Two MVP Names, One Ledger: Auditing Curzan and Heilman's CSL Match 2 Numbers

I opened the universality ledger and found every transfer waiting to be counted. Last week I opened it for an entirely different reason. SwimSwam announced Claire Curzan and Thomas Heilman as the MVPs of Match 2 in its College Swimming League. The announcement was clean, and incomplete.

The reason is simple. On the same evening, at least three performances in that match sat outside the MVP's recognition on raw speed. MVP is the league's language. Time is water's language. The conversion rate between the two is never published. I am here to write it down.

I don't chase rumours; I reconcile numbers until they confess. So there is no record euphoria in this piece, no 'historic' adjectives. There is a meet sheet, a scoring formula, and one question: when a league calls two people the best of a twenty-minute format, what is it measuring — swimming, or ratings?

What the league is actually measuring

The College Swimming League's structure differs from a traditional collegiate dual meet. Scoring arrives through paired events, relay weights, and a published MVP index. From what I have, Curzan carried a multi-event load across backstroke and butterfly, and Heilman ran a double duty across butterfly and freestyle.

An MVP index usually rests on four variables: event difficulty, field depth, time value through power-point conversion, and relay contribution. None of those four is raw time. The first crack appears here.

An MVP is a market index, not a record index. It prices how much load was carried, how many points were produced, how much match inventory can be sold — not how fast the swimming was.

Based on my years of watching matches, one thing is unambiguous: in this format a 200 butterfly always costs more than a 100 butterfly, because the longer race offers more room for error and a bigger points fallout. That structural weight is the first reason Heilman's name reached the MVP list. Curzan's reason is different — she was rewarded for coverage, not for a single flash.

My swimming desk habit is to standardise the source first, count every entry second, conclude third. This match has two sources: SwimSwam's reporting and the league's published results. I found no contradiction between them. But one source does not create a problem — the model does.

The price of a portfolio: Curzan's buying principle

Curzan must be analysed with her international base in view. At Paris 2026 she took silver in the women's 100m butterfly behind compatriot Torri Huske, a final decided by centimetres. A swimmer who races the 100 fly near 55 seconds long course is a deeply cheap asset in a short-course yards culture, because she is deployable in both butterfly and backstroke.

The most expensive swimmer in the market is not the one who is world-class in one event; it is the one who can enter the top eight in three.

The league format runs on exactly that logic. A swimmer taking four events in a match equals two separate stars for a coach — but costs less than two. Curzan's MVP economics sit there. Her name beside MVP does not mean she was fastest that night; it means she gave a squad maximum points at minimum risk. In my model, if we read each match as an investment book, Curzan is low-risk, medium-return paper. Heilman is the opposite edge — high-risk, high-return. A league running matches every fortnight needs the first type to be sustainable; a championship that happens once a year needs the second to be decisive.

Heilman's case: why the 200 fly carries the real price

Heilman's story is simpler and more directional. He reached an international final in the 200m butterfly as a teenager and swam that final at Paris 2026 — unusual only if you have not been paying attention.

The American men's 200 butterfly has a specific historical position, from Michael Phelps to Léon Marchand: the event where long-armed, economical strokes survive. Heilman's profile is poured into that mould — long stroke, low stroke rate, enormous relay value. If you split the last 50 metres of a 200 fly into three phases — body line, acid tolerance, turn phase — his strongest phase is the second. In a league format that is worth gold, because acid recovery is the scarcest asset in a dense calendar.

A swimmer in a league season is bought not for his best performance but for his recovery time.

The other half of Heilman's MVP comes from relays. A freestyle relay leg — especially a 400 or 800 free relay — carries heavy scoring weight because it directly flips match outcomes. A swimmer who is world-class in butterfly and usable in freestyle is a coach's best investment.

I still add a caveat, because my work is a balance sheet. Reaching a final and winning a final are not the same thing. Swimming a world final at seventeen signals large long-term potential; it is not a guaranteed return. I have opened this ledger many times — the correlation between world junior records and senior medals is extremely weak. Roughly a dozen teenagers post world-class times every year; three survive the list five years later.

The conversion rate: yards versus metres

When a league runs in a yard pool and the international calendar runs in metres, every MVP carries a translation risk. A 25-yard pool doubles the turn count, so underwater and wall skills inflate. A swimmer who is brilliant at the wall will look better short course than her true international standing.

The first question when reading any college-league MVP index should be: is this yards or metres? Without that answer, any conclusion is an entry in the wrong ledger.

Curzan's risk here is lower, because her backstroke is underwater-heavy and turn-dependent — short course is her natural habitat. Heilman's risk is higher, because the long-course version of a 200 fly is a different fight for his body — fewer turns, more open water, more lactate. Reading his league numbers as a forecast for an international 200m final would be a mistake. That is not opinion; it is currency conversion.

There is a second layer. A collegiate swimmer races twenty to thirty matches a year; an international swimmer races three to five. League numbers rest on a large sample — but a small-pool, high-turn, low-rest sample. A league MVP can be an indicator of international potential; it is never a substitute.

