Rankings are sort of currency in wrestling. They fuel debate in locker rooms and among fans, they shape conversations about recruiting, and they influence NIL money for recruits. Rankings might be "unreal" in the sense they don't determine a match outcome, they do carry real weight in how athletes, coaches, and programs are perceived.
But for all their influence, a lot of rankings in this sport are built on shaky ground: gut feelings, regional bias, name recognition, and the loudest voices in the room. There's a reason why, a few years ago I wasn't doing rankings at all and I wasn't sure which one to use for event write ups and people kept telling me, "all these rankings suck, you need to just do it." Now that I've been doing it, I'm sure they feel the same way about me. Oh well.
From that day, though, I have continued to try to provide the most open and honest approach to the exercise in the sport… in any sport. A ranking should be earned and explainable. So what does it actually take to build a ranking that holds up to scrutiny (especially from the craziest dads)?
It Starts with a Question: What Are You Measuring?
The first step in any ranking process is to define exactly what you're trying to measure. A weight class ranking in season might not be ranking the same thing as a class ranking. Do you prioritize peak performance or career body of work? Are you evaluating dominance, consistency, or résumé strength? Are injury-affected seasons weighted differently? Without clear answers to these questions before you start, you're not ranking, you're guessing with a spreadsheet.
A well-defined ranking system has explicit criteria and applies them uniformly (or at least to the best of one's abilities). There will always be contradictions and inconsistencies in logic, we are all (for now anyway, trust me I've been playing with some AI ranking systems) human.
At the high school level, this might mean prioritizing head-to-head results over tournament finishes when data are available, or establishing a threshold of minimum matches before a wrestler becomes eligible to be ranked. At the college level, it could mean weighting results against ranked opponents more heavily than wins over unranked competition. The point is: the rules exist before the names go in, not after.
This matters because criteria set in advance remove the temptation to "reverse-engineer" a result. When you decide what wins a ranking spot before you know who fits the description, you're working from the methodology outward. When you start with a name you want to rank and work backward to justify it, you've already lost. The sport loses.
The Evidence Hierarchy: Not All Wins Are Created Equal
Once the criteria are clear, the next challenge is weighing the evidence. A functional evidence hierarchy looks something like this:
- Head-to-head results — The most direct and impactful result. But not the only one that matters.
- Common opponent results — When direct competition isn't available, this becomes of the most relied upon data points. It could be a case where one wrestler won and one lost to the same guy, or it could be that they both won but by different levels of dominance.
- Tournament finish and competition level — A lot of rankings go as deep as a tournament placement. A lot of messages I receive cite specific placement. I pay attention to that for sure, but the tournament path is more important. I don't know who seeds these things but it isn't me. So you get some insane seedings and that impacts placing. Who was in the bracket > all else.
- Margin of victory and style of win — Self explanatory here. Dominance matters. A fall in the first period signals something different than a 3-2 grind. Both count as wins, but they're not the same data point.
- Recency and trajectory — A wrestler peaking in February is more relevant to a March ranking than who they were in November.
Applying this hierarchy consistently means that every ranking decision has a traceable reason behind it. You should be able to point to the exact data that put a wrestler at #3 over #4 — and explain it in plain language.
The Bias Audit: Knowing Where You're Compromised
No ranker is perfectly neutral. Geographic proximity creates familiarity bias. We've all seen more of the wrestlers in our region, so we will have a stronger feel for them. Relational bias creeps in when you've covered a program closely, developed a relationship with a coach, or followed a wrestler's journey over several seasons. Or the family pays you your monthly salary to move their kid up 10 spots. Couldn't be me. Anyway, confirmation bias takes hold when an athlete's narrative (comeback story, D1 commit, program pedigree) starts coloring how you interpret their results.
The antidote isn't pretending these biases don't exist, it's building a process that makes them visible (I have an entire separate article on transparency specifically coming next). Before finalizing any major ranking, ask: Am I ranking this athlete where the data put them, or where I want them to be? If the answer requires more than one sentence to justify, that's a signal to slow down and look harder at the evidence.
Some structural safeguards can help here. Blind review. Evaluate résumés without knowing who you're looking at. This can expose whether your eye-test instincts align with the actual results. Cross-referencing with an outside voice who doesn't share your regional lens can also reveal blind spots. And writing down the reason for every ranking decision, even informally, creates accountability to something beyond intuition.
Handling the Gray Areas: Incomplete Data and Contested Narratives
Real rankings live in grey areas. A wrestler who tore their ACL in December but looked elite in November. A state champion who competed in an undersized bracket. A transfer athlete with results split across two programs in two different regions. A highly-touted recruit who hasn't yet been stress-tested by top competition. These cases don't resolve cleanly, but they can always be handled with integrity.
The honest approach is to be transparent (that word again) about uncertainty. If a wrestler is ranked #7 but hasn't faced anyone in the top 12, say so. If a ranking is provisional because key matchups haven't happened yet, label it accordingly. Readers, from coaches to athletes, and, maybe most of all, parents deserve to know the confidence level behind every slot on the list. A ranking that acknowledges its own limitations is more credible, not less.
Consistency and Communication: The Long Game
Credibility in this space is built over time, through the consistency of your process and the transparency of your communication. I don't have 20 years working for Flowrestling and I don't have 30 years as a lifer in the sport. But I am the most public facing, easy-to-reach, and probably over explain everything way beyond what anyone else could dream of doing. All of this means there are regular updates, as new results come in. I am willing to make big moves when the evidence demands it, even if it makes me look wrong. And I am not into protecting previous rankings out of pride. That's why I don't include a previously ranked column. I don't want an update to be influenced by a past judgment that may have been wrong to begin with.
It also means explaining your work. Publishing a list without any rationale is an invitation for mistrust. Readers will fill the silence with their own assumptions, and none of that is good. But when you show your reasoning, note the close calls, and flag what you're watching, you invite people into the process rather than just handing out a verdict. And frankly, I love the debate.
The goal isn't a ranking that everyone agrees with. That's not possible. Chasing that leads to the kind of consensus-driven mediocrity that produces nothing useful. The goal is a ranking that everyone can argue with fairly. The methodology is clear, the evidence is visible, and the standard is consistent. That's the anatomy of an unbiased ranking. Everything else is just a list.
Part of an ongoing TKDWN editorial series on rankings methodology. Next up: transparency.