Thursday, May 14, 2026

2025 Adjusted Pythagorean Record: SEC

Last week we looked at how SEC teams fared in terms of yards per play. This week, we turn our attention to how the season played out in terms of the Adjusted Pythagorean Record, or APR. For an in-depth look at APR, click here. If you didn’t feel like clicking, here is the Reader’s Digest version. APR looks at how well a team scores and prevents touchdowns. Non-offensive touchdowns, field goals, extra points, and safeties are excluded. The ratio of offensive touchdowns to touchdowns allowed is converted into a winning percentage. Pretty simple actually.

Once again, here are the 2025 SEC standings.
And here are the APR standings with conference rank in offensive touchdowns, touchdowns allowed, and APR in parentheses. This includes conference games only with the championship game excluded.
Finally, SEC teams are sorted by the difference between their actual number of wins and their expected number of wins according to APR.
I use a game and a half as a somewhat arbitrary standard to determine which teams over or underachieved relative to their APR. By that standard, three SEC teams (Texas, Ole Miss, and Oklahoma) overachieved, while two underachieved (Mississippi State and Arkansas). If you'll recall, there were a lot of SEC teams that over or underachieved relative to their Net YPP as well. Texas and Ole Miss double-dipped as overachievers, while Arkansas underachieved based on both metrics. We went over some reasons for their over and underachievement last week, so we won't rehash them here. Oklahoma allowed the fewest touchdowns in SEC play, but only scored one more touchdown than they allowed. The Sooners were 4-1 in one-score SEC games, propelling them to an at-large CFP bid. Meanwhile, Mississippi State allowed the most touchdowns in SEC play and despite an improved offense in Jeff Lebby's second season, could not string together enough close wins (1-3 in one-score SEC games) to finish with a winning record for the first time since Mike Leach's passing

Unbalance My Schedule
One major consequence of conference realignment/expansion, especially in the Power 4, has been the stratification of schedules. With 16, 17, and even 18 team leagues, an eight or nine-game league schedule means teams don't play nearly half the teams in their conference. It sucks for fans to lose certain annual rivalry games, but it also means teams can play wildly divergent schedules. All 7-1 records in the SEC are not created equal as we shall soon see. 

One way to retroactively determine a team's conference strength of schedule is to look at the cumulative conference record of their opponents. Lets use 2025 Texas A&M as an example. Below are the eight SEC teams they faced, along with their conference record. 
That seems like a pretty easy schedule. Half their conference games came against teams that finished either 1-7 or 0-8 and they did not face a team that finished with a winning conference record until their regular season finale against Texas. Is looking at opponent's record the best metric for rating strength of schedule? Probably not. We should probably use a power rating like SRS or SP+, but with those metrics, it is not always intuitive how large the difference is between two schedules. Plus conference record is easier to calculate. One final note before we move on. Texas A&M did go 7-1 against that schedule, so we need to remove those games from their opponent's record (the Aggies should't be penalized for winning those games). Once we remove the games against Texas A&M, their opponent's conference record improves to 17-39. Still, a pretty easy schedule, but how easy was it? Read on to find out. 

The latest era of conference realignment/expansion, at least for the Power 4, has only existed for two seasons and coincides nicely with the expanded twelve team College Football Playoff. With that in mind, I wanted to determine which teams in the Power 4 had the easiest and hardest schedules of the past two seasons. We'll go through each Power 4 conference and give the top three hardest and top three easiest schedules (including ties) for each league beginning with the ACC. First up, the hardest ACC schedules from the past two seasons. 
One season after playing for the ACC title, Louisville and Florida State faced difficult slates in 2024. Louisville's three ACC losses, all came by a single score, so with some better luck or a better draw from the schedule makers, the Cardinals could have returned to the ACC Championship Game. Meanwhile, Florida State picked a bad time to have a tough schedule. A more manageable slate would likely have produced a more mediocre record and not put Mike Norvell on the hot seat. Finally, the Hokies had big expectations in 2024 after closing strong in 2023, but a tough schedule put Brent Pry on the hot seat and dampened the vibes around the program. 

Here are the easiest ACC conference schedules from the past two seasons. 
North Carolina got to a bowl game on Mack Brown's final season thanks to a Charmin soft ACC schedule. Their three ACC wins came against teams that finished a combined 6-18 in conference play (Florida State, Virginia, and Wake Forest). That same year, Clemson rode a soft ACC schedule to the ACC Championship Game and subsequent CFP appearance. The Tigers faced one ACC team that finished with a winning conference record (Louisville) in the regular season and lost that game. The schedule stiffened somewhat in 2025, but not by much, and despite a preseason top ten ranking, Clemson proved they were paper tigers. Cal had an easy conference schedule in 2024, but didn't make much hay with it, finishing 2-6 in ACC play. 

