South Carolina State, Jackson State, Alabama State, Delaware State, and Alabama A&M occupy the same five spots, in the same order, in both the Black College Football Poll’s human panel and our own #DataDrivenHBCUTop5 computer model this week. The two rankings only start to diverge from there. Here is how the BCFP’s top 10 compares to our full Week 4 ranking, and where the two rankings differ.

Our Week 4 computer rankings:

This week’s Black College Football Poll Division I FCS rankings, as released by Inside the HBCU Sports Lab:

Lined up against each other, here is where the two rankings agree and where they split:

School BCFP Rank Model Rank Difference
South Carolina State 1 1 Even
Jackson State 2 2 Even
Alabama State 3 3 Even
Delaware State 4 4 Even
Alabama A&M 5 5 Even
Alcorn State 8 6 Up 2
Prairie View A&M 6 7 Down 1
Norfolk State 10 8 Up 2
Morgan State 7 9 Down 2
Bethune-Cookman NR 10 n/a
Grambling State 9 11 Down 2
Howard NR 12 n/a
North Carolina Central NR 14 n/a

Bethune-Cookman, Howard, and North Carolina Central all received votes from the BCFP panel without cracking its top 10, North Carolina Central among them after dropping out of the human poll entirely this week.

How the Model Weighs It All

With the Data-Driven HBCU Top 5 Computer Model, a win-loss record tells you how often a team won, not who they beat or how convincingly. Our model treats the record as one ingredient rather than the whole recipe, weighing it alongside strength of schedule, scoring margin, head-to-head results against other ranked HBCU programs, and how much a team’s prior season standing should still count. The model scores from 0.00 to 1.00, with 1.00 being the highest score in the model’s framework.

Strength of schedule does real work in the formula. A lopsided win over an overmatched opponent and a competitive loss to a legitimately good team do not carry the same weight, and margin is read in that context, so padding a record against a soft schedule does not translate into a big ranking boost. Beating a fellow ranked HBCU program carries an extra bump tied to how good that opponent is, and losing one costs a team in the same way.

A program’s prior season finish still counts a little early on, when there isn’t much current-year data to lean on, but that influence fades on a set schedule and disappears by roughly the season’s midpoint. From that point forward, a team’s ranking is built entirely on what it has done this year. A truly bad loss, a blowout or a loss to a team outside the traditional HBCU and FCS competitive tier, costs a program something beyond what the scoring margin alone reflects.

None of these pieces works alone. A strong record with no schedule strength behind it will not carry a team to the top, and a brutal schedule with a losing record will not either. That is the lens behind every comparison below.

The Top Five Match Exactly

South Carolina State, Jackson State, Alabama State, Delaware State and Alabama A&M sit in the same order, one through five, in both polls. That is not a coincidence. South Carolina State leads our entire poll in dominance, with a perfect score there and in last year’s pedigree component, backing up an unbeaten record that has not been particularly close. Jackson State is one of only two remaining unbeaten teams in the poll, with a scoring margin that ranks among the best of any top five team. Alabama State pairs a strong prior-season standing, the second-best of any team we track, with a quality head-to-head win over Southern and a loss on the road to an FBS opponent in Troy.

Delaware State’s case is built on schedule strength. Its slate ranks second toughest in the entire poll, with wins over Stony Brook and Towson alongside losses to William & Mary and an FBS opponent in South Florida. Alabama A&M’s ranking, by contrast, is almost entirely a 2026 story. Its prior season standing is among the lowest of any team in the top ten, so the fifth-place ranking is built on this year’s results alone: an elite scoring margin and four wins that are exceeding expectations rather than living up to them. When a human panel and a model built on scoring margin, schedule strength, and results agree this closely across five spots, it is a good sign that neither is being fooled by an empty record.

Alcorn State’s Case for Moving Up

Alcorn State shows the clearest gap in the table, eighth with the BCFP voters and sixth in our model. Alcorn is unbeaten against ranked HBCU competition this season, with conference wins over Arkansas-Pine Bluff and Texas Southern and no head-to-head losses, a mark that sits near the top of our entire poll. Their two losses came against a legitimate FBS opponent in Southern Miss and a quality FCS program in North Alabama, the kind of results that build a résumé more than they damage one. Voters working primarily off the 3-2 record likely weigh those two losses more heavily than our model does.

Grambling State moves in the opposite direction, ranked ninth by BCFP voters but 11th in our model, behind even Bethune-Cookman, which did not crack the human poll’s top 10. The natural comparison is Grambling’s non-conference schedule against Alcorn’s. Grambling’s three non-conference opponents, Clark Atlanta, Central State, and TCU, graded out to an average opponent quality of roughly 0.354 in our model. Alcorn’s three, Miles, Southern Miss and North Alabama, averaged roughly 0.535, a meaningfully tougher slate topped by North Alabama alone outgrading either of Grambling’s two Division II opponents.

That gap narrows once conference games are folded in. Alcorn’s overall season strength of schedule and Grambling’s end up almost even, 0.569 to 0.576, because Grambling’s own conference loss came against Prairie View A&M, which carries one of the highest opponent quality scores in the poll and still credits Grambling for having played them. The real separator is what happened in those conference games, not the schedules themselves. Alcorn went 2-0 in true conference tests, a head-to-head score near the top of the poll at roughly 0.900. Grambling lost its one conference game to Prairie View A&M, which actively pulls its head-to-head score down to roughly 0.205, one of the lowest marks we track. Combined with a better win percentage, 0.600 to 0.500, and a higher dominance score, 0.527 to 0.460, that is what is actually driving the gap between the two teams in our model, more than the non-conference schedule difference on its own.

A Recurring Theme: Schedule Strength Nobody Is Talking About

Bethune-Cookman’s strength of schedule ranks third toughest in our entire poll, built on a road trip to UCF and a game against our top-ranked team in South Carolina State. A .500 record against that gauntlet is enough to land the Wildcats 10th in our model despite falling outside the BCFP’s top 10 altogether.

Prairie View A&M carries the highest strength-of-schedule score of any of the 21 teams we track this week, and it is not close. Their slate includes an FBS opponent in Baylor and two nationally respected FCS programs in Tarleton State and Stephen F. Austin, all in the same five-game stretch. The Panthers are also a perfect 2-0 against ranked HBCU competition, with conference wins over Texas Southern and Grambling State, the best head-to-head mark in the entire poll. Their prior-season standing is the second-highest of any team we track, behind only South Carolina State, so the model is reading a program with real pedigree working through a difficult schedule rather than a team overachieving its history. A 2-3 record against a slate that tough would be a losing record for most teams in the country, and as last year’s standing phases out of the formula over the coming weeks, that body of work looks built to carry Prairie View A&M up rather than down.

Norfolk State and Morgan State both sit near the bottom of last year’s poll, meaning their rankings are built almost entirely on 2026 results rather than reputation.

Everything Else Is Ordinary Poll Noise

Outside of Alcorn State, Grambling State and Bethune-Cookman, no team in the table moves more than two spots in either direction. Prairie View A&M, Morgan State and Norfolk State are all within a spot or two of where the BCFP panel has them, the kind of spread that shows up any week two independent methods size up the same set of teams. The headline is not that the polls disagree further down the board. It is that they agree completely across the entire top five, and that where they do split, the gap traces back to something specific in the underlying results rather than a difference of opinion.