a slope of minus 0.6 over the last five games, which is a meaningful negative trend. They have won four of their last five at home, but the quality of performance as measured across the sample has been declining. That is worth noting before you treat the home record as a rubber stamp.
This is a home game for Derby, so you might wonder why their away form is relevant. The answer is that overall form gives you a fuller picture of a team's current level, and Derby's last five across all contexts reads W-L-W-L-L, which is a 2-3 record with seven goals scored and eight conceded. The xG figures away from home are particularly striking: 4.09 for and 4.93 against over their last five away fixtures. That tells you Derby are involved in open, high-volume games when they travel, which is a complete structural contrast to their home performances where they appear to sit in a much tighter defensive shape and build from a lower block.
The over 2.5 percentage in Derby's last five overall is 80 percent, and BTTS is also at 80 percent. Both of those figures are almost entirely driven by their away performances, because at home over the last five games those numbers drop to 20 percent each. The home context is where Derby are a genuinely low-scoring, low-conceding unit. And that is the problem for anyone looking for goals in this fixture.
Our model gives Under 2.5 goals a 52.4 percent probability in this fixture, which the market at Grosvenor is pricing at an implied 47.2 percent. That is an edge of 5.2 percentage points, which is small but real, and the best available odds on the Under 2.5 line across the board come in at 2.12 with Grosvenor. The structural case for the under is rooted entirely in Derby's home record. An xG against of 0.46 across ten home games is the strongest single data point in this entire sheet. Lincoln City, who will be away from home and facing a side that suppresses space and restricts opponents to very little, are going to have to manufacture chances against a backline that simply has not been breached in any meaningful sense at Pride Park.
Derby's home shots per game of 18.5 is also interesting, because it is high volume but their shots on target per game sits at only 4.5, which means a lot of their attacking play is coming from distance or wide angles rather than central, high-quality positions. That is consistent with a team that controls games at home but does not necessarily flood the opposition box with clear-cut chances. Derby should score. The question is whether Lincoln can, and the data suggests probably not.
We have no Lincoln City form data in the current sheet, which is a genuine limitation and I want to be transparent about that. The model has produced an interesting signal though: it gives Lincoln City a 39.4 percent probability of winning this match, while the market is implying only 29.4 percent. That is a 10 percentage point model edge, which is large. The best available price on a Lincoln win is 3.4 with Coral and Ladbrokes.
I would not chase that signal without understanding more about Lincoln's current squad and form, because a 39 percent win probability for an away side in a Carabao Cup first round tie feels high unless the model is picking up on something about squad depth or rotation that the raw home form does not capture. Derby may well rest players, and Lincoln may come in with a stronger lineup than usual. That is the kind of context that can flip a fixture. Without Lincoln's form data to cross-reference, the confidence on the outright is appropriately flagged at only 39, and I am treating the Lincoln win signal as something to monitor rather than act on immediately.
The signal I find most grounded in the available data is Under 2.5 goals at 2.12 with Grosvenor. The structural case is clear: Derby's home xG against is exceptional, the Carabao Cup context typically suppresses scoring, and the market edge, while modest at 5.2 percent, is pointing in the right direction. BTTS No at 2.20 with bet365 is the correlated play, rated at 49.4 percent by the model against a market implied probability of 45.5 percent. If Derby win without Lincoln scoring, both land together, which is the most likely single scenario given the home underlying data.
Neither signal is a high-confidence swing. Both are disciplined plays at reasonable odds in a market where the data genuinely supports the selection. Sample size on Derby's home defensive record is ten games, which gives it more weight than a three-game snapshot, and that xG against figure of 0.46 is the number I keep coming back to. It anchors the under case more firmly than any other single data point in the sheet.
No injury data is currently available in the system for either side, which is not unusual at seven days out for a League Cup fixture. This is an area to revisit as the week progresses, particularly around whether Derby rotate their first-choice defensive unit. If the backline that has produced that 0.46 xG against at home is rested for this tie, the under case weakens. If it stays largely intact, the case holds.