Next up, the hardest Big 10 schedules from the past two seasons. 
Everyone knew Wisconsin's 2025 campaign was going to be difficult and everyone was right. Luke Fickell is still coaching the Badgers, but DeShaun Foster was ultimately not able to survive his team's rugged schedule in UCLA's first season in the Big 10. Washington also had to acclimate to a tough schedule along with extended travel in their first season in the Big 10. And finally, the schedule makers did no favors for Barry Odom in his first season at the helm in West Lafayette. 

Contrast those with the easiest Big 10 schedules from the past two seasons. 
Before they became champions in 2025, the Hoosiers put up a gaudy record against an inferior schedule in 2024. Seven of Indiana's eight Big 10 wins in 2024 came by double digits, but all seven of those wins came against teams that finished with a losing conference record. Rutgers also faced seven Big 10 teams that finished with a losing conference record in 2024, but the Scarlet Knights still finished below .500 in Big 10 play as they have in each of their twelve seasons in the league. Iowa also faced seven Big 10 teams that finished with a losing conference record in 2024, but somehow managed to lose to two of them (Michigan State and UCLA). 

Here are the hardest Big 12 schedules from the past two seasons. 
Kansas was unable to follow up back to back bowl appearances in 2022 and 2023 with another postseason trip thanks to a loaded Big 12 schedule that saw them face the four teams that finished tied for first (Arizona State, BYU, Colorado, and Iowa State) along with four other teams that finished with a winning Big 12 record. Their lone reprieve came against Houston, a team they dismantled by four touchdowns. The Jayhawks actually beat three of the four teams that finished tied for first in consecutive weeks in November to put them in position to get to a bowl game. Cincinnati, Baylor, and Oklahoma State also faced stiff tests in 2024. The Bears were the only one that qualified for a bowl game. And finally, Colorado's schedule went from easy to hard and with key losses to the NFL Draft, the Buffaloes returned to the bottom of the Big 12 standings. 

And here are the easiest Big 12 schedules from the past two seasons. 
The easiest Big 12 schedules all occurred in 2024. The three teams with the second and third easiest schedules (Arizona State, BYU, and Colorado) finished tied for first in the regular season with Arizona State advancing to the Big 12 Championship Game and ultimately, the CFP. TCU actually had the easiest conference schedule in 2024 and the Horned Frogs finished a game behind that trio and Iowa State. 

Now we come to the conference that inspired this post, the SEC. Here are the hardest SEC schedules from the past two seasons. 
South Carolina felt they were snubbed from a CFP appearance in 2024 and went into 2025 with reasonably high expectations. The Gamecocks faced five teams that finished at least 6-2 or better in the SEC (Alabama, Oklahoma, Ole Miss, Texas A&M, and Vanderbilt), with four coming in consecutive weeks to close the season. Oklahoma had a rough adjustment to SEC play in 2024 as they faced seven teams that finished with a winning conference record. That same year, Mississippi State went winless in the SEC in their first season under Jeff Lebby as they faced six teams that finished with a winning conference record. 

And here are the easiest SEC schedules from the past two seasons. Spoiler alert, the aforementioned Aggies are easily number one. 
Texas A&M was not the only SEC team that rode an easy schedule to a CFP bid. While not as pronounced, Ole Miss also enjoyed an easy SEC schedule in 2025. The Rebels did have to play two good teams (Georgia and Oklahoma) instead of the one good team Texas A&M got. The previous season, Tennessee also quietly road an easy schedule to a CFP bid. The Volunteers split their games against Alabama and Georgia, but did not face another SEC team that finished with a winning conference record. Missouri also had a easy schedule in 2024, but the Tigers lost all three games they played against SEC teams that finished with a winning record. 

Can we draw any conclusions from this analysis of schedules or this a cute quirky stat that doesn't mean much? I think retroactively looking at schedules can be highly beneficial and it may even provide some gambling insight. Consider the expanded CFP is two years old. 24 individual bids have been awarded. The power conferences have accounted for 21 of those bids. By my estimation, roughly 6 of those bids (nearly 30%) can be significantly attributed to weak schedules. For the two conferences that have and likely will continue to receive the lion's share of at-large bids (Big 10 and SEC), four teams have parlayed easy conference schedules into gaudy records and CFP bids (Indiana and Tennessee in 2024 and Ole Miss and Texas A&M in 2025). In the other two power conferences, Arizona State and Clemson qualified for their respective conference title games in 2024 and won them to secure automatic bids to the  CFP thanks to easy conference schedules. In addition, those six teams are 1-5 straight up and 2-4 ATS in their first CFP game. Overall, they are 2-6 straight up and 4-4 ATS, with Ole Miss accounting for all the wins and three of the covers. Keep this in mind when handicapping the 2026 CFP in December. 

Thursday, May 07, 2026

2025 Yards Per Play: SEC

Welcome to May and the home stretch of our conference reviews. This week it all goes south when we examine the SEC.

Here are the 2025 SEC standings.
So we know what each team achieved, but how did they perform? To answer that, here are the Yards Per Play (YPP), Yards Per Play Allowed (YPA) and Net Yards Per Play (Net) numbers for each SEC team. This includes conference play only with the championship game not included. The teams are sorted by Net YPP with conference rank in parentheses.
College football teams play either eight or nine conference games. Consequently, their record in such a small sample may not be indicative of their quality of play. A few fortuitous bounces here or there can be the difference between another ho-hum campaign or a special season. Randomness and other factors outside of our perception play a role in determining the standings. It would be fantastic if college football teams played 100 or even 1000 games. Then we could have a better idea about which teams were really the best. Alas, players would miss too much class time, their bodies would be battered beyond recognition, and I would never leave the couch. As it is, we have to make do with the handful of games teams do play. In those games, we can learn a lot from a team’s YPP. Since 2005, I have collected YPP data for every conference. I use conference games only because teams play such divergent non-conference schedules and the teams within a conference tend to be of similar quality. By running a regression analysis between a team’s Net YPP (the difference between their Yards Per Play and Yards Per Play Allowed) and their conference winning percentage, we can see if Net YPP is a decent predictor of a team’s record. Spoiler alert. It is. For the statistically inclined, the correlation coefficient between a team’s Net YPP in conference play and their conference record is around .66. Since Net YPP is a solid predictor of a team’s conference record, we can use it to identify which teams had a significant disparity between their conference record as predicted by Net YPP and their actual conference record. I used a difference of .200 between predicted and actual winning percentage as the threshold for ‘significant’. Why .200? It is a little arbitrary, but .200 corresponds to a difference of 1.6 games over an eight game conference schedule and 1.8 games over a nine game one. Over or under-performing by more than a game and a half in a small sample seems significant to me. In the 2025 season, which teams in the SEC met this threshold? Here are SEC teams sorted by performance over what would be expected from their Net YPP numbers.
There were a lot of teams in the SEC in 2025 that saw their actual record differ significantly from their expected record based on YPP. A magnificent seven teams (44% of the conference) had a difference of at least .200 between their actual and expected record. The quartet of Alabama, Ole Miss, Georgia, and Texas overachieved, while the trio of South Carolina, Auburn, and Arkansas underachieved. And the culprit is not difficult to identify. The four teams that overachieved went a combined 14-4 in one-score conference games while the three teams that underachieved went a combined 0-13 in one-score conference games. Auburn and Arkansas fared particularly poor in close games, going a combined 0-11 in one-score SEC games. Sometimes the analysis really is that simple. 

I Mean, As Far As Winless Teams Go
Arkansas had a weird season in 2025 for multiple reasons. They fired their coach five game into the campaign after three consecutive losses and promoted their former coach who had been fired for some off the field indiscretions thirteen years prior. The hire did not light a fire under the Razorbacks, at least in terms of winning games. Arkansas lost all seven games they played under interim coach Bobby Petrino, closing the year in a ten-game skid while going winless in the SEC. However, the Razorbacks were extremely competitive. Five of their eight SEC losses came by a touchdown or less, including four by a field goal or less. In fact, using my three preferred metrics for team evaluation in conference play (Yards Per Play, Adjusted Pythagorean Record, and First Half Point Differential), the Razorbacks were the best winless (in conference play) team I have ever tracked (since 2005). And its not close. 

To get an idea of how much of an outlier the Arkansas Razorbacks were in 2025, I am going to compare their performance in conference play in YPP, APR, and 1HPD with every other FBS team since 2005. We'll start with YPP. The table below lists the ten 'best' winless teams in terms of their Net YPP in conference play. 
Arkansas was the only winless team to finish with a positive per play differential. To give you an idea of how much better they were against their conference opponents than the other nine teams on this list, consider they are + 0.41 Net YPP better than the second best winless team (Nevada). Meanwhile, Nevada was + 0.43 Net YPP better than the tenth best winless team (UTEP). 

Arkansas was head and shoulders above the other winless teams in terms of Net YPP. What about APR? If you are new to this blog, here is a quick rundown of APR. APR calculates winning percentage based on your touchdowns scored and allowed (offensive only, defensive and special teams scores are not considered). The table below lists the ten 'best' winless teams in terms of their conference APR. Note APR is calculated in terms of winning percentage instead of wins. 
Arkansas still comes out on top by APR although the margin is much tighter with one of Norm Chow's Hawaii teams giving them a run for their money. Also note the appearance of three pandemic impacted teams. That should probably not come as a surprise considering an eight game conference schedule is rife with variance. If teams play half (or less than half) the standard number of conference games, as many teams did during 2020, we are bound to get some funky results. 

Last, but not least, lets look at 1HPD. The table below lists the ten 'best' winless teams in terms of 1HPD in conference play. Note this is total points the team was ahead or behind at halftime, not per game. 
Once again, Arkansas laps the field. The Razorbacks were the only winless team to finish with a positive 1HPD. The only team that is within shouting distance is one that played just four conference games in 2020. 

While I like to show you what happened during the past season, I also like to use historical data to tell you what might happen in the upcoming season. With that in mind, lets see how the previous sets of winless teams performed the next year, starting with the Net YPP cohort. 
Georgia State also put up solid Net YPP numbers in 2025 despite a winless conference season, so our follow up table only includes eight teams. The teams improved in the aggregate, but they were still mostly bad. Their aggregate winning percentage equates to roughly a 2-6 record over an eight game conference season. If you are an eternal optimist, you might note the team that improved the most was also an SEC team that changed coaches (to someone with ties to Arkansas). A more realistic Razorback fan might note that new head coach Ryan Silverfield never got Memphis to the AAC Championship Game despite arguably having the best infrastructure in the conference. 

What about the APR cohort?
Once again, the teams improved in the aggregate despite still being pretty bad. On the surface, it looks like the APR cohort is better than the Net YPP cohort, but if we remove the three 2020 teams, the aggregate winning percentage is almost identical to that of the Net YPP cohort (.245).

And finally, the 1HPD cohort.
Once again, we have to drop Georgia State since they also put up decent (for a winless team) 1HPD numbers and have not played their follow up campaign yet. And once again, the teams improved in the aggregate, but were still bad. And if we again remove the trio teams from 2020 where things got weird, the cumulative winning percentage is right on par with the Net YPP and APR cohorts (.250). 

Arkansas will almost certainly not go winless in the SEC again in 2026. They were the best winless team ever (since 2005) last year and should run into a win or two with slightly better luck. Based on an historical sample of decent winless teams, the bar for Ryan Silverfield and the Razorbacks should be set at roughly two and a half conference wins. The SEC is moving to a nine-game conference schedule in 2026 and if the Razorbacks can get to three league wins, I would deem Silverfield's first season a success. 

Thursday, April 30, 2026

2025 Adjusted Pythagorean Record: Mountain West

Last week we looked at how Mountain West teams fared in terms of yards per play. This week, we turn our attention to how the season played out in terms of the Adjusted Pythagorean Record, or APR. For an in-depth look at APR, click here. If you didn’t feel like clicking, here is the Reader’s Digest version. APR looks at how well a team scores and prevents touchdowns. Non-offensive touchdowns, field goals, extra points, and safeties are excluded. The ratio of offensive touchdowns to touchdowns allowed is converted into a winning percentage. Pretty simple actually.

Once again, here are the 2025 Mountain West standings.
And here are the APR standings with conference rank in offensive touchdowns, touchdowns allowed, and APR in parentheses. This includes conference games only with the championship game excluded.
Finally, Mountain West teams are sorted by the difference between their actual number of wins and their expected number of wins according to APR.
I use a game and a half as a somewhat arbitrary standard to determine if a team significantly over or underachieved relative to their APR. Using that standard, New Mexico was the only Mountain West team that saw their actual record differ significantly from their APR. Under first-year head coach Jason Eck, the Lobos finished in a four-way tie atop the conference and nearly qualified for their first conference title game since 1997. The Lobos finished 4-1 in one-score conference games to buoy their record. 

Mush, Mush
The Mountain West is undergoing some membership changes before the 2026 season commences. Boise State, Colorado State, Fresno State, San Diego State, and Utah State are off to reconstitute the Pac-12. A trio of teams, North Dakota State, Northern Illinois, and UTEP, will replace them giving the league ten football playing members at the moment. The oddest addition is Northern Illinois. The Huskies have been MAC members for nearly thirty years, but if we zoom out, they have a bit of a nomadic history. The Huskies were an Independent in the late 60's and early 70's before joining the MAC for an eleven-year run in 1975. They returned to the Independent circuit in 1986 and joined the Big West for a brief three-year span in 1993. The Big West in the early to mid-90s was an interesting amalgamation of teams that now occupy Conference USA, the Mountain West, the Pac-12, the Sun Belt, and defunctland. The Huskies, along with a host of other schools, left the Big West after the 1995 season. The Huskies once again returned to the Independent life before gaining some stability and joining the MAC in 1997. 

The vibes in DeKalb are not great at the moment. Their head coach, who also happened to be an alum and former player, resigned in mid-February to take an assistant coaching position in the NFL. There were some good times under Hammock (a MAC title in 2021 and the victory against Notre Dame in 2024 to name two), but the program dipped under his guidance. Still, losing your head coach in February is not ideal. The Huskies are probably in rebuilding mode and may be one of the worst teams in the Mountain West in 2026. But that is the football season that is to come. Instead of doom and gloom, lets look back at better days for Northern Illinois. 

As I previously mentioned, Northern Illinois joined the MAC (for a second time) in 1997. In their nearly three decades as a member, they were arguably the flagship program for the conference. And here is the data to prove it. The table below lists the conference winning percentage for each team MAC team since 1997. 
Many people probably forget Marshall was a MAC member when they joined FBS in 1997. The Herd had an absurd run under Bob Pruett, winning five conference titles in their first six seasons in the league (after winning the I-AA title in 1996). For the long-tenured MAC schools, Northern Illinois ranks second behind Toledo in conference winning percentage. While the Huskies trail the Rockets (rather significantly) in conference winning percentage, they do have the most MAC Championship Game appearances since the event began in 1997. 
Not only do the Huskies have the most MAC Championship Game appearances, they are also tied with Marshall for the most victories in the history of the event. 
Hard times are likely on the horizon for Northern Illinois as they adjust to a stronger conference. However, when viewed holistically, the Huskies are arguably the best and most accomplished MAC program in the past three decades. 

Thursday, April 23, 2026

2025 Yards Per Play: Mountain West

This week we head west and examine a conference that will be undergoing some massive membership changes in 2026, the Mountain West. 

Here are the 2025 Mountain West standings.
So we know what each team achieved, but how did they perform? To answer that, here are the Yards Per Play (YPP), Yards Per Play Allowed (YPA) and Net Yards Per Play (Net) numbers for each Mountain West team. This includes conference play only with the championship game not included. The teams are sorted by Net YPP with conference rank in parentheses.
College football teams play either eight or nine conference games. Consequently, their record in such a small sample may not be indicative of their quality of play. A few fortuitous bounces here or there can be the difference between another ho-hum campaign or a special season. Randomness and other factors outside of our perception play a role in determining the standings. It would be fantastic if college football teams played 100 or even 1000 games. Then we could have a better idea about which teams were really the best. Alas, players would miss too much class time, their bodies would be battered beyond recognition, and I would never leave the couch. As it is, we have to make do with the handful of games teams do play. In those games, we can learn a lot from a team’s YPP. Since 2005, I have collected YPP data for every conference. I use conference games only because teams play such divergent non-conference schedules and the teams within a conference tend to be of similar quality. By running a regression analysis between a team’s Net YPP (the difference between their Yards Per Play and Yards Per Play Allowed) and their conference winning percentage, we can see if Net YPP is a decent predictor of a team’s record. Spoiler alert. It is. For the statistically inclined, the correlation coefficient between a team’s Net YPP in conference play and their conference record is around .66. Since Net YPP is a solid predictor of a team’s conference record, we can use it to identify which teams had a significant disparity between their conference record as predicted by Net YPP and their actual conference record. I used a difference of .200 between predicted and actual winning percentage as the threshold for ‘significant’. Why .200? It is a little arbitrary, but .200 corresponds to a difference of 1.6 games over an eight game conference schedule and 1.8 games over a nine game one. Over or under-performing by more than a game and a half in a small sample seems significant to me. In the 2025 season, which teams in the Mountain West met this threshold? Here are Mountain West teams sorted by performance over what would be expected from their Net YPP numbers.
Air Force significantly exceeded their expected record based on Yards Per Play while San Jose State underachieved relative to their down to down performance. Air Force fielded one of the worst in-conference per-play defenses I’ve tracked. There was some improvement in the second half of league play—coinciding with all of their wins—but the overall results remained underwhelming. Through their first four conference games, the Falcons allowed an alarming 8.72 yards per play. While that number dropped to 6.41 over the back half of the schedule, it still would have ranked just tenth across the full season. That putrid defensive performance through the first half of the conference season is the main reason why the Yards Per Play numbers are so skeptical of Air Force's record. The team finished 1-1 in one-score conference games and had a slightly negative turnover margin in conference play (-2). Meanwhile San Jose State's underachievement is simple to diagnose. The Spartans had the worst in-conference turnover margin (-8) in the Mountain West and that was especially pronounced over their four-game losing streak to close the season. In their first four conference games, the Spartans were a solid +4 in turnover margin. However, over their final four conference games, the Spartans were a turnover factory, posting a -12 margin in those four contests. In an unsurprising development, they lost all four of those games by double digits despite a respectable per play differential (-.33). 

Welcome to the Big Show
In our MAC posts the past two weeks, we discussed Sacramento State's expedited rise to FBS, but the bigger and more intriguing call up is happening in Fargo. The North Dakota State Bison, the best FCS team in the last decade and a half, is making the move to FBS. How quickly can the Bison acclimate to life in the FBS? One way to answer that query is to see how they have performed against FBS teams. Even casual college football fans know the Bison have beaten and scared numerous FBS teams during their run as an FCS power. The Bison transitioned from Division II and became an FCS team in 2004. They faced their first FBS opponent (Ball State) in 2006 and their first power conference opponent (Minnesota) also in 2006. The table below lists all fourteen of their games against FBS opponents, the result, their opponent's final record, and in some instances, an interesting fact about their opponent. The table is also color coded by their head coach. In their two plus decades as an FCS team, the Bison had four head coaches, three of which parlayed their success in Fargo to FBS head coaching positions (sometimes circuitously). 
To give additional context, here is their cumulative record versus different types of FBS opponents by head coach. 
You'll notice something happened to North Dakota State around the time of the first College Football Playoff. FBS teams stopped scheduling them. In the past eleven seasons (excluding 2020), the Bison have only faced four FBS opponents. Non-power FBS teams were running scared well before this time. Since 2009, the Bison have faced just one non-power FBS opponent (Colorado State). Unfortunately for their opponents, their are eleven FBS teams (all of the non-power variety) on the schedule in 2026, including the aforementioned Sacramento State Hornets. In addition, while the Bison have not beaten an FBS opponent in ten years, nearly all of their losses have been close (four of five have come by five points or fewer) and all have come on the road. The Bison will host five FBS opponents in 2026, as well as Fordham of the FCS. Their first game hosting an FBS opponent will come in Week Zero when Jacksonville State visits the Fargodome. Their was nothing left for the Bison to accomplish at the FCS level. I'm glad they finally decided to make the move and were able to settle in to a geographically sensible conference. I expect the Bison to be one of the better teams in the Mountain West and would not be shocked to see them in the College Football Playoff in the next few years. 

Thursday, April 16, 2026

2025 Adjusted Pythagorean Record: MAC

 Last week we looked at how MAC teams fared in terms of yards per play. This week, we turn our attention to how the season played out in terms of the Adjusted Pythagorean Record, or APR. For an in-depth look at APR, click here. If you didn’t feel like clicking, here is the Reader’s Digest version. APR looks at how well a team scores and prevents touchdowns. Non-offensive touchdowns, field goals, extra points, and safeties are excluded. The ratio of offensive touchdowns to touchdowns allowed is converted into a winning percentage. Pretty simple actually.

Once again, here are the 2025 MAC standings.
And here are the APR standings with conference rank in offensive touchdowns, touchdowns allowed, and APR in parentheses. This includes conference games only with the championship game excluded.
Finally, MAC teams are sorted by the difference between their actual number of wins and their expected number of wins according to APR.
I use a game and a half to determine if a team significantly over or underperformed relative to their APR. By that standard, Ball State significantly exceeded their APR while Toledo underperformed. Toledo also underachieved relative to their expected record based on YPP and we went over some reasons for that last week. Meanwhile, Ball State somehow won three conference games in Mike Uremovich's first season in charge despite playing atrocious football for the majority of the season. The Cardinals played at an average to good level in three of their eight MAC games, but managed to come out on top in all three. Two of the victories were by less than a touchdown. Meanwhile, all five of their conference losses came by double digits, with the Cardinals being outscored by 121 points in those five games. 

Go West, Young Man
Last week, we conducted a deep dive on new MAC member Sacramento State's (limited) history traveling east and their performance against FBS teams. This week, I want to look at how the rest of the conference has fared when traveling west. 

Not counting Sacramento State, there are twelve MAC teams nestled mostly in the midwest, with two located a little further east. Perhaps not surprisingly, those other MAC schools have not made a lot of trips to California. That will change with the Hornets entry into the conference. Sacramento State will host four MAC schools in 2026 (Kent State, Massachusetts, Ohio, and Toledo) and assuming they stick around for a few years, will probably eventually host the other eight. How have the current crop of MAC schools fared when making the trek to the Golden State? To answer that question, I looked at all instances of current MAC schools playing road games in the state of California in the BCS/CFP era (since 1998). Five of the current MAC schools (Akron, Ball State, Buffalo, Massachusetts, and Miami) have not played a road game in California in that span. The performance of the other (magnificent) seven is summarized in the table below. I included the point spread in the game to provide some context regarding who the betting markets expected to win. 
Those trips out west have resulted in more metaphorical deaths due to dysentery or typhoid than they have striking it rich in the gold mines. MAC schools are 1-9 straight up and just slightly better 3-7 ATS in California. Note the lone win occurred this past season when Central Michigan upset San Jose State as a prohibitive underdog. Also note that eight of those ten games have come against teams in their own theoretical weight class rather than against power conference opponents. With four cracks at it in 2026, including one by the best team on paper in the conference, I expect the MAC schools to win a road game in California for the second consecutive season. 

Thursday, April 09, 2026

2025 Yards Per Play: MAC

We are now on the back half of our conference reviews. This week we head to the midwest and examine the Big 10's little brother. 