Field depth: who was beaten is also a number

The second pillar of an MVP index is field strength. In this match both swam against elite opposition, which is normal in the collegiate circuit, where national team members and freshmen share a pool on the same evening.

My calculation suggests that the wider the gap to second place, the lower the MVP sensitivity. Win by five seconds and the MVP index discounts it, because the league assumes there was no contest. Win by two-hundredths and the value doubles. The structural similarity to an international final is here. In Paris, the 100 fly final was decided by centimetres — a signal of a dense field. A college win by a huge margin signals both greatness and a weak field. I get it wrong whenever I read those two signals as one.

Transfer window: the bridge from MVP to contract

My professional role is transfer market administrator, so my first instinct is to ask whether an MVP sets a price. In the current reality of college swimming the answer is clear: not directly.

Two money flows exist. One is scholarship money, capped and annual. The second is name, image and likeness deals and collective pools, where a swimmer's market is built on platform visibility, not time alone. In that reality, a league MVP lifts that week's social value, but long-term contract value is set by international times — what the swimmer can do long course.

The release-clause structure and the wage bill are the real story here — not one evening's award.

Heilman's position in this market is unusually attractive: he works in a scarce asset, the 200 fly, and his age is still on the rising part of the curve. Curzan's position differs: she is already an Olympic medallist, so her market value is set and her ceiling known — lower return, lower risk. A league coach uses these two asset types differently: one as a base, the other as a weapon. A registration list can make a market look deep. A long list and a deep market are not the same thing. Count world-class 200 fly swimmers in America and you run out of fingers; the 100 freestyle list is endless. Scarcity does not show up in an MVP index. It shows up in a contract.

An old column in my ledger

My first big database was administrative, not aquatic — four decades of Olympic entries, with each name's gap to the qualifying standard printed beside it. That file made one thing clear: there are two kinds of access. One is earned; a time opens the door. The other is invited, through a universality place. I never forget that difference, because it tells you what a system is actually producing. Access in American college swimming is fully earned: to get a lane, you must give a time. Both Curzan and Heilman earned their lanes. No invitation.

So the MVP question is a second-order question. The first order was settled in the pool.

The contrarian edge: MVP does not price a swimmer

Two things happening together does not make one the cause of the other. The swimmer who carries four events in one evening and wins a team match is valuable to the league; the swimmer who, twenty minutes apart, carries the possibility of a world record is valuable to the market. The league rewards the first; the market prices the second.

The second trap is relays. In college formats relay legs often decide matches, but relay legs are not separately rewarded on the international calendar. That is exactly where the gap between league value and Olympic value is manufactured. A swimmer who is only extraordinary on relay legs will collect MVP recognition and never a solo career.

The third trap is sample size. Two matches cannot produce a season conclusion. The information value of Match 2 rises after Matches 4 and 5, when trends separate the consistent from the one-night flash. One evening is not a verdict; it is an entry.

The fourth trap is model bias. Humans set the weights in an MVP index. If the index weights relays heavily, relay-dependent swimmers gain. In college swimming team points matter most, so the weight is defensible. Internationally, team points arrive through individual performance, so the weight should be different. Comparing those two indices is comparing two record systems.

What the Curzan–Heilman pair signals

Two MVPs in one match is a structural signal. Rewarding a full-event cover swimmer and a scarce-event specialist tells you the model is hybrid. The long-term weakness in American college swimming is depth in butterfly and backstroke, and oversupply in freestyle. If an index starts paying for that imbalance, it is good news not only for the league but for the national pipeline, because coaches finally have a financial reason to invest in scarce events.

When a scoring index pushes money toward a deficit, the index stops being a measurement and becomes a policy.

I am not concluding that Curzan or Heilman are undeserving. Their merit is beyond question — they earned a lane with a time, then won a match with points. The question is not about the award; it is about the index. What an index measures is what a system produces. My job is not to hang adjectives on a name. My job is to write a time, a gap, and a qualification path beside that name. Next to Claire Curzan: Paris 2026, 100m butterfly, silver — earned access, delivered at the top level. Next to Thomas Heilman: a world final as a teenager, 200m butterfly — high probability, untested return. Two different rows, two different valuation processes.

Eyes on Match 3

The first number I will watch in Match 3 is Heilman's butterfly load: does he race the 200 and the 100 fly in the same match, and how much does the second degrade. Under two per cent signals acid recovery; above five per cent means the league MVP model is a trap for him. The second number is Curzan's single-list depth — how far apart her 100 fly and 100 back sit. The narrower the gap, the higher her coverage value. The third is relay leg speed, where the biggest gap between league value and international value always lives.

One closing question. When a league awards an athlete every single week, its comparison base shrinks — every performance starts to look equal, and the difference in potential disappears. When everyone gets an entry, who carries the responsibility for saying who actually deserves one? The league, or us?