Here are the 2025 MAC standings.
So we know what each team achieved, but how did they perform? To answer that, here are the Yards Per Play (YPP), Yards Per Play Allowed (YPA) and Net Yards Per Play (Net) numbers for each MAC team. This includes conference play only with the championship game not included. The teams are sorted by Net YPP with conference rank in parentheses.
College football teams play either eight or nine conference games. Consequently, their record in such a small sample may not be indicative of their quality of play. A few fortuitous bounces here or there can be the difference between another ho-hum campaign or a special season. Randomness and other factors outside of our perception play a role in determining the standings. It would be fantastic if college football teams played 100 or even 1000 games. Then we could have a better idea about which teams were really the best. Alas, players would miss too much class time, their bodies would be battered beyond recognition, and I would never leave the couch. As it is, we have to make do with the handful of games teams do play. In those games, we can learn a lot from a team’s YPP. Since 2005, I have collected YPP data for every conference. I use conference games only because teams play such divergent non-conference schedules and the teams within a conference tend to be of similar quality. By running a regression analysis between a team’s Net YPP (the difference between their Yards Per Play and Yards Per Play Allowed) and their conference winning percentage, we can see if Net YPP is a decent predictor of a team’s record. Spoiler alert. It is. For the statistically inclined, the correlation coefficient between a team’s Net YPP in conference play and their conference record is around .66. Since Net YPP is a solid predictor of a team’s conference record, we can use it to identify which teams had a significant disparity between their conference record as predicted by Net YPP and their actual conference record. I used a difference of .200 between predicted and actual winning percentage as the threshold for ‘significant’. Why .200? It is a little arbitrary, but .200 corresponds to a difference of 1.6 games over an eight game conference schedule and 1.8 games over a nine game one. Over or under-performing by more than a game and a half in a small sample seems significant to me. In the 2025 season, which teams in the MAC met this threshold? Here are MAC teams sorted by performance over what would be expected from their Net YPP numbers.
Western Michigan and Toledo were the two MAC teams that saw their actual record differ significantly from their expected record based on YPP. The Broncos overachieved while the Rockets underachieved and the culprit was close game performance. Western Michigan finished 3-0 in one-score conference games while Toledo was 0-2 in such contests. For Toledo, their close game performance overshadowed an otherwise dominant season. The Rockets lost by one point to Western Michigan and five points to Bowling Green. In their other six conference games, they were 6-0 with an average margin of victory of more than thirty points per game. The loss to Western Michigan essentially flipped the conference title as a win by Toledo would have put the Rockets in the conference title game and moved the Broncos into a three-way tie for second place with Miami and Ohio.  

The Kings of Sacramento
North Dakota State stole most of their thunder, but in February, Sacramento State also announced they were also fast tracking their move to FBS, starting with the 2026 season. However, while North Dakota State will be joining a conference with other schools in their geographic footprint (Mountain West), Sacramento State is joining a bunch of midwestern schools (and a few east coasters) in the MAC. While the move is a bit odd and reeks of a little desperation, it will present some interesting schedule quirks. Sacramento State will head east four times this season, with trips to Eastern and Central Michigan, Bowling Green, and Ball State on the schedule. With that in mind, I decided to look at Sacramento State's FCS history and see how they have performed when heading east and when facing FBS opponents. I don't know that either of those things will give us a great deal of insight on what to expect from them in 2026, but its an interesting research project nonetheless. 

Sacramento State joined the FCS in 1993. In the three plus decades they spent at that level, they made exactly one trip to the east coast. They faced Hofstra in 1996 and lost by 30 points. They also rarely ventured east of the Mountain Time Zone, playing just two games in the Central Time Zone. They fared better in those games. I didn't expect a west coast FCS school to make many trips east of the Mississippi, but the Hornets will make more trips east in 2026 than they did in their entire history as an FCS program! The table below summarizes their previous trips east. 
The Hornets will not only be making more trips east in 2026, they will also be facing more FBS opponents (duh). Their schedule features eleven games against FBS teams - eight against MAC foes and non-conference games against Fresno State, Hawaii, and the other FBS newbie, North Dakota State. How have the Hornets fared when they stepped up in class? The short answer, is 'not very well', but the longer answer, with additional context, is 'better lately'.
The Hornets did not face an FBS team until nearly a decade into their run as an FCS program when they traveled to El Paso to face the UTEP Miners in 2002. They lost by 30. And that was mostly how things went for the Hornets. They did pull off two shockers, beating Pac-12 teams Oregon State in 2011 and Colorado in 2012, but through 2019, twelve of their twenty losses against FBS opponents were by at least thirty points. Things have been a little different in the aftermath of the Covid-19 pandemic. 
The Hornets have been much more competitive since 2021, winning a third of their games against FBS opponents while never losing any game by more than 18 points. The sample size is small, but the Hornets are a fourth quarter comeback by Nevada away from posting a .500 record against FBS opponents in the past six years. 

Sacramento State is on their fourth football coach in the past five seasons, so staff continuity is not a strength. At the same time, they have posted five winning seasons in the past six years despite turnover at the head coaching position. Conservatively, the Hornets are in the top third of FCS programs over the past half decade. With that baseline, you would expect them to be competitive against the bottom quartile of FBS, which is the status most teams in the MAC presently occupy. That may be underselling how bad the MAC can be, as they have put some pretty bad teams on the field the past few seasons (hello Kent State and Massachusetts). Despite moving up in class and being a geographic oddity, I expect the Hornets to finish in the top half of the conference in 2026. 

This relationship is probably not built to last. The Hornets are paying an $18 million entry fee to the MAC (as well as $5 million to the NCAA), will not be part of the conference's revenue sharing agreement for five years, and will be covering travel costs for visiting MAC teams. Will the Hornets be members of the MAC in 2036? Probably not. But who knows what FBS even looks like a decade from now. The sport has undergone massive changes in the past fifteen years and those seem to only be accelerating. Just sit back and enjoy the absurdity of Toledo visiting Sacramento on the first Wednesday in November in a conference game. 

Thursday, April 02, 2026

2025 Adjusted Pythagorean Record: Conference USA

Last week we looked at how Conference USA teams fared in terms of yards per play. This week, we turn our attention to how the season played out in terms of the Adjusted Pythagorean Record, or APR. For an in-depth look at APR, click here. If you didn’t feel like clicking, here is the Reader’s Digest version. APR looks at how well a team scores and prevents touchdowns. Non-offensive touchdowns, field goals, extra points, and safeties are excluded. The ratio of offensive touchdowns to touchdowns allowed is converted into a winning percentage. Pretty simple actually.

Once again, here are the 2025 Conference USA standings.
And here are the APR standings with conference rank in offensive touchdowns, touchdowns allowed, and APR in parentheses. This includes conference games only with the championship game excluded.
Finally, Conference USA teams are sorted by the difference between their actual number of wins and their expected number of wins according to APR.
I use a game and a half to determine if a team significantly over or underachieved relative to their APR. By that somewhat arbitrary standard, Jacksonville State significantly overachieved, while UTEP significantly underachieved. Both teams also over and underachieved relative to their YPP numbers and we went over some reasons for that last week. However, I do have more to say about both the Gamecocks and Miners.

Biggest APR Over and Underachievers
Astute readers probably perused the previous table and thought: 

Wow. Jacksonville State and UTEP seemed to significantly over and underachieve relative to their respective APRs. I wonder where their numbers rank in an historical context. 

First, thanks for your curiosity. Second, I have the answer for you. Among non-power conference teams since 2005, Jacksonville State was the biggest overachiever in regards to their actual conference record and their APR. Meanwhile, for non-power conference teams since 2005, UTEP was the third biggest underachiever in regards to their actual conference record and their APR. 

If you are regular reader of this blog (thanks dad), I like to use history as a guide to set reasonable expectations for how major over or underachievers will perform in the coming season. With that in mind, let's compare Jacksonville State and UTEP with the other major over and underachievers to set a baseline standard for their conference record in 2026. We'll start with the overachiever, Jacksonville State. 

In the APR posts, I calculate the difference between actual conference record APR in terms of wins. However, since each non-power conference from the past twenty one seasons did not all play the same number of games, we are going to use winning percentage. The table below lists all non-power conference teams since 2005 that saw their actual conference winning percentage exceed their APR by at least .300. The teams are sorted by the difference between their actual conference winning percentage and their APR. Their actual winning percentage, expected winning percentage, and difference between the two are listed in the table as well as their offensive touchdowns and touchdowns allowed.
Ten other teams saw their actual conference record eclipse their APR by at least .300. The big question we want to answer is what happened to those previous ten teams the next season? My guess is they would tend to decline in the aggregate. Did that happen?
Unequivocally, the answer is yes. Seven of the ten teams saw their conference record decline the following season, while three teams held steady, and none improved. Their aggregate conference winning percentage declined by .301. In an eight game conference season, this equates to roughly 2.4 fewer wins. I'd say reasonable expectations for Jacksonville State would be between four and five conference wins in 2026. 

What about our big underachiever, UTEP? The table below lists all non-power conference teams since 2005 that saw their actual conference winning percentage fall at least .300 below their APR. Once again, teams are sorted by the difference between their actual conference winning percentage and their APR. Their actual winning percentage, expected winning percentage, and difference between the two are listed in the table as well as their offensive touchdowns and touchdowns allowed.
An unlucky thirteen teams joined UTEP in underachieving by at least .300. Did the previous thirteen teams tend to improve the following season?
In general, the teams that significantly underachieved relative to their APR improved. Nine of the previous thirteen saw their conference record improve, while two produced the same conference record, and two somehow declined. In the aggregate, the teams improved their winning percentage by .225. In an eight game conference schedule, this equates to roughly 1.8 additional wins. I will draw your attention to the cumulative winning percentage. While the thirteen teams did improve, their overall winning percentage was still south of .500. UTEP is moving from one of the weaker FBS conferences (CUSA) to a much stronger non-power conference (Mountain West). I expect improvement in 2026, but three or four wins in conference play is probably the ceiling on this mine shaft